From aa364dbb6f65e49cae3753bf22d9e828abe49713 Mon Sep 17 00:00:00 2001
From: Kyle Tse <hi@kylet.se>
Date: Fri, 25 Sep 2026 23:34:37 +0000
Subject: [PATCH 1/4] feat: lockdocs 0.3 - docs sites pinned to your major,
 heading-aware ranking, held-out benchmark questions

- Docs-site repositories follow the pinned major: default branch for the
  latest, a vN / N.x branch or the last commit before the next major for
  older ones; pages about a later major are skipped. tokio's website added.
- Docs pages written as React components (Tailwind installation guides)
  are indexed; MDX HTML headings and export const title are honoured.
- Upstream reStructuredText in .txt files (Django) is now indexed.
- Ranking: a second BM25 over headings and first sentences; question words
  that name a documented top-level API count as identifiers.
- GitHub API redirects keep the token; docs-site errors are reported.
- Benchmark: 17 held-out questions, grading-aware Context7 answer reuse,
  weight sweeps via workflow input.
- docs/vision.md and docs/capabilities.md with a CI path check.
---
 .github/workflows/bench.yml               |   9 +-
 .github/workflows/ci.yml                  |   3 +-
 AGENTS.md                                 |   5 +-
 Cargo.lock                                |   4 +-
 Cargo.toml                                |   2 +-
 bench/questions.json                      | 278 +++++++++++++++++++-
 bench/render.py                           |   8 +-
 bench/run.py                              |  40 ++-
 crates/lockdocs-core/src/bm25.rs          |   5 +
 crates/lockdocs-core/src/extract.rs       | 295 ++++++++++++++++++++-
 crates/lockdocs-core/src/index.rs         |  21 +-
 crates/lockdocs-core/src/markdown.rs      |  83 +++++-
 crates/lockdocs-core/src/query.rs         |  80 +++++-
 crates/lockdocs-core/src/upstream.rs      | 299 +++++++++++++++++-----
 docs/.vitepress/config.ts                 |   2 +
 docs/capabilities.md                      |  21 ++
 docs/guide/fetch.md                       |  10 +-
 docs/guide/how-it-works.md                |   4 +-
 docs/public/bench-results.json            | 210 ++++++++++-----
 docs/vision.md                            |  46 ++++
 package.json                              |   2 +-
 packages/lockdocs/package.json            |  12 +-
 packages/npm/darwin-arm64/package.json    |   2 +-
 packages/npm/darwin-x64/package.json      |   2 +-
 packages/npm/linux-arm64-gnu/package.json |   2 +-
 packages/npm/linux-x64-gnu/package.json   |   2 +-
 packages/npm/win32-x64-msvc/package.json  |   2 +-
 scripts/check-capabilities.ts             |  24 ++
 server.json                               |   4 +-
 29 files changed, 1283 insertions(+), 194 deletions(-)
 create mode 100644 docs/capabilities.md
 create mode 100644 docs/vision.md
 create mode 100644 scripts/check-capabilities.ts

diff --git a/.github/workflows/bench.yml b/.github/workflows/bench.yml
index 12dca64..204ca7a 100644
--- a/.github/workflows/bench.yml
+++ b/.github/workflows/bench.yml
@@ -11,6 +11,10 @@ on:
         description: Also query Context7 (anonymous tier)
         type: boolean
         default: true
+      variants:
+        description: 'Extra configurations, space-separated name:KEY=VALUE,KEY=VALUE (e.g. head0:LOCKDOCS_HEAD_WEIGHT=0)'
+        type: string
+        default: ''
   pull_request:
     paths: ['bench/**', '.github/workflows/bench.yml']
 
@@ -44,10 +48,13 @@ jobs:
       - name: Run (package files, then `lockdocs fetch` + upstream docs)
         env:
           C7: ${{ (github.event_name != 'workflow_dispatch' || inputs.context7) && '--context7' || '' }}
+          VARIANTS: ${{ inputs.variants }}
           GITHUB_TOKEN: ${{ github.token }}
         run: |
           set -euo pipefail
-          python3 bench/run.py target/release/lockdocs bench/projects bench.json --fetch $C7 --context7-cache docs/public/bench-results.json | tee -a "$GITHUB_STEP_SUMMARY"
+          extra=()
+          for v in $VARIANTS; do extra+=(--variant "$v"); done
+          python3 bench/run.py target/release/lockdocs bench/projects bench.json --fetch $C7 --context7-cache docs/public/bench-results.json "${extra[@]}" | tee -a "$GITHUB_STEP_SUMMARY"
       - uses: actions/upload-artifact@v7
         with:
           name: bench
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 5c2f691..dcbb116 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -50,12 +50,13 @@ jobs:
           components: clippy, rustfmt
       - uses: Swatinem/rust-cache@6323deb102c322ba6fcbdcafc7e3dddab59af2b6 # v2
       - run: bun install --frozen-lockfile
-      - name: Manifests agree on one version and one tagline
+      - name: Manifests agree on one version and one tagline; capability paths exist
         env:
           GH_TOKEN: ${{ github.token }}
         run: |
           bun scripts/check-version.ts
           bun scripts/check-tagline.ts "$(gh api "repos/$GITHUB_REPOSITORY" --jq .description)"
+          bun scripts/check-capabilities.ts
       - name: Format and lints
         run: cargo fmt --all --check && cargo clippy --workspace --locked -- -D warnings
       - name: Build release binary
diff --git a/AGENTS.md b/AGENTS.md
index c6edf62..da308a3 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -7,7 +7,10 @@ Read [PROJECT.md](PROJECT.md) for the layout and the release flow.
   run it in CI (`bench.yml`), not on a shared machine.
 - Keep the MCP surface at three tools: `resolve`, `docs`, `api`.
 - Bump `index::FORMAT` whenever extraction output or `Entry` changes, so old
-  caches are rebuilt.
+  caches are rebuilt; bump `upstream::FORMAT` when `fetch` downloads more, so
+  `lockdocs fetch` refreshes old copies.
+- Ranking changes are judged on the whole benchmark in CI, never on one
+  question; questions marked `held-out` are not used for tuning.
 - A new lockfile format: add a pure parser to `lockfile.rs` with a unit test,
   and register it in `LOCKFILES` or `parse`.
 - One version everywhere: `bun scripts/set-version.ts` (CI runs
diff --git a/Cargo.lock b/Cargo.lock
index f2a39a8..bc24ad8 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -589,7 +589,7 @@ dependencies = [
 
 [[package]]
 name = "lockdocs"
-version = "0.2.1"
+version = "0.3.0"
 dependencies = [
  "anyhow",
  "lockdocs-core",
@@ -599,7 +599,7 @@ dependencies = [
 
 [[package]]
 name = "lockdocs-core"
-version = "0.2.1"
+version = "0.3.0"
 dependencies = [
  "anyhow",
  "dirs 7.0.0",
diff --git a/Cargo.toml b/Cargo.toml
index b1be1cd..c8d7505 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -3,7 +3,7 @@ members = ["crates/lockdocs-core", "crates/lockdocs"]
 resolver = "2"
 
 [workspace.package]
-version = "0.2.1"
+version = "0.3.0"
 edition = "2021"
 license = "MIT"
 repository = "https://github.com/SylphxAI/lockdocs"
diff --git a/bench/questions.json b/bench/questions.json
index faf4132..1881c02 100644
--- a/bench/questions.json
+++ b/bench/questions.json
@@ -426,9 +426,9 @@
     ]
    ],
    "reject": [
-    "ConfigDict"
+    "model_config"
    ],
-   "why": "v1: class Config: extra = Extra.allow",
+   "why": "v1: class Config: extra = Extra.allow. model_config is v2-only (0 matches in pydantic 1.10.18). The reject was ConfigDict until 0.3, but pydantic 1.10 ships a ConfigDict TypedDict (config.py), so quoting v1 source was wrongly failed",
    "line": "older"
   },
   {
@@ -1081,6 +1081,280 @@
    "reject": [],
    "why": "16: middleware renamed to proxy (next 16.3.6 dist/server/web/types.d.ts: '@deprecated Use NextProxy instead. Middleware has been renamed to Proxy.')",
    "line": "newer"
+  },
+  {
+   "id": "next14-params",
+   "project": "next14",
+   "package": "next",
+   "question": "How do I read the dynamic route parameters in a page component?",
+   "expect": [
+    [
+     "params"
+    ]
+   ],
+   "reject": [
+    "await params",
+    "Promise<{"
+   ],
+   "why": "14: params is a plain object prop (no 'await params' in v14.2.35 docs/02-app/02-api-reference/02-file-conventions/page.mdx)",
+   "line": "older",
+   "set": "held-out"
+  },
+  {
+   "id": "next15-params",
+   "project": "next15",
+   "package": "next",
+   "question": "How do I read the dynamic route parameters in a page component?",
+   "expect": [
+    [
+     "await params",
+     "Promise<{"
+    ]
+   ],
+   "reject": [],
+   "why": "15: params is a Promise (v15.1.0 page.mdx, 18 matches)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "tw3-dark",
+   "project": "tailwind3",
+   "package": "tailwindcss",
+   "question": "How do I switch dark mode to a class instead of the operating system setting?",
+   "expect": [
+    [
+     "darkMode"
+    ]
+   ],
+   "reject": [
+    "@custom-variant"
+   ],
+   "why": "v3: darkMode: 'selector' / 'class' in tailwind.config.js (v3 site dark-mode.mdx)",
+   "line": "older",
+   "set": "held-out"
+  },
+  {
+   "id": "tw4-dark",
+   "project": "tailwind4",
+   "package": "tailwindcss",
+   "question": "How do I switch dark mode to a class instead of the operating system setting?",
+   "expect": [
+    [
+     "@custom-variant"
+    ]
+   ],
+   "reject": [],
+   "why": "v4: @custom-variant dark (&:where(.dark, .dark *)) in CSS (v4 site dark-mode.mdx)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "react18-ref",
+   "project": "react18",
+   "package": "react",
+   "question": "How do I pass a ref through to a child component?",
+   "expect": [
+    [
+     "forwardRef"
+    ]
+   ],
+   "reject": [],
+   "why": "18: forwardRef (@types/react 18.3.31)",
+   "line": "older",
+   "set": "held-out"
+  },
+  {
+   "id": "react19-ref",
+   "project": "react19",
+   "package": "react",
+   "question": "How do I pass a ref through to a child component?",
+   "expect": [
+    [
+     "as a prop",
+     "no longer necessary"
+    ]
+   ],
+   "reject": [],
+   "why": "19: ref is a regular prop; forwardRef is no longer necessary (react.dev forwardRef.md)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "rr6-types",
+   "project": "rr6",
+   "package": "react-router",
+   "question": "How do I get typed loader data in my route component?",
+   "expect": [
+    [
+     "useLoaderData"
+    ]
+   ],
+   "reject": [
+    "Route.ComponentProps",
+    "+types"
+   ],
+   "why": "v6: useLoaderData() (docs/hooks/use-loader-data.md); generated route types arrived in v7",
+   "line": "older",
+   "set": "held-out"
+  },
+  {
+   "id": "rr7-types",
+   "project": "rr7",
+   "package": "react-router",
+   "question": "How do I get typed loader data in my route component?",
+   "expect": [
+    [
+     "Route.ComponentProps",
+     "+types"
+    ]
+   ],
+   "reject": [],
+   "why": "v7: generated ./+types/<route> and Route.ComponentProps (react-router@7.1.1 docs/start/framework/data-loading.md)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "eslint8-globals",
+   "project": "eslint8",
+   "package": "eslint",
+   "question": "How do I tell ESLint about browser global variables?",
+   "expect": [
+    [
+     "\"browser\": true",
+     "browser: true"
+    ]
+   ],
+   "reject": [],
+   "why": "8: env: { browser: true } in .eslintrc (v8.57.1 language-options.md)",
+   "line": "older",
+   "set": "held-out"
+  },
+  {
+   "id": "eslint9-globals",
+   "project": "eslint9",
+   "package": "eslint",
+   "question": "How do I tell ESLint about browser global variables?",
+   "expect": [
+    [
+     "globals.browser"
+    ]
+   ],
+   "reject": [],
+   "why": "9: languageOptions: { globals: globals.browser } (v9.39.5 language-options.md)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "dj51-generated",
+   "project": "django51",
+   "package": "django",
+   "question": "How do I add a model field whose value the database computes from other columns?",
+   "expect": [
+    [
+     "GeneratedField"
+    ]
+   ],
+   "reject": [],
+   "why": "5.0+: models.GeneratedField (5.1.15 docs/ref/models/fields.txt)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "fa0115-querymodel",
+   "project": "fastapi0115",
+   "package": "fastapi",
+   "question": "How do I declare a group of query parameters with a Pydantic model?",
+   "expect": [
+    [
+     "Query Parameter Models",
+     "FilterParams",
+     "query parameter model"
+    ]
+   ],
+   "reject": [],
+   "why": "0.115.0+: query parameter models (docs/en/docs/tutorial/query-param-models.md)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "tokio-channel",
+   "project": "axum08",
+   "package": "tokio",
+   "question": "How do I send messages from many tasks to a single consumer task?",
+   "expect": [
+    [
+     "mpsc"
+    ]
+   ],
+   "reject": [],
+   "why": "tokio::sync::mpsc",
+   "line": "single",
+   "set": "held-out"
+  },
+  {
+   "id": "zod3-datetime",
+   "project": "zod3",
+   "package": "zod",
+   "question": "How do I validate an ISO 8601 datetime string?",
+   "expect": [
+    [
+     ".datetime("
+    ]
+   ],
+   "reject": [
+    "z.iso."
+   ],
+   "why": "3.23: z.string().datetime(); z.iso arrived in zod 4 (0 matches in v3.23.8 README)",
+   "line": "older",
+   "set": "held-out"
+  },
+  {
+   "id": "zod4-datetime",
+   "project": "zod4",
+   "package": "zod",
+   "question": "How do I validate an ISO 8601 datetime string?",
+   "expect": [
+    [
+     "z.iso.datetime",
+     "iso.datetime("
+    ]
+   ],
+   "reject": [],
+   "why": "4: z.iso.datetime() (v4.1.5 packages/docs/content/api.mdx)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "pyd1-frozen",
+   "project": "pydantic1",
+   "package": "pydantic",
+   "question": "How do I make model instances immutable?",
+   "expect": [
+    [
+     "allow_mutation"
+    ]
+   ],
+   "reject": [
+    "model_config"
+   ],
+   "why": "v1: class Config: allow_mutation = False / frozen = True (v1.10.18 docs/usage/model_config.md)",
+   "line": "older",
+   "set": "held-out"
+  },
+  {
+   "id": "pyd2-frozen",
+   "project": "pydantic2",
+   "package": "pydantic",
+   "question": "How do I make model instances immutable?",
+   "expect": [
+    [
+     "frozen=True"
+    ]
+   ],
+   "reject": [],
+   "why": "v2: model_config = ConfigDict(frozen=True) (v2.9.2 docs/concepts/models.md)",
+   "line": "newer",
+   "set": "held-out"
   }
  ]
 }
diff --git a/bench/render.py b/bench/render.py
index f648ea0..c157d95 100755
--- a/bench/render.py
+++ b/bench/render.py
@@ -34,7 +34,7 @@
 
 
 def sub(key, line):
-    rs = [r for r in rows if r.get("line") == line]
+    rs = [r for r in rows if (r.get("set") == "held-out" if line == "held-out" else r.get("line") == line)]
     got = sum(1 for r in rs if (r.get("context7", {}) if key == "context7" else r["variants"].get(key, {})).get("pass"))
     return f"{got}/{len(rs)}"
 
@@ -48,13 +48,13 @@ def fmt_ms(v):
     "An answer passes when it contains the version-correct API and none of the other version's. Same questions and grader against Context7's anonymous API, "
     f"on a GitHub-hosted runner" + (f" ([run]({url}))" if url else "") + ":",
     "",
-    f"| | correct | older majors | newer majors | {', '.join(single) or 'single version'} | median tokens | median latency |",
-    "|---|---|---|---|---|---|---|",
+    f"| | correct | older majors | newer majors | {', '.join(single) or 'single version'} | held-out | median tokens | median latency |",
+    "|---|---|---|---|---|---|---|---|",
 ]
 for key, label in [("fetched", "lockdocs + `lockdocs fetch`"), ("hybrid", "lockdocs, package files only"), ("context7", "Context7 (anonymous)")]:
     a = res["summary"].get(key)
     if a:
-        table.append(f"| {label} | {a['passed']}/{a['total']} | {sub(key, 'older')} | {sub(key, 'newer')} | {sub(key, 'single')} | {a['median_tokens']:,} | {fmt_ms(a['median_ms'])} |")
+        table.append(f"| {label} | {a['passed']}/{a['total']} | {sub(key, 'older')} | {sub(key, 'newer')} | {sub(key, 'single')} | {sub(key, 'held-out')} | {a['median_tokens']:,} | {fmt_ms(a['median_ms'])} |")
 rp = os.path.join(os.path.dirname(os.path.abspath(__file__)), "..", "README.md")
 readme = open(rp).read()
 readme = re.sub(r"<!-- bench:start -->.*?<!-- bench:end -->", "<!-- bench:start -->\n" + "\n".join(table) + "\n<!-- bench:end -->", readme, flags=re.S)
diff --git a/bench/run.py b/bench/run.py
index bd545b5..04545b0 100755
--- a/bench/run.py
+++ b/bench/run.py
@@ -2,6 +2,12 @@
 """lockdocs benchmark: version-specific questions against real installs.
 
 Usage: python3 bench/run.py <lockdocs-binary> <projects-dir> <out.json> [--context7] [--only id,id]
+       [--variant name:KEY=VALUE,KEY=VALUE ...]
+
+`--variant` adds a configuration run after `lockdocs fetch` with extra
+environment (for weight sweeps on CI, e.g. `head25:LOCKDOCS_HEAD_WEIGHT=0.25`).
+Questions marked `"set": "held-out"` were written after the last tuning round
+and are reported separately, so tuning cannot quietly overfit the rest.
 
 Each question names a project (with dependencies installed at pinned versions)
 and a package. An answer passes when it contains at least one string from
@@ -133,8 +139,18 @@ def run_lockdocs_env(binary, proj, q, env):
                 os.environ[k] = v
 
 
+def grader_key(q):
+    """Question identity for reusing a Context7 answer: text, package and grading."""
+    return (q["id"], q["question"], q["package"], json.dumps([q["expect"], q.get("reject", [])]))
+
+
 def main():
     binary, projects, out = sys.argv[1], sys.argv[2], sys.argv[3]
+    for i, a in enumerate(sys.argv):
+        if a == "--variant":
+            name, _, envs = sys.argv[i + 1].partition(":")
+            env = dict(kv.split("=", 1) for kv in envs.split(",") if kv)
+            VARIANTS.append((name, f"lockdocs, fetched, {envs}", env))
     with_c7 = "--context7" in sys.argv
     do_fetch = "--fetch" in sys.argv
     # Reuse Context7 answers from a previous run for identical questions on the
@@ -144,8 +160,9 @@ def main():
     if "--context7-cache" in sys.argv:
         prev = json.load(open(sys.argv[sys.argv.index("--context7-cache") + 1]))
         for r in prev.get("rows", []):
-            if "pass" in r.get("context7", {}):
-                c7_cache[(r["id"], r["question"], r["package"], r["version"])] = r["context7"]
+            # Rows from before `grading` was recorded are keyed without it and never match.
+            if "pass" in r.get("context7", {}) and "grading" in r:
+                c7_cache[(r["id"], r["question"], r["package"], r["grading"], r["version"])] = r["context7"]
     reused = 0
     only = None
     if "--only" in sys.argv:
@@ -161,11 +178,11 @@ def main():
         t = time.perf_counter()
         r = subprocess.run([binary, "index", "-C", proj, "--json"], capture_output=True, text=True, env={**os.environ, "LOCKDOCS_NO_UPSTREAM": "1"})
         index[p] = {"ms": round((time.perf_counter() - t) * 1000), "report": json.loads(r.stdout) if r.returncode == 0 else r.stderr}
-    variants = [v for v in VARIANTS if do_fetch or v[0] != "fetched"]
+    variants = [v for v in VARIANTS if do_fetch or v[0] in ("keyword", "hybrid")]
     results = {}
     fetch = {}
     for name, _, env in variants:
-        if name == "fetched":
+        if name == "fetched" and not fetch:
             for p in projs:
                 t = time.perf_counter()
                 r = subprocess.run([binary, "fetch", "-C", os.path.join(projects, p), "--json"], capture_output=True, text=True)
@@ -177,14 +194,14 @@ def main():
             first = text.splitlines()[0] if text else ""
             version = first.split(" · ")[0].rsplit("@", 1)[-1] if "@" in first else ""
             results[(name, q["id"])] = ({"pass": ok and code == 0, "missing": missing, "rejected": rej, "tokens": count(text), "ms": round(ms, 1)}, version)
-    main_variant = variants[-1][0]
+    main_variant = "fetched" if do_fetch else variants[-1][0]
     rows = []
     for q in qs:
         main_res, version = results[(main_variant, q["id"])]
         row = {"id": q["id"], "project": q["project"], "package": q["package"], "version": version, "question": q["question"], "why": q["why"], "line": q.get("line", ""),
-               "lockdocs": main_res, "variants": {n: results[(n, q["id"])][0] for n, _, _ in variants}}
+               "set": q.get("set", "tuning"), "grading": grader_key(q)[3], "lockdocs": main_res, "variants": {n: results[(n, q["id"])][0] for n, _, _ in variants}}
         if with_c7:
-            hit = c7_cache.get((q["id"], q["question"], q["package"], version))
+            hit = c7_cache.get(grader_key(q) + (version,))
             if hit is not None:
                 row["context7"] = dict(hit, reused=True)
                 reused += 1
@@ -221,8 +238,9 @@ def markdown(res, with_c7):
     if with_c7:
         cols.append(("context7", "Context7 (anonymous API)"))
     out = [f"Tokenizer: {res['tokenizer']}. Runner: {res['runner']['os']} {res['runner']['machine']}. {len(res['rows'])} questions.", ""]
-    groups = [("older", "older major"), ("newer", "newer major"), ("single", "single version")]
-    present = [g for g in groups if any(r.get("line") == g[0] for r in res["rows"])]
+    groups = [("older", "older major"), ("newer", "newer major"), ("single", "single version"), ("held-out", "held-out")]
+    in_group = lambda r, g: r.get("set") == "held-out" if g == "held-out" else r.get("line") == g
+    present = [g for g in groups if any(in_group(r, g[0]) for r in res["rows"])]
     out.append("| | correct | " + " | ".join(t for _, t in present) + " | median tokens | median latency | p95 latency |")
     out.append("|---|---|" + "---|" * len(present) + "---|---|---|")
     for key, label in cols:
@@ -231,7 +249,7 @@ def markdown(res, with_c7):
             continue
         subs = []
         for g, _ in present:
-            rs = [r for r in res["rows"] if r.get("line") == g]
+            rs = [r for r in res["rows"] if in_group(r, g)]
             subs.append(f"{sum(1 for r in rs if result_of(r, key).get('pass'))}/{len(rs)}")
         out.append(f"| {label} | {a['passed']}/{a['total']} | " + " | ".join(subs) + f" | {a['median_tokens']} | {a['median_ms']:.0f} ms | {a['p95_ms']:.0f} ms |")
     if with_c7 and res["context7_calls"]:
@@ -245,7 +263,7 @@ def markdown(res, with_c7):
         for key, _ in cols:
             x = result_of(r, key)
             marks.append("✅" if x.get("pass") else ("❌" if "pass" in x else f"— ({x.get('error')})"))
-        line = f"| {r['id']} | {r['package']}@{r['version']} | " + " | ".join(marks) + f" | {r['lockdocs']['tokens']} | {r['lockdocs']['ms']:.0f} |"
+        line = f"| {r['id']}{' (held-out)' if r.get('set') == 'held-out' else ''} | {r['package']}@{r['version']} | " + " | ".join(marks) + f" | {r['lockdocs']['tokens']} | {r['lockdocs']['ms']:.0f} |"
         if with_c7:
             c = r.get("context7", {})
             line += f" {c.get('library', '')} ({c.get('version_match', '')}) |"
diff --git a/crates/lockdocs-core/src/bm25.rs b/crates/lockdocs-core/src/bm25.rs
index d0b2579..6b8e087 100644
--- a/crates/lockdocs-core/src/bm25.rs
+++ b/crates/lockdocs-core/src/bm25.rs
@@ -12,6 +12,11 @@ const STOP: &[&str] = &[
     "their", "into", "vs", "versus", "about", "example", "show",
 ];
 
+/// A stopword (lowercase)?
+pub fn is_stop(w: &str) -> bool {
+    STOP.contains(&w)
+}
+
 /// Conservative suffix stripping: plural, -ing, -ed, final -e.
 pub fn stem(t: &str) -> String {
     let mut s = stem0(t);
diff --git a/crates/lockdocs-core/src/extract.rs b/crates/lockdocs-core/src/extract.rs
index 2a556ce..aec0200 100644
--- a/crates/lockdocs-core/src/extract.rs
+++ b/crates/lockdocs-core/src/extract.rs
@@ -215,6 +215,8 @@ struct Job {
 #[derive(Clone, Copy, PartialEq)]
 enum How {
     Prose,
+    /// A docs page written as a JS/TSX component.
+    Page,
     Example,
     Metadata,
     Ts,
@@ -293,12 +295,27 @@ fn plan(eco: Eco, src: &Source, extra_types: Option<&Path>, upstream: Option<&Pa
     }
     // Upstream docs fetched from the repository at this version's tag.
     if let Some(up) = upstream {
+        let pages: HashSet<String> = std::fs::read_to_string(up.join(".lockdocs-upstream.json"))
+            .ok()
+            .and_then(|t| serde_json::from_str::<crate::upstream::Manifest>(&t).ok())
+            .map(|m| m.pages.into_iter().collect())
+            .unwrap_or_default();
         let mut rels = Vec::new();
         walk_all(up, Path::new(""), 0, &mut rels);
         for r in rels {
             let e = ext_of(&r);
-            let rel = format!("upstream:{}", r.to_string_lossy().replace('\\', "/"));
-            if doc_ext(&e) || e == "mdoc" {
+            let plain = r.to_string_lossy().replace('\\', "/");
+            let rel = format!("upstream:{plain}");
+            if pages.contains(&plain) {
+                jobs.push(Job {
+                    abs: up.join(&r),
+                    rel,
+                    how: How::Page,
+                });
+                continue;
+            }
+            // Django and others write reStructuredText in `.txt` files under docs/.
+            if doc_ext(&e) || e == "mdoc" || e == "txt" {
                 jobs.push(Job {
                     abs: up.join(&r),
                     rel,
@@ -378,6 +395,12 @@ pub fn extract(eco: Eco, pkg_name: &str, src: &Source, extra_types: Option<&Path
                         }
                     }
                 }
+                How::Page => {
+                    if let Some((md, title)) = page_markdown(&text) {
+                        let title = title.unwrap_or_else(|| page_title(&job.rel));
+                        prose_titled(&md, &job.rel, 0, Some(title), &mut out);
+                    }
+                }
                 How::Example => example(&text, &job.rel, &mut out),
                 How::Metadata => {
                     let (body, line) = markdown::metadata_body(&text);
@@ -505,10 +528,238 @@ fn example(text: &str, rel: &str, out: &mut Vec<Entry>) {
     });
 }
 
+/// Title for a page file without one: its route (`docs/installation/using-vite`).
+fn page_title(rel: &str) -> String {
+    let segs: Vec<&str> = rel.split('/').filter(|s| !(s.starts_with('(') && s.ends_with(')'))).collect();
+    let mut segs: Vec<&str> = segs.iter().rev().take(3).rev().copied().collect();
+    if let Some(last) = segs.last() {
+        if last.starts_with("page.") || last.starts_with("index.") {
+            segs.pop();
+        }
+    }
+    segs.join("/")
+        .trim_end_matches(".tsx")
+        .trim_end_matches(".jsx")
+        .trim_end_matches(".js")
+        .to_string()
+}
+
+/// Markdown from a docs page written as a JS/TSX component: `title:` values
+/// of listed steps become headings, `description:` and JSX text become
+/// paragraphs, `code:` strings become fenced code (language from `lang:`),
+/// and JSX `<h1>`..`<h6>` stay headings. Lines keep their source position
+/// where they can. Returns (markdown, page title from `metadata.title`).
+fn page_markdown(text: &str) -> Option<(String, Option<String>)> {
+    if text.len() > 200_000 {
+        return None;
+    }
+    parse_with("tsx", text, |root, src| {
+        let mut p = PageOut::default();
+        page_walk(root, src, &mut p, false);
+        p.flush();
+        let mut md = String::new();
+        let mut n = 0u32;
+        for (line, t) in &p.out {
+            while n + 1 < *line {
+                md.push('\n');
+                n += 1;
+            }
+            md.push_str(t);
+            md.push('\n');
+            n += 1 + t.matches('\n').count() as u32;
+        }
+        (md, p.title)
+    })
+    .filter(|(md, _)| !md.trim().is_empty())
+}
+
+#[derive(Default)]
+struct PageOut {
+    out: Vec<(u32, String)>,
+    para: String,
+    para_line: u32,
+    title: Option<String>,
+}
+
+impl PageOut {
+    fn text(&mut self, line: u32, t: &str) {
+        if self.para.trim().is_empty() {
+            self.para_line = line;
+        }
+        self.para.push_str(t);
+    }
+    fn flush(&mut self) {
+        let t = compact(&self.para, usize::MAX);
+        if !t.is_empty() {
+            self.out.push((self.para_line, t));
+        }
+        self.para.clear();
+    }
+    fn block(&mut self, line: u32, t: String) {
+        self.flush();
+        self.out.push((line, t));
+    }
+}
+
+fn line_of(n: Node) -> u32 {
+    n.start_position().row as u32 + 1
+}
+
+/// The value of a string, template string or tagged template (`dedent`...``).
+fn js_string(n: Node, src: &[u8]) -> Option<String> {
+    match n.kind() {
+        "string" => {
+            let raw = txt(n, src);
+            let inner = raw.get(1..raw.len().saturating_sub(1)).unwrap_or("");
+            Some(inner.replace("\\n", "\n").replace("\\'", "'").replace("\\\"", "\"").replace("\\\\", "\\"))
+        }
+        "template_string" => {
+            let raw = txt(n, src);
+            let inner = raw.get(1..raw.len().saturating_sub(1)).unwrap_or("");
+            Some(dedent(&inner.trim_matches('\n').lines().collect::<Vec<_>>()))
+        }
+        "call_expression" => n
+            .child_by_field_name("arguments")
+            .filter(|a| a.kind() == "template_string")
+            .and_then(|a| js_string(a, src)),
+        "parenthesized_expression" => n.named_child(0).and_then(|c| js_string(c, src)),
+        _ => None,
+    }
+}
+
+fn jsx_name(n: Node, src: &[u8]) -> String {
+    let open = if n.kind() == "jsx_element" {
+        n.child_by_field_name("open_tag")
+    } else {
+        Some(n)
+    };
+    open.and_then(|o| o.child_by_field_name("name"))
+        .map(|x| txt(x, src).to_string())
+        .unwrap_or_default()
+}
+
+/// The visible text inside a JSX element.
+fn jsx_text(n: Node, src: &[u8], out: &mut String) {
+    match n.kind() {
+        "jsx_text" => out.push_str(txt(n, src)),
+        "jsx_expression" => {
+            if let Some(v) = n.named_child(0).and_then(|c| js_string(c, src)) {
+                out.push_str(&v);
+            }
+        }
+        "jsx_attribute" | "jsx_opening_element" | "jsx_closing_element" => {}
+        _ => {
+            let mut c = n.walk();
+            for ch in n.named_children(&mut c) {
+                jsx_text(ch, src, out);
+            }
+        }
+    }
+}
+
+fn page_walk(n: Node, src: &[u8], p: &mut PageOut, in_array: bool) {
+    match n.kind() {
+        "import_statement" | "comment" | "jsx_attribute" => {}
+        "pair" => {
+            let key = n
+                .child_by_field_name("key")
+                .map(|k| txt(k, src).trim_matches(['"', '\'']).to_string())
+                .unwrap_or_default();
+            let Some(value) = n.child_by_field_name("value") else { return };
+            match key.as_str() {
+                "title" | "heading" => {
+                    if let Some(t) = js_string(value, src) {
+                        if !in_array && p.title.is_none() {
+                            p.title = Some(t);
+                        } else if in_array {
+                            p.block(line_of(n), format!("## {}", compact(&t, 200)));
+                        }
+                    }
+                }
+                "description" => {
+                    if let Some(t) = js_string(value, src) {
+                        p.block(line_of(value), compact(&t, usize::MAX));
+                    }
+                }
+                "code" => match js_string(value, src) {
+                    Some(code) => {
+                        let lang = n
+                            .parent()
+                            .and_then(|obj| {
+                                let mut c = obj.walk();
+                                let found = obj.named_children(&mut c).find(|x| {
+                                    x.kind() == "pair" && x.child_by_field_name("key").is_some_and(|k| txt(k, src).trim_matches(['"', '\'']) == "lang")
+                                });
+                                found
+                            })
+                            .and_then(|x| x.child_by_field_name("value"))
+                            .and_then(|v| js_string(v, src))
+                            .unwrap_or_default();
+                        p.block(line_of(value), format!("```{lang}\n{}\n```", code.trim_end()));
+                    }
+                    None => page_walk(value, src, p, in_array),
+                },
+                "name" | "lang" | "className" | "href" | "id" | "url" | "src" | "image" | "images" | "icon" | "openGraph" | "twitter" | "alternates" => {}
+                _ => page_walk(value, src, p, in_array),
+            }
+        }
+        "jsx_element" | "jsx_self_closing_element" => {
+            let name = jsx_name(n, src);
+            let b = name.as_bytes();
+            if b.len() == 2 && b[0] == b'h' && (b'1'..=b'6').contains(&b[1]) {
+                let mut t = String::new();
+                jsx_text(n, src, &mut t);
+                let t = compact(&t, 200);
+                if !t.is_empty() {
+                    p.block(line_of(n), format!("{} {t}", "#".repeat((b[1] - b'0') as usize)));
+                }
+            } else if name == "code" {
+                let mut t = String::new();
+                jsx_text(n, src, &mut t);
+                p.text(line_of(n), &format!("`{}`", t.trim()));
+            } else {
+                let block = matches!(name.as_str(), "p" | "li" | "div" | "section" | "ul" | "ol" | "pre" | "table" | "tr");
+                if block {
+                    p.flush();
+                }
+                let mut c = n.walk();
+                for ch in n.named_children(&mut c) {
+                    page_walk(ch, src, p, in_array);
+                }
+                if block {
+                    p.flush();
+                }
+            }
+        }
+        "jsx_text" => p.text(line_of(n), txt(n, src)),
+        "jsx_expression" => match n.named_child(0) {
+            Some(c) if matches!(c.kind(), "string" | "template_string") => {
+                let v = js_string(c, src).unwrap_or_default();
+                p.text(line_of(n), &v);
+            }
+            Some(c) => page_walk(c, src, p, in_array),
+            None => {}
+        },
+        _ => {
+            let arr = in_array || n.kind() == "array";
+            let mut c = n.walk();
+            for ch in n.named_children(&mut c) {
+                page_walk(ch, src, p, arr);
+            }
+        }
+    }
+}
+
 fn prose(text: &str, rel: &str, line_off: u32, out: &mut Vec<Entry>) {
+    prose_titled(text, rel, line_off, None, out)
+}
+
+fn prose_titled(text: &str, rel: &str, line_off: u32, given: Option<String>, out: &mut Vec<Entry>) {
     let (text, fm_title) = markdown::clean_mdx(text, rel.ends_with(".mdx"));
     let file_title = rel.rsplit('/').next().unwrap_or(rel);
-    let title = if rel.contains("package metadata") {
+    let title = if let Some(t) = given {
+        t
+    } else if rel.contains("package metadata") {
         "README".to_string()
     } else if let Some(t) = fm_title {
         t
@@ -1664,6 +1915,44 @@ export * as zz from "./external";
         assert_eq!(get("pydantic.main.create_model").kind, Kind::Function);
     }
 
+    #[test]
+    fn docs_pages_written_as_components() {
+        let src = r#"import dedent from "dedent";
+export const metadata = { title: "Installing with Vite", description: "Use the Vite plugin.", openGraph: { title: "x" } };
+const steps = [
+  {
+    title: "Import Tailwind CSS",
+    body: (
+      <p>
+        Add an <code>@import</code> to your CSS file.
+      </p>
+    ),
+    code: { name: "CSS", lang: "css", code: dedent`
+        @import "tailwindcss";
+      ` },
+  },
+  { title: 'Old way', body: () => <p>Use directives{' '}here.</p>, code: { lang: 'css', code: '@tailwind base;\n@tailwind utilities;' } },
+];
+export default function Page() { return <div className="prose"><h3 className="sr-only">Overview</h3><p>Fast.</p></div> }
+"#;
+        let (md, title) = page_markdown(src).unwrap();
+        assert_eq!(title.as_deref(), Some("Installing with Vite"));
+        assert!(md.contains("## Import Tailwind CSS"), "{md}");
+        assert!(md.contains("Add an `@import` to your CSS file."), "{md}");
+        assert!(md.contains("```css\n@import \"tailwindcss\";\n```"), "{md}");
+        assert!(md.contains("@tailwind base;\n@tailwind utilities;"), "{md}");
+        assert!(md.contains("### Overview"), "{md}");
+        assert!(!md.contains("dedent") && !md.contains("prose"), "{md}");
+        let mut out = Vec::new();
+        prose_titled(&md, "upstream:site/docs/installation/page.tsx", 0, title, &mut out);
+        let s = out.iter().find(|e| e.name == "Installing with Vite › Import Tailwind CSS").unwrap();
+        assert_eq!(s.line, 5);
+        assert_eq!(
+            page_title("upstream:site/src/app/(docs)/docs/installation/(tabs)/using-vite/page.tsx"),
+            "installation/using-vite"
+        );
+    }
+
     #[test]
     fn rust_items_and_macro_bodies() {
         let src = "//! Crate docs.\n//!\n//! # Usage\n//! Call spawn.\n\ncfg_rt! {\n    /// Spawns a new task.\n    #[track_caller]\n    pub fn spawn<F>(future: F) -> JoinHandle<F::Output>\n    where F: Future + Send + 'static {\n        todo!()\n    }\n}\n\n/// A router.\npub struct Router<S = ()> { inner: Inner }\n\nimpl<S> Router<S> {\n    /// Add a route.\n    pub fn route(self, path: &str, m: MethodRouter<S>) -> Self { self }\n    fn private(&self) {}\n}\n\n/// Hidden\n#[doc(hidden)]\npub fn hidden() {}\n\n/// Macro.\n#[macro_export]\nmacro_rules! select { () => {} }\n";
diff --git a/crates/lockdocs-core/src/index.rs b/crates/lockdocs-core/src/index.rs
index 3f90525..3b51bd3 100644
--- a/crates/lockdocs-core/src/index.rs
+++ b/crates/lockdocs-core/src/index.rs
@@ -12,7 +12,7 @@ use std::path::{Path, PathBuf};
 use std::time::Instant;
 
 /// Bump when extraction or the on-disk format changes.
-pub const FORMAT: u32 = 8;
+pub const FORMAT: u32 = 9;
 
 #[derive(Serialize, Deserialize)]
 pub struct PackageIndex {
@@ -26,6 +26,10 @@ pub struct PackageIndex {
     pub entries: Vec<Entry>,
     pub terms: Vec<Vec<(String, u16)>>,
     pub lens: Vec<u32>,
+    /// Terms of the heading or name plus the first sentence only, ranked on
+    /// their own so a long body does not bury what the entry says it is.
+    pub head: Vec<Vec<(String, u16)>>,
+    pub head_lens: Vec<u32>,
     pub build_ms: u64,
     /// `github.com/o/r@tag (N files)` when upstream docs are included.
     pub upstream: Option<String>,
@@ -93,6 +97,18 @@ pub fn entry_tf(e: &Entry) -> (Vec<(String, u16)>, u32) {
     }
 }
 
+/// Heading (or name) and first sentence: what an entry says it is about.
+pub fn head_tf(e: &Entry) -> (Vec<(String, u16)>, u32) {
+    let (prose, _) = split_code(&e.doc);
+    let first = summary(&prose);
+    if e.kind == Kind::Prose {
+        let last = e.name.rsplit(" › ").next().unwrap_or("");
+        bm25::tf(&[(last, 2), (first, 1)])
+    } else {
+        bm25::tf(&[(&e.name, 2), (first, 1)])
+    }
+}
+
 /// Files whose change means the package was modified in place.
 fn stamp(src: &Source) -> String {
     let probe: Vec<PathBuf> = match &src.metadata {
@@ -168,6 +184,7 @@ pub fn build(dep: &Dep, src: &Source, root: &Path, up: Option<&(PathBuf, Manifes
     let up_dir = up.filter(|(_, m)| m.files > 0).map(|(d, _)| d.as_path());
     let entries = extract::extract(dep.eco, &dep.name, src, types.as_deref(), up_dir);
     let (terms, lens): (Vec<_>, Vec<_>) = entries.iter().map(entry_tf).unzip();
+    let (head, head_lens): (Vec<_>, Vec<_>) = entries.iter().map(head_tf).unzip();
     let model = embed::get();
     let vecs: Vec<Vec8> = match &model {
         Some(m) => {
@@ -186,6 +203,8 @@ pub fn build(dep: &Dep, src: &Source, root: &Path, up: Option<&(PathBuf, Manifes
         entries,
         terms,
         lens,
+        head,
+        head_lens,
         build_ms: t.elapsed().as_millis() as u64,
         upstream: up
             .filter(|(_, m)| m.files > 0)
diff --git a/crates/lockdocs-core/src/markdown.rs b/crates/lockdocs-core/src/markdown.rs
index 06c94b7..6c9f297 100644
--- a/crates/lockdocs-core/src/markdown.rs
+++ b/crates/lockdocs-core/src/markdown.rs
@@ -199,7 +199,10 @@ fn push_sized(out: &mut Vec<Section>, head: &str, line: u32, body: &str) {
 }
 
 /// Blank out front matter (keeping its `title`), and for MDX the `import` /
-/// `export` lines and JSX-only lines. Line numbers are preserved.
+/// `export` lines and JSX-only lines. `export const title = "..."` names the
+/// page and `export const description` keeps its text. HTML headings
+/// (`<h3 id="x"><a href="#x">@import</a></h3>`, one or more lines) become
+/// Markdown headings so sections split at them. Line numbers are preserved.
 pub fn clean_mdx(text: &str, mdx: bool) -> (String, Option<String>) {
     let lines: Vec<&str> = text.lines().collect();
     let mut out: Vec<String> = Vec::with_capacity(lines.len());
@@ -225,21 +228,76 @@ pub fn clean_mdx(text: &str, mdx: bool) -> (String, Option<String>) {
         }
     }
     let mut fence = false;
-    for l in &lines[i.min(lines.len())..] {
+    let mut j = i.min(lines.len());
+    while j < lines.len() {
+        let l = lines[j];
         let t = l.trim();
         if t.starts_with("```") || t.starts_with("~~~") {
             fence = !fence;
         }
+        if !fence {
+            if let Some((level, text, used)) = html_heading(&lines[j..]) {
+                out.push(format!("{} {text}", "#".repeat(level)));
+                out.extend(std::iter::repeat_n(String::new(), used - 1));
+                j += used;
+                continue;
+            }
+        }
+        if mdx && !fence {
+            if let Some(v) = export_const(t, "title") {
+                title = title.or(Some(v));
+                out.push(String::new());
+                j += 1;
+                continue;
+            }
+            if let Some(v) = export_const(t, "description") {
+                out.push(v);
+                j += 1;
+                continue;
+            }
+        }
         let drop = mdx
             && !fence
             && (t.starts_with("import ")
                 || t.starts_with("export ")
                 || (t.starts_with('<') && t.ends_with('>') && !t.starts_with("<!--") && !t.contains("</code>")));
         out.push(if drop { String::new() } else { l.to_string() });
+        j += 1;
     }
     (out.join("\n"), title)
 }
 
+/// `export const <name> = "value";` -> value.
+fn export_const(line: &str, name: &str) -> Option<String> {
+    let rest = line.strip_prefix("export const ")?.strip_prefix(name)?.trim_start().strip_prefix('=')?.trim();
+    let rest = rest.trim_end_matches(';').trim();
+    let q = rest.chars().next().filter(|c| matches!(c, '"' | '\'' | '`'))?;
+    let v = rest.strip_prefix(q)?.strip_suffix(q)?;
+    (!v.is_empty()).then(|| v.to_string())
+}
+
+/// An HTML heading starting at `lines[0]`, spanning up to 4 lines:
+/// (level, plain text, lines used).
+fn html_heading(lines: &[&str]) -> Option<(usize, String, usize)> {
+    let t = lines.first()?.trim_start();
+    let b = t.as_bytes();
+    if b.len() < 4 || b[0] != b'<' || !matches!(b[1], b'h' | b'H') || !(b'1'..=b'6').contains(&b[2]) || !matches!(b[3], b'>' | b' ') {
+        return None;
+    }
+    let level = (b[2] - b'0') as usize;
+    let close = format!("</h{level}>");
+    let mut joined = String::new();
+    for (n, l) in lines.iter().take(4).enumerate() {
+        joined.push_str(l.trim());
+        joined.push(' ');
+        if l.to_ascii_lowercase().contains(&close) {
+            let text = clean_heading(&joined);
+            return (!text.is_empty()).then_some((level, text, n + 1));
+        }
+    }
+    None
+}
+
 /// The body of a Python METADATA file (after the RFC 822 headers), which is
 /// the package README.
 pub fn metadata_body(text: &str) -> (String, u32) {
@@ -279,6 +337,27 @@ mod tests {
         assert_eq!(s[1].line, 5);
     }
 
+    #[test]
+    fn mdx_exports_and_html_headings() {
+        let mdx = "import { X } from \"x\";\n\nexport const title = \"Functions and directives\";\nexport const description = \"Custom directives.\";\n\n## Directives\n\nIntro.\n\n<h3 id=\"import-directive\">\n  <a href=\"#import-directive\">@import</a>\n</h3>\n\nUse `@import`.\n\n<h3 id=\"theme\"><a href=\"#theme\">@theme</a></h3>\n\nTokens.\n";
+        let (text, title) = clean_mdx(mdx, true);
+        assert_eq!(title.as_deref(), Some("Functions and directives"));
+        assert_eq!(text.lines().count(), mdx.lines().count());
+        let s = split(&text, title.as_deref().unwrap());
+        let heads: Vec<&str> = s.iter().map(|x| x.heading.as_str()).collect();
+        assert_eq!(
+            heads,
+            vec![
+                "Functions and directives",
+                "Functions and directives › Directives",
+                "Functions and directives › Directives › @import",
+                "Functions and directives › Directives › @theme"
+            ]
+        );
+        assert!(s[0].text.contains("Custom directives."));
+        assert_eq!(s[2].line, 10);
+    }
+
     #[test]
     fn rst_headings() {
         let rst = "Title\n=====\n\nBody\n\nSub\n---\n\nx\n";
diff --git a/crates/lockdocs-core/src/query.rs b/crates/lockdocs-core/src/query.rs
index f80009c..61abc50 100644
--- a/crates/lockdocs-core/src/query.rs
+++ b/crates/lockdocs-core/src/query.rs
@@ -19,6 +19,8 @@ pub const DEFAULT_TOKENS: usize = 1200;
 const RELEVANCE_FLOOR: f32 = 0.3;
 /// Share of the fused score from the embedding similarity.
 const DENSE_WEIGHT: f32 = 0.45;
+/// Share of the keyword score from headings and first sentences.
+const HEAD_WEIGHT: f32 = 0.25;
 /// Cross-dependency searches index at most this many direct dependencies.
 const MAX_PACKAGES: usize = 80;
 
@@ -211,8 +213,9 @@ impl Engine {
         if src.version != dep.version || std::env::var("LOCKDOCS_NO_UPSTREAM").is_ok() {
             return None;
         }
-        if let Some(c) = upstream::cached(dep) {
-            return Some(c);
+        let cached = upstream::cached(dep);
+        if let Some(c) = cached.as_ref().filter(|(_, m)| !(self.opts.fetch && upstream::stale(m))) {
+            return Some(c.clone());
         }
         if self.opts.fetch && upstream::repo_of(dep, src).is_some() {
             let _ = upstream::fetch(dep, src);
@@ -264,7 +267,7 @@ impl Engine {
                         json!({"package": d.id(), "status": "missing"}),
                     );
                 };
-                let status = match upstream::cached(d) {
+                let status = match upstream::cached(d).filter(|(_, m)| !upstream::stale(m)) {
                     Some((_, m)) => m,
                     None => match upstream::fetch(d, &src) {
                         Ok(m) => m,
@@ -554,9 +557,11 @@ impl Engine {
             }
         }
         let bm = Bm25::build(refs.iter().map(|&(pi, ei)| (ready[pi].0.terms[ei].as_slice(), ready[pi].0.lens[ei])));
-        let raw_idents = identifiers(q);
+        let hb = Bm25::build(refs.iter().map(|&(pi, ei)| (ready[pi].0.head[ei].as_slice(), ready[pi].0.head_lens[ei])));
+        let mut raw_idents = identifiers(q);
+        raw_idents.extend(api_words(&ready, q));
         let changes = change_intent(q);
-        let scored = hybrid_rank(&ready, &refs, &bm, &qterms, q, &raw_idents, changes);
+        let scored = hybrid_rank(&ready, &refs, (&bm, &hb), &qterms, q, &raw_idents, changes);
         let mut out = Pack::new(tokens);
         let mut header = String::new();
         for (idx, dep, note) in &ready {
@@ -896,24 +901,59 @@ fn identifiers(q: &str) -> Vec<String> {
         .collect()
 }
 
+/// Plain words in the question that name a documented top-level API of the
+/// searched packages ("run code *after* the response" in Next.js, which
+/// exports `after`). They count as identifiers.
+fn api_words(ready: &[ReadyPkg], q: &str) -> Vec<String> {
+    let words: HashSet<String> = q
+        .split(|c: char| !(c.is_ascii_alphanumeric() || c == '_'))
+        .filter(|w| w.len() >= 4)
+        .map(|w| w.to_ascii_lowercase())
+        .filter(|w| !bm25::is_stop(w))
+        .collect();
+    let mut out = Vec::new();
+    for (idx, _, _) in ready {
+        for e in &idx.entries {
+            let top = matches!(e.kind, Kind::Function | Kind::Macro | Kind::Class)
+                && !e.doc.is_empty()
+                && !private_path(e)
+                && !e.legacy
+                && e.path.matches(['.', ':']).count() <= 2;
+            let n = e.name.trim_end_matches('!').to_ascii_lowercase();
+            if top && words.contains(&n) && !out.contains(&n) {
+                out.push(n);
+            }
+        }
+    }
+    out
+}
+
 /// BM25 and embedding similarity fused (each normalized to its best hit),
 /// then docs-specific boosts, then deprecation redirects ("use X instead")
 /// lift the API they point to. Returns (score, package, entry), best first.
 fn hybrid_rank(
     ready: &[ReadyPkg],
     refs: &[(usize, usize)],
-    bm: &Bm25,
+    (bm, hb): (&Bm25, &Bm25),
     qterms: &[String],
     q: &str,
     idents: &[String],
     changes: bool,
 ) -> Vec<(f32, usize, usize)> {
-    let mut fused: HashMap<usize, (f32, f32)> = HashMap::new();
-    let bm_hits = bm.search_weighted(&bm25::expand(qterms));
+    // (full-text BM25, heading BM25, dense), each normalized to its best hit.
+    let mut fused: HashMap<usize, (f32, f32, f32)> = HashMap::new();
+    let expanded = bm25::expand(qterms);
+    let bm_hits = bm.search_weighted(&expanded);
     let bmax = bm_hits.first().map_or(1.0, |h| h.score).max(1e-6);
     for h in bm_hits.iter().take(1500) {
         fused.entry(h.doc as usize).or_default().0 = h.score / bmax;
     }
+    let head_w = std::env::var("LOCKDOCS_HEAD_WEIGHT").ok().and_then(|v| v.parse().ok()).unwrap_or(HEAD_WEIGHT);
+    let h_hits = hb.search_weighted(&expanded);
+    let hmax = h_hits.first().map_or(1.0, |h| h.score).max(1e-6);
+    for h in h_hits.iter().take(1500) {
+        fused.entry(h.doc as usize).or_default().1 = h.score / hmax;
+    }
     let dense_w = std::env::var("LOCKDOCS_DENSE_WEIGHT").ok().and_then(|v| v.parse().ok()).unwrap_or(DENSE_WEIGHT);
     let qv = if ready.iter().all(|r| !r.0.vecs.is_empty()) {
         embed::get().and_then(|m| m.embed(q))
@@ -939,7 +979,7 @@ fn hybrid_rank(
             }
         }
         for (i, c) in sims.iter().take(300) {
-            fused.entry(*i).or_default().1 = ((c - floor) / (cmax - floor).max(1e-6)).max(0.0);
+            fused.entry(*i).or_default().2 = ((c - floor) / (cmax - floor).max(1e-6)).max(0.0);
         }
     }
     let w = if qv.is_some() { dense_w } else { 0.0 };
@@ -950,13 +990,14 @@ fn hybrid_rank(
     let debug = std::env::var("LOCKDOCS_DEBUG").is_ok();
     let mut scored: Vec<(f32, usize, usize)> = fused
         .into_iter()
-        .map(|(i, (b, d))| {
+        .map(|(i, (b, h, d))| {
             let (pi, ei) = refs[i];
             let e = &ready[pi].0.entries[ei];
-            let s = ((1.0 - w) * b + w * d) * boost(e, idents, changes) * name_hit(e, &rare);
+            let lexical = (1.0 - head_w) * b + head_w * h;
+            let s = ((1.0 - w) * lexical + w * d) * boost(e, idents, changes) * name_hit(e, &rare);
             if debug && s > 0.3 {
                 eprintln!(
-                    "{s:.3} bm={b:.3} dense={d:.3} boost={:.2} name={:.2} {}",
+                    "{s:.3} bm={b:.3} head={h:.3} dense={d:.3} boost={:.2} name={:.2} {}",
                     boost(e, idents, changes),
                     name_hit(e, &rare),
                     e.path
@@ -1057,13 +1098,26 @@ fn boost(e: &Entry, idents: &[String], changes: bool) -> f32 {
         b *= std::env::var("LOCKDOCS_UPSTREAM_BOOST").ok().and_then(|v| v.parse().ok()).unwrap_or(1.35);
     }
     if e.kind == Kind::Prose {
+        // A section headed by the API the question names (`after`, `select!`).
+        let last = e
+            .name
+            .rsplit(" › ")
+            .next()
+            .unwrap_or("")
+            .trim()
+            .trim_end_matches("()")
+            .trim_end_matches('!')
+            .to_ascii_lowercase();
+        if !last.is_empty() && idents.contains(&last) {
+            b *= 1.4;
+        }
         if is_changelog(e) {
             b *= if changes { 1.5 } else { 0.5 };
         } else if e.file.to_ascii_uppercase().starts_with("README") {
             b *= 1.15;
         }
     } else {
-        let n = e.name.to_ascii_lowercase();
+        let n = e.name.trim_end_matches('!').to_ascii_lowercase();
         let p = e.path.to_ascii_lowercase();
         if idents.contains(&n) {
             b *= 1.8;
diff --git a/crates/lockdocs-core/src/upstream.rs b/crates/lockdocs-core/src/upstream.rs
index 436c7b0..5e116c0 100644
--- a/crates/lockdocs-core/src/upstream.rs
+++ b/crates/lockdocs-core/src/upstream.rs
@@ -26,8 +26,15 @@ pub struct Repo {
     pub subdir: Option<String>,
 }
 
+/// Bump when what `fetch` downloads changes, so `lockdocs fetch` refreshes
+/// older copies (a stale copy is still used until then).
+pub const FORMAT: u32 = 2;
+
 #[derive(Debug, Clone, Serialize, Deserialize)]
 pub struct Manifest {
+    /// `FORMAT` when downloaded (0 before it existed).
+    #[serde(default)]
+    pub format: u32,
     pub repo: String,
     pub tag: Option<String>,
     pub files: usize,
@@ -37,115 +44,236 @@ pub struct Manifest {
     /// A separate docs-site repository also included (see `DOCS_SITES`).
     #[serde(default)]
     pub site: Option<String>,
+    /// Docs pages written as JS/TSX components, relative to the cache folder.
+    #[serde(default)]
+    pub pages: Vec<String>,
 }
 
 /// Packages whose docs live in a separate website repository. Paths with
-/// `{major}` are versioned and used for any major; the others track the
-/// current release and are used only when the pinned major is the latest.
+/// `{major}` are versioned and used for any major. The `current` folders
+/// describe one major: the latest one on `branch`, an older one on a
+/// `v{major}` / `{major}.x` branch or, when `before_next_major` is set, at the
+/// last commit before the next major was released.
 struct DocsSite {
+    eco: Eco,
     names: &'static [&'static str],
     repo: (&'static str, &'static str),
     branch: &'static str,
     versioned: &'static [&'static str],
-    latest_only: &'static [&'static str],
+    /// Docs folders; layouts move between majors, so every one that exists is used.
+    current: &'static [&'static str],
+    /// Folders of docs pages written as JS/TSX components (installation steps).
+    pages: &'static [&'static str],
+    /// Older majors may use the commit before the next major's release.
+    /// Off for sites that document APIs before they ship (react.dev).
+    before_next_major: bool,
 }
 
 const DOCS_SITES: &[DocsSite] = &[
     DocsSite {
+        eco: Eco::Npm,
         names: &["react", "react-dom", "@types/react"],
         repo: ("reactjs", "react.dev"),
         branch: "main",
         versioned: &[],
-        latest_only: &["src/content/reference", "src/content/learn"],
+        current: &["src/content/reference", "src/content/learn"],
+        pages: &[],
+        before_next_major: false,
     },
     DocsSite {
+        eco: Eco::Npm,
         names: &["express", "@types/express"],
         repo: ("expressjs", "expressjs.com"),
         branch: "main",
         versioned: &["src/content/api/{major}x"],
-        latest_only: &["src/content/docs/en"],
+        current: &["src/content/docs/en"],
+        pages: &[],
+        before_next_major: false,
     },
     DocsSite {
+        eco: Eco::Npm,
         names: &["tailwindcss"],
         repo: ("tailwindlabs", "tailwindcss.com"),
         branch: "main",
         versioned: &[],
-        latest_only: &["src/docs"],
+        current: &["src/docs", "src/pages/docs"],
+        pages: &["src/app/(docs)/docs/installation", "src/pages/docs/installation"],
+        before_next_major: true,
     },
     DocsSite {
+        eco: Eco::Npm,
         names: &["prisma", "@prisma/client"],
         repo: ("prisma", "docs"),
         branch: "main",
         versioned: &[],
-        latest_only: &["apps/docs/content/docs/orm"],
+        current: &["apps/docs/content/docs/orm", "content/200-orm"],
+        pages: &[],
+        before_next_major: true,
+    },
+    DocsSite {
+        eco: Eco::Cargo,
+        names: &["tokio"],
+        repo: ("tokio-rs", "website"),
+        branch: "master",
+        versioned: &[],
+        current: &["content/tokio/tutorial", "content/tokio/topics"],
+        pages: &[],
+        before_next_major: false,
     },
 ];
 
-fn npm_latest_major(agent: &ureq::Agent, name: &str) -> Option<u64> {
-    let mut res = agent
-        .get(&format!("https://registry.npmjs.org/{}/latest", name.replace('/', "%2F")))
-        .call()
-        .ok()?;
+/// The latest stable major of a package, from its registry.
+fn latest_major(agent: &ureq::Agent, dep: &Dep) -> Option<u64> {
+    let name = dep.name.strip_prefix("@types/").unwrap_or(&dep.name);
+    let (url, pointer) = match dep.eco {
+        Eco::Npm => (format!("https://registry.npmjs.org/{}/latest", name.replace('/', "%2F")), "/version"),
+        Eco::Cargo => (format!("https://crates.io/api/v1/crates/{name}"), "/crate/max_stable_version"),
+        Eco::PyPI => (format!("https://pypi.org/pypi/{name}/json"), "/info/version"),
+        Eco::Go => return None,
+    };
+    let mut res = agent.get(&url).call().ok()?;
     let mut body = String::new();
-    res.body_mut().as_reader().take(1 << 20).read_to_string(&mut body).ok()?;
+    res.body_mut().as_reader().take(16 << 20).read_to_string(&mut body).ok()?;
     let v: Value = serde_json::from_str(&body).ok()?;
-    v.get("version")?.as_str()?.split('.').next()?.parse().ok()
+    v.pointer(pointer)?.as_str()?.split('.').next()?.parse().ok()
 }
 
-/// Files to take from a docs-site repository for this version, with a label.
-/// Repository, branch, label and files of a docs site.
-type SiteFiles = (Repo, String, String, Vec<(String, u64)>);
-
-fn site_files(agent: &ureq::Agent, dep: &Dep) -> Result<Option<SiteFiles>> {
-    if dep.eco != Eco::Npm {
-        return Ok(None);
+/// When the package's next major was released: the commit date of its
+/// `{major+1}.0.0` tag in the package repository.
+fn next_major_date(agent: &ureq::Agent, dep: &Dep, repo: &Repo, major: u64) -> Result<Option<String>> {
+    let next = Dep {
+        version: format!("{}.0.0", major + 1),
+        ..dep.clone()
+    };
+    for t in tag_candidates(&next) {
+        if let Some(v) = api(agent, &format!("/repos/{}/{}/commits/{}", repo.owner, repo.name, enc(&t)))? {
+            if let Some(d) = v.pointer("/commit/committer/date").and_then(|d| d.as_str()) {
+                return Ok(Some(d.to_string()));
+            }
+        }
     }
-    let Some(site) = DOCS_SITES.iter().find(|s| s.names.contains(&dep.name.as_str())) else {
+    Ok(None)
+}
+
+/// Repository, git ref (branch or commit), label, docs files and page files of a docs site.
+struct SiteFiles {
+    repo: Repo,
+    reference: String,
+    label: String,
+    files: Vec<(String, u64)>,
+    pages: Vec<(String, u64)>,
+}
+
+/// Which files of the docs site describe `dep`'s major, if any.
+fn site_files(agent: &ureq::Agent, dep: &Dep, pkg_repo: Option<&Repo>) -> Result<Option<SiteFiles>> {
+    let Some(site) = DOCS_SITES.iter().find(|s| s.eco == dep.eco && s.names.contains(&dep.name.as_str())) else {
         return Ok(None);
     };
     let major: u64 = dep.version.split('.').next().and_then(|m| m.parse().ok()).unwrap_or(0);
-    let lookup = dep.name.strip_prefix("@types/").unwrap_or(&dep.name);
-    let latest = npm_latest_major(agent, lookup);
-    let mut dirs: Vec<String> = site.versioned.iter().map(|d| d.replace("{major}", &major.to_string())).collect();
-    let is_latest = latest == Some(major);
-    if is_latest {
-        dirs.extend(site.latest_only.iter().map(|d| d.to_string()));
-    }
-    if dirs.is_empty() {
-        return Ok(None);
-    }
+    let latest = latest_major(agent, dep);
     let repo = Repo {
         owner: site.repo.0.into(),
         name: site.repo.1.into(),
         subdir: None,
     };
-    let Some(v) = api(agent, &format!("/repos/{}/{}/git/trees/{}?recursive=1", repo.owner, repo.name, site.branch))? else {
+    let versioned: Vec<String> = site.versioned.iter().map(|d| d.replace("{major}", &major.to_string())).collect();
+    let is_latest = latest.is_some_and(|l| major >= l);
+    // Where the current-major folders come from for this version.
+    let mut reference = site.branch.to_string();
+    let mut how = String::from("current docs; your major is the latest");
+    let mut current = is_latest;
+    let mut items = None;
+    if !is_latest && latest.is_some() && (!site.current.is_empty() || !site.pages.is_empty()) {
+        for b in [format!("v{major}"), format!("{major}.x")] {
+            if let Some(t) = tree(agent, &repo, &b, true)? {
+                reference = b.clone();
+                how = format!("branch {b} for major {major}");
+                items = Some(t);
+                current = true;
+                break;
+            }
+        }
+        if items.is_none() && site.before_next_major {
+            if let Some(date) = pkg_repo.map(|r| next_major_date(agent, dep, r, major)).transpose()?.flatten() {
+                let path = format!(
+                    "/repos/{}/{}/commits?sha={}&until={}&per_page=1",
+                    repo.owner,
+                    repo.name,
+                    enc(site.branch),
+                    enc(&date)
+                );
+                if let Some(sha) = api(agent, &path)?.and_then(|v| v.pointer("/0/sha").and_then(|s| s.as_str()).map(String::from)) {
+                    reference = sha;
+                    how = format!("as of {}, before {} was released", &date[..10.min(date.len())], major + 1);
+                    current = true;
+                }
+            }
+        }
+    }
+    if versioned.is_empty() && !current {
         return Ok(None);
+    }
+    let items = match items {
+        Some(i) => i,
+        None => match tree(agent, &repo, &reference, true)? {
+            Some(i) => i,
+            None => return Ok(None),
+        },
     };
-    let sha = v.get("sha").and_then(|s| s.as_str()).unwrap_or("").chars().take(7).collect::<String>();
-    let mut files = Vec::new();
-    for i in v.get("tree").and_then(|t| t.as_array()).into_iter().flatten() {
-        let (Some(p), Some("blob")) = (i.get("path").and_then(|p| p.as_str()), i.get("type").and_then(|t| t.as_str())) else {
-            continue;
-        };
-        let size = i.get("size").and_then(|s| s.as_u64()).unwrap_or(0);
-        if size <= MAX_FILE && doc_file(p) && !p.ends_with(".txt") && dirs.iter().any(|d| p.starts_with(&format!("{d}/"))) {
-            files.push((p.to_string(), size));
+    let under = |p: &str, dirs: &[String]| dirs.iter().any(|d| p.starts_with(&format!("{d}/")));
+    let docs_dirs: Vec<String> = if current {
+        site.current.iter().map(|d| d.to_string()).collect()
+    } else {
+        Vec::new()
+    };
+    let page_dirs: Vec<String> = if current {
+        site.pages.iter().map(|d| d.to_string()).collect()
+    } else {
+        Vec::new()
+    };
+    let (mut files, mut pages) = (Vec::new(), Vec::new());
+    for i in items.iter().filter(|i| i.kind == "blob" && i.size <= MAX_FILE) {
+        let p = i.path.as_str();
+        // Versioned API pages always come from the default branch.
+        let versioned_ok = reference == site.branch && under(p, &versioned);
+        if doc_file(p) && !p.ends_with(".txt") && !later_major_file(p, major) && (versioned_ok || under(p, &docs_dirs)) {
+            files.push((p.to_string(), i.size));
+        } else if page_file(p) && under(p, &page_dirs) {
+            pages.push((p.to_string(), i.size));
         }
     }
+    let short: String = reference.chars().take(if reference.len() == 40 { 7 } else { 40 }).collect();
     let label = format!(
-        "github.com/{}/{}@{} ({}{})",
+        "github.com/{}/{}@{short} ({})",
         repo.owner,
         repo.name,
-        site.branch,
-        sha,
-        if is_latest {
-            ", current docs; your major is the latest"
-        } else {
-            ", versioned API pages"
-        }
+        if current { how.as_str() } else { "versioned API pages" }
     );
-    Ok(Some((repo, site.branch.to_string(), label, files)))
+    Ok(Some(SiteFiles {
+        repo,
+        reference,
+        label,
+        files,
+        pages,
+    }))
+}
+
+/// A page about a later major than the pinned one (`v4-beta.mdx` on the v3
+/// branch): it would answer with APIs this version does not have.
+fn later_major_file(p: &str, major: u64) -> bool {
+    let name = p.rsplit('/').next().unwrap_or(p).to_ascii_lowercase();
+    name.split(|c: char| !c.is_ascii_alphanumeric())
+        .any(|w| w.strip_prefix('v').and_then(|n| n.parse::<u64>().ok()).is_some_and(|n| n > major))
+}
+
+/// A docs page written as a JS/TSX component (not layouts or helpers).
+fn page_file(p: &str) -> bool {
+    let name = p.rsplit('/').next().unwrap_or(p);
+    [".tsx", ".jsx", ".js"].iter().any(|e| name.ends_with(e))
+        && !name.starts_with("layout.")
+        && !name.starts_with("index.ts")
+        && !p.contains("/@")
+        && !p.contains("[")
 }
 
 fn download(agent: &ureq::Agent, repo: &Repo, reference: &str, files: &[(String, u64)], out: &Path) -> Result<Vec<u64>> {
@@ -273,6 +401,11 @@ pub fn dir(dep: &Dep) -> PathBuf {
     cache::dir().join("upstream").join(dep.eco.as_str()).join(safe)
 }
 
+/// Was this copy made by an older lockdocs that downloaded less?
+pub fn stale(m: &Manifest) -> bool {
+    m.format < FORMAT
+}
+
 /// A previous fetch (with or without files). Never touches the network.
 pub fn cached(dep: &Dep) -> Option<(PathBuf, Manifest)> {
     let d = dir(dep);
@@ -290,6 +423,8 @@ fn agent() -> ureq::Agent {
     ureq::Agent::config_builder()
         .timeout_global(Some(std::time::Duration::from_secs(60)))
         .http_status_as_error(false)
+        // Renamed repositories answer with a redirect; keep the token for it.
+        .redirect_auth_headers(ureq::config::RedirectAuthHeaders::SameHost)
         .user_agent(concat!("lockdocs/", env!("CARGO_PKG_VERSION"), " (+https://github.com/SylphxAI/lockdocs)"))
         .build()
         .into()
@@ -433,21 +568,28 @@ pub fn fetch(dep: &Dep, src: &Source) -> Result<Manifest> {
     }
     let (Some(tag), Some(root)) = (tag, root) else {
         let mut m = Manifest {
+            format: FORMAT,
             repo: label,
             tag: None,
             files: 0,
             bytes: 0,
             note: Some(format!("no git tag found for {}", dep.version)),
             site: None,
+            pages: Vec::new(),
         };
-        if let Ok(Some((srepo, branch, slabel, sfiles))) = site_files(&agent, dep) {
-            let got = download(&agent, &srepo, &branch, &sfiles, &out.join(&srepo.name))?;
-            if !got.is_empty() {
-                m.files = got.len();
-                m.bytes = got.iter().sum();
-                m.site = Some(slabel);
-                m.note = None;
+        match site_files(&agent, dep, Some(&repo)) {
+            Ok(Some(site)) => {
+                let (n, bytes, pages) = download_site(&agent, &site, &out)?;
+                if n > 0 {
+                    m.files = n;
+                    m.bytes = bytes;
+                    m.site = Some(site.label);
+                    m.pages = pages;
+                    m.note = None;
+                }
             }
+            Ok(None) => {}
+            Err(e) => m.note = Some(format!("{}; docs site skipped: {e:#}", m.note.unwrap_or_default())),
         }
         std::fs::write(out.join(".lockdocs-upstream.json"), serde_json::to_string(&m)?)?;
         return Ok(m);
@@ -536,15 +678,20 @@ pub fn fetch(dep: &Dep, src: &Source) -> Result<Manifest> {
     let mut site = None;
     let mut site_n = 0usize;
     let mut site_bytes = 0u64;
-    if let Ok(Some((srepo, branch, slabel, sfiles))) = site_files(&agent, dep) {
-        let got = download(&agent, &srepo, &branch, &sfiles, &out.join(&srepo.name))?;
-        site_n = got.len();
-        site_bytes = got.iter().sum();
-        if site_n > 0 {
-            site = Some(slabel);
+    let mut pages = Vec::new();
+    let mut site_err = None;
+    match site_files(&agent, dep, Some(&repo)) {
+        Ok(Some(s)) => {
+            (site_n, site_bytes, pages) = download_site(&agent, &s, &out)?;
+            if site_n > 0 {
+                site = Some(s.label);
+            }
         }
+        Ok(None) => {}
+        Err(e) => site_err = Some(format!("docs site skipped: {e:#}")),
     }
     let m = Manifest {
+        format: FORMAT,
         repo: label,
         tag: Some(tag),
         files: ok.len() + site_n,
@@ -554,14 +701,33 @@ pub fn fetch(dep: &Dep, src: &Source) -> Result<Manifest> {
         } else if failed > 0 {
             Some(format!("{failed} files failed to download"))
         } else {
-            None
+            site_err
         },
         site,
+        pages,
     };
     std::fs::write(out.join(".lockdocs-upstream.json"), serde_json::to_string(&m)?)?;
     Ok(m)
 }
 
+/// Download a docs site's files into `<out>/<site repo name>/`: (files, bytes, page paths).
+fn download_site(agent: &ureq::Agent, site: &SiteFiles, out: &Path) -> Result<(usize, u64, Vec<String>)> {
+    let dst = out.join(&site.repo.name);
+    let docs = download(agent, &site.repo, &site.reference, &site.files, &dst)?;
+    let got = download(agent, &site.repo, &site.reference, &site.pages, &dst)?;
+    let pages = if got.len() == site.pages.len() {
+        site.pages.iter().map(|(p, _)| format!("{}/{p}", site.repo.name)).collect()
+    } else {
+        // Some failed: keep only the pages on disk.
+        site.pages
+            .iter()
+            .map(|(p, _)| format!("{}/{p}", site.repo.name))
+            .filter(|p| out.join(p).is_file())
+            .collect()
+    };
+    Ok((docs.len() + got.len(), docs.iter().chain(&got).sum(), pages))
+}
+
 #[cfg(test)]
 mod tests {
     use super::*;
@@ -585,5 +751,8 @@ mod tests {
         assert_eq!(t[0], "v2.0.36");
         assert!(t.contains(&"rel_2_0_36".to_string()));
         assert!(doc_file("docs/01-app/page.mdx") && !doc_file("docs/blog/x.md") && !doc_file("docs/img.png"));
+        assert!(later_major_file("src/pages/docs/v4-beta.mdx", 3) && !later_major_file("src/pages/docs/v3-upgrade.mdx", 3));
+        assert!(!later_major_file("docs/300-upgrade-guides/upgrading-to-v6.mdx", 6));
+        assert!(page_file("src/app/(docs)/docs/installation/(tabs)/using-vite/page.tsx") && !page_file("src/app/(docs)/docs/installation/(tabs)/layout.tsx"));
     }
 }
diff --git a/docs/.vitepress/config.ts b/docs/.vitepress/config.ts
index 6b213fe..f4d45e1 100644
--- a/docs/.vitepress/config.ts
+++ b/docs/.vitepress/config.ts
@@ -10,6 +10,8 @@ export default defineConfig({
   description: desc,
   appearance: 'force-dark',
   cleanUrls: true,
+  // Product vision and capability table are for maintainers, not site pages.
+  srcExclude: ['vision.md', 'capabilities.md'],
   lastUpdated: true,
   sitemap: { hostname: url },
   head: [
diff --git a/docs/capabilities.md b/docs/capabilities.md
new file mode 100644
index 0000000..d671d51
--- /dev/null
+++ b/docs/capabilities.md
@@ -0,0 +1,21 @@
+# lockdocs capabilities
+
+What lockdocs can do today and where the code is. CI checks that every path
+in the Code column exists (`scripts/check-capabilities.ts`). The destination
+is in [vision.md](vision.md).
+
+| ID | Capability | Status | Code | Depends on |
+| --- | --- | --- | --- | --- |
+| LD-LOCKFILE | Read exact versions from npm, pnpm, Yarn, Bun, Cargo, uv, Poetry, PDM, Pipenv, pip requirements and Go lockfiles | supported | crates/lockdocs-core/src/lockfile.rs, crates/lockdocs-core/src/project.rs | |
+| LD-LOCATE | Find each package's files on disk (node_modules, Yarn Plug'n'Play, virtualenvs, Cargo registry and git checkouts, Go module cache) | supported | crates/lockdocs-core/src/locate.rs | LD-LOCKFILE |
+| LD-REGISTRY-FETCH | Download a pinned package that is not installed, from its registry (opt-in) | supported | crates/lockdocs-core/src/fetch.rs | LD-LOCKFILE |
+| LD-UPSTREAM | Download the docs folders of a package's GitHub repository at the pinned version's git tag (opt-in) | supported | crates/lockdocs-core/src/upstream.rs | LD-LOCATE |
+| LD-DOCS-SITE | Add an official docs-site repository for the pinned major: the default branch for the latest major, a `vN` branch or the last commit before the next major for older ones (React, Express, Tailwind CSS, Prisma, tokio) | partial | crates/lockdocs-core/src/upstream.rs | LD-UPSTREAM |
+| LD-EXTRACT | Split Markdown, MDX, reStructuredText and component-based docs pages into sections; extract TypeScript, Python, Rust and Go symbols with signatures and doc comments | supported | crates/lockdocs-core/src/extract.rs, crates/lockdocs-core/src/markdown.rs | LD-LOCATE |
+| LD-INDEX | Cache one index per package, version and source location | supported | crates/lockdocs-core/src/index.rs, crates/lockdocs-core/src/cache.rs | LD-EXTRACT |
+| LD-SEARCH | Rank sections and symbols: BM25 on full text and on headings, a local embedding model, and docs-specific signals | supported | crates/lockdocs-core/src/bm25.rs, crates/lockdocs-core/src/embed.rs, crates/lockdocs-core/src/query.rs | LD-INDEX |
+| LD-MCP | MCP server with the `resolve`, `docs` and `api` tools over stdio | supported | crates/lockdocs/src/mcp.rs, crates/lockdocs/src/tools.rs | LD-SEARCH |
+| LD-CLI | Command line with the same queries, plus `index`, `fetch` and `setup` | supported | crates/lockdocs/src/main.rs, crates/lockdocs/src/setup.rs | LD-SEARCH |
+| LD-NPM | npm launcher and native binaries for five platforms | supported | packages/lockdocs, packages/npm | LD-CLI |
+| LD-BENCH | Version-sensitive benchmark against Context7, run on GitHub-hosted runners | supported | bench/run.py, bench/questions.json, .github/workflows/bench.yml | LD-CLI |
+| LD-SEMANTIC-RERANK | Rerank the top results with a stronger local model for questions worded differently from the docs | planned | | LD-SEARCH |
diff --git a/docs/guide/fetch.md b/docs/guide/fetch.md
index 23f3043..d095ffe 100644
--- a/docs/guide/fetch.md
+++ b/docs/guide/fetch.md
@@ -21,7 +21,15 @@ Fetched for 3 packages in 10016 ms (cached; later queries stay offline):
   next@15.1.0      upstream docs github.com/vercel/next.js@v15.1.0: 365 files (2.0 MB)
 ```
 
-Answers then cite `next@15.1.0 upstream:docs/01-app/.../cookies.mdx:12` and name the repository and tag in the header. Set `GITHUB_TOKEN` to raise GitHub's API limit (60 requests an hour without it; a package takes 2 to 12).
+Answers then cite `next@15.1.0 upstream:docs/01-app/.../cookies.mdx:12` and name the repository and tag in the header.
+
+Some projects keep their docs in a separate website repository: React (react.dev), Express (expressjs.com), Tailwind CSS (tailwindcss.com), Prisma (prisma/docs) and tokio (tokio-rs/website). For these, `fetch` also takes the docs that describe your major:
+
+- your major is the latest: the site's default branch;
+- an older major: the site's `vN` or `N.x` branch when it has one (Tailwind CSS `v3`, Prisma `v6`), otherwise the last commit before the next major was released (the date of its `N+1.0.0` tag). React is excluded from the second rule because react.dev documents APIs before they ship;
+- pages about a later major (`v4-beta.mdx` on the v3 branch) are skipped.
+
+The header says which: `github.com/prisma/docs@v6 (branch v6 for major 6)`. After upgrading lockdocs, run `lockdocs fetch` again to refresh copies made by an older version. Set `GITHUB_TOKEN` to raise GitHub's API limit (60 requests an hour without it; a package takes 2 to 20).
 
 To have it happen automatically on first query instead, enable fetching: `--fetch`, `LOCKDOCS_FETCH=1`, or register the MCP server with `lockdocs setup --fetch`.
 
diff --git a/docs/guide/how-it-works.md b/docs/guide/how-it-works.md
index 2e655d5..357f047 100644
--- a/docs/guide/how-it-works.md
+++ b/docs/guide/how-it-works.md
@@ -2,9 +2,9 @@
 
 1. **Resolve.** Every lockfile in the project directory, and in monorepo roots above it for ecosystems not found yet, becomes a list of exact `(ecosystem, name, version)` triples. Direct dependencies are marked.
 2. **Locate.** Each package's files are found on disk (see [Ecosystems](./ecosystems)). If the installed version differs from the lockfile, the answer says so and shows the installed one; with fetching enabled it reads the pinned version instead.
-3. **Extract.** Markdown and reStructuredText are split into heading-scoped sections (long ones at paragraph boundaries, never inside code fences). Source files are parsed with tree-sitter (TypeScript, Python, Rust, Go) into symbols with a signature (the declaration without its body), a cleaned doc comment, a qualified path and a line number.
+3. **Extract.** Markdown and reStructuredText are split into heading-scoped sections (long ones at paragraph boundaries, never inside code fences). HTML headings in MDX (`<h3 id="…">@import</h3>`) count as headings, and `export const title` names the page. Docs pages written as React components (Tailwind's installation guides) become sections too: step titles are headings, JSX text is prose, and `code:` strings are code blocks. Source files are parsed with tree-sitter (TypeScript, Python, Rust, Go) into symbols with a signature (the declaration without its body), a cleaned doc comment, a qualified path and a line number.
 4. **Index.** Each entry becomes weighted terms: names and headings count most, doc prose next, signatures and code examples least. The tokenizer keeps identifiers whole and also splits camelCase, snake_case and digits; a light stemmer and a short programming synonym table (dict/dump, parse/validate, error/exception, ...) bridge wording. The index is cached on disk per package, version and source location, so a version is indexed once.
-5. **Rank.** BM25 fused with embedding similarity (a static model2vec model: a text's vector is the mean of its WordPiece token vectors, so embedding every symbol of Next.js takes well under a second), each normalized to its best hit. Then signals that matter for docs: entries whose name or heading contains a query word, identifiers written in the question (`model_dump`, `z.object`), changelog sections only when the question is about changes, and lower weight for private modules, bundled tooling and legacy copies. Deprecation notes among the top results ("use `model_validate` instead") lift the API they point to.
+5. **Rank.** BM25 over the full text, BM25 over just the heading (or name) and first sentence, so a long body does not bury what an entry says it is, and embedding similarity (a static model2vec model: a text's vector is the mean of its WordPiece token vectors, so embedding every symbol of Next.js takes well under a second), each normalized to its best hit. Then signals that matter for docs: entries whose name or heading contains a query word, identifiers written in the question (`model_dump`, `z.object`) and plain question words that name a documented top-level API of the package ("run code *after* the response" in Next.js, which exports `after`), changelog sections only when the question is about changes, and lower weight for private modules, bundled tooling and legacy copies. Deprecation notes among the top results ("use `model_validate` instead") lift the API they point to.
 6. **Pack.** Results are added in rank order until the token budget is spent (the last one trimmed at a line boundary), each with a `package@version path:line` citation.
 
 `api` is exact rather than ranked: it finds entries whose name matches the last segment of the symbol, scores qualifiers (`Router` in `axum::Router::route`), follows re-exports, and adds overloads, members and other matches.
diff --git a/docs/public/bench-results.json b/docs/public/bench-results.json
index b8924b0..70bc592 100644
--- a/docs/public/bench-results.json
+++ b/docs/public/bench-results.json
@@ -1354,7 +1354,8 @@
     "library": "/colinhacks/zod/v3.24.2",
     "version_match": "same major",
     "reused": true
-   }
+   },
+   "grading": "[[[\".strict(\"]], []]"
   },
   {
    "id": "zod4-strict",
@@ -1407,7 +1408,8 @@
     "library": "/colinhacks/zod/v4.0.1",
     "version_match": "same major",
     "reused": true
-   }
+   },
+   "grading": "[[[\"strictObject\"]], []]"
   },
   {
    "id": "zod3-email",
@@ -1456,7 +1458,8 @@
     "library": "/colinhacks/zod/v3.24.2",
     "version_match": "same major",
     "reused": true
-   }
+   },
+   "grading": "[[[\".email(\"]], [\"z.email(\"]]"
   },
   {
    "id": "zod4-email",
@@ -1505,7 +1508,8 @@
     "library": "/colinhacks/zod/v4.0.1",
     "version_match": "same major",
     "reused": true
-   }
+   },
+   "grading": "[[[\"z.email(\", \"function email(\"]], []]"
   },
   {
    "id": "zod3-error",
@@ -1554,7 +1558,8 @@
     "library": "/colinhacks/zod/v3.24.2",
     "version_match": "same major",
     "reused": true
-   }
+   },
+   "grading": "[[[\"required_error\", \"invalid_type_error\", \"errorMap\", \"{ message:\"]], []]"
   },
   {
    "id": "zod4-error",
@@ -1603,7 +1608,8 @@
     "library": "/colinhacks/zod/v4.0.1",
     "version_match": "same major",
     "reused": true
-   }
+   },
+   "grading": "[[[\"$ZodErrorMap\", \"{ error:\", \"error:\"]], []]"
   },
   {
    "id": "zod4-record",
@@ -1660,7 +1666,8 @@
     "library": "/colinhacks/zod/v4.0.1",
     "version_match": "same major",
     "reused": true
-   }
+   },
+   "grading": "[[[\"record(\"]], []]"
   },
   {
    "id": "next14-cookies",
@@ -1724,7 +1731,8 @@
     "ms": 2994,
     "library": "/vercel/next.js/v14.3.0-canary.87",
     "version_match": "same major"
-   }
+   },
+   "grading": "[[[\"ReadonlyRequestCookies\"]], [\"Promise<ReadonlyRequestCookies>\", \"await cookies()\"]]"
   },
   {
    "id": "next15-cookies",
@@ -1773,7 +1781,8 @@
     "library": "/vercel/next.js/v15.1.11",
     "version_match": "same major",
     "reused": true
-   }
+   },
+   "grading": "[[[\"Promise<ReadonlyRequestCookies>\", \"await cookies()\"]], []]"
   },
   {
    "id": "next14-headers",
@@ -1821,7 +1830,8 @@
     "ms": 1612,
     "library": "/vercel/next.js/v14.3.0-canary.87",
     "version_match": "same major"
-   }
+   },
+   "grading": "[[[\"headers()\", \"function headers(\"]], [\"Promise<ReadonlyHeaders>\", \"await headers()\"]]"
   },
   {
    "id": "next15-headers",
@@ -1870,7 +1880,8 @@
     "library": "/vercel/next.js/v15.1.11",
     "version_match": "same major",
     "reused": true
-   }
+   },
+   "grading": "[[[\"Promise<ReadonlyHeaders>\", \"await headers()\"]], []]"
   },
   {
    "id": "next14-nostore",
@@ -1918,7 +1929,8 @@
     "ms": 1564,
     "library": "/vercel/next.js/v14.3.0-canary.87",
     "version_match": "same major"
-   }
+   },
+   "grading": "[[[\"unstable_noStore\", \"noStore\", \"force-dynamic\"]], []]"
   },
   {
    "id": "next15-connection",
@@ -1967,7 +1979,8 @@
     "library": "/vercel/next.js/v15.1.11",
     "version_match": "same major",
     "reused": true
-   }
+   },
+   "grading": "[[[\"connection()\", \"function connection(\", \"unstable_noStore\", \"force-dynamic\"]], []]"
   },
   {
    "id": "next15-after",
@@ -2028,7 +2041,8 @@
     "library": "/vercel/next.js/v15.1.11",
     "version_match": "same major",
     "reused": true
-   }
+   },
+   "grading": "[[[\"unstable_after\", \"after(\", \"function after\"]], []]"
   },
   {
    "id": "rr6-json",
@@ -2089,7 +2103,8 @@
     "library": "/websites/reactrouter",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"json(\"]], []]"
   },
   {
    "id": "rr7-data",
@@ -2142,7 +2157,8 @@
     "library": "/websites/reactrouter",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"data(\"]], []]"
   },
   {
    "id": "rr6-defer",
@@ -2191,7 +2207,8 @@
     "library": "/websites/reactrouter",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"defer(\"]], []]"
   },
   {
    "id": "rr6-future",
@@ -2240,7 +2257,8 @@
     "library": "/websites/reactrouter",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"v7_startTransition\"]], []]"
   },
   {
    "id": "rr7-router",
@@ -2289,7 +2307,8 @@
     "library": "/websites/reactrouter",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"createBrowserRouter\"]], []]"
   },
   {
    "id": "pyd1-dict",
@@ -2345,7 +2364,8 @@
     "library": "/pydantic/pydantic",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\".dict(\", \"def dict(\"]], [\"model_dump\"]]"
   },
   {
    "id": "pyd2-dict",
@@ -2402,7 +2422,8 @@
     "library": "/pydantic/pydantic",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"model_dump\"]], []]"
   },
   {
    "id": "pyd1-parse",
@@ -2465,7 +2486,8 @@
     "library": "/pydantic/pydantic",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"parse_obj\"]], [\"model_validate\"]]"
   },
   {
    "id": "pyd2-parse",
@@ -2522,7 +2544,8 @@
     "library": "/pydantic/pydantic",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"model_validate\"]], []]"
   },
   {
    "id": "pyd1-validator",
@@ -2583,7 +2606,8 @@
     "library": "/pydantic/pydantic",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"@validator\", \"def validator(\"]], [\"field_validator\"]]"
   },
   {
    "id": "pyd2-validator",
@@ -2636,7 +2660,8 @@
     "library": "/pydantic/pydantic",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"field_validator\"]], []]"
   },
   {
    "id": "pyd1-schema",
@@ -2693,7 +2718,8 @@
     "library": "/pydantic/pydantic",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"schema_json\", \"def schema(\", \".schema(\"]], [\"model_json_schema\"]]"
   },
   {
    "id": "pyd2-schema",
@@ -2742,7 +2768,8 @@
     "library": "/pydantic/pydantic",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"model_json_schema\"]], []]"
   },
   {
    "id": "pyd1-config",
@@ -2807,7 +2834,8 @@
     "library": "/pydantic/pydantic",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"Extra.allow\", \"class Config\"]], [\"ConfigDict\"]]"
   },
   {
    "id": "pyd2-config",
@@ -2856,7 +2884,8 @@
     "library": "/pydantic/pydantic",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"ConfigDict\", \"model_config\"]], []]"
   },
   {
    "id": "axum07-path",
@@ -2909,7 +2938,8 @@
     "library": "/websites/rs_axum",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"/:\"]], []]"
   },
   {
    "id": "axum08-path",
@@ -2958,7 +2988,8 @@
     "library": "/websites/rs_axum",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"/{\"]], []]"
   },
   {
    "id": "axum07-extractor",
@@ -3011,7 +3042,8 @@
     "library": "/websites/rs_axum",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"async_trait\"]], []]"
   },
   {
    "id": "axum08-optional",
@@ -3060,7 +3092,8 @@
     "library": "/websites/rs_axum",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"OptionalFromRequestParts\"]], []]"
   },
   {
    "id": "tokio-blocking",
@@ -3109,7 +3142,8 @@
     "library": "/websites/rs_tokio_1_49_0",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"spawn_blocking\"]], []]"
   },
   {
    "id": "tokio-select",
@@ -3174,7 +3208,8 @@
     "library": "/websites/rs_tokio_1_49_0",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"select!\"]], []]"
   },
   {
    "id": "tokio-timeout",
@@ -3223,7 +3258,8 @@
     "library": "/websites/rs_tokio_1_49_0",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"timeout(\", \"fn timeout\"]], []]"
   },
   {
    "id": "tw3-css",
@@ -3304,7 +3340,8 @@
     "library": "/rails/tailwindcss-rails",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"@tailwind base\", \"@tailwind components\", \"@tailwind utilities\"]], [\"@import \\\"tailwindcss\\\"\"]]"
   },
   {
    "id": "tw4-css",
@@ -3373,7 +3410,8 @@
     "library": "/rails/tailwindcss-rails",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"@import \\\"tailwindcss\\\"\", \"@import 'tailwindcss'\"]], []]"
   },
   {
    "id": "tw3-theme",
@@ -3422,7 +3460,8 @@
     "library": "/rails/tailwindcss-rails",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"extend:\", \"theme.extend\", \"tailwind.config\"]], []]"
   },
   {
    "id": "tw4-theme",
@@ -3481,7 +3520,8 @@
     "library": "/rails/tailwindcss-rails",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"@theme\", \"--color-\"]], []]"
   },
   {
    "id": "eslint8-config",
@@ -3530,7 +3570,8 @@
     "library": "/eslint/eslint/v8.57.1",
     "version_match": "exact",
     "reused": true
-   }
+   },
+   "grading": "[[[\".eslintrc\", \"eslintrc\"]], []]"
   },
   {
    "id": "eslint9-config",
@@ -3579,7 +3620,8 @@
     "library": "/eslint/eslint/v9.39.3",
     "version_match": "same major",
     "reused": true
-   }
+   },
+   "grading": "[[[\"eslint.config.js\", \"eslint.config.mjs\", \"eslint.config\", \"flat config\"]], []]"
   },
   {
    "id": "eslint8-ignore",
@@ -3638,7 +3680,8 @@
     "library": "/eslint/eslint/v8.57.1",
     "version_match": "exact",
     "reused": true
-   }
+   },
+   "grading": "[[[\".eslintignore\", \"ignorePatterns\"]], []]"
   },
   {
    "id": "eslint9-ignore",
@@ -3699,7 +3742,8 @@
     "library": "/eslint/eslint/v9.39.3",
     "version_match": "same major",
     "reused": true
-   }
+   },
+   "grading": "[[[\"ignores:\", \"\\\"ignores\\\"\", \"globalIgnores(\"]], []]"
   },
   {
    "id": "prisma5-bytes",
@@ -3770,7 +3814,8 @@
     "library": "/websites/prisma_io",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"Buffer\"]], [\"Uint8Array\"]]"
   },
   {
    "id": "prisma6-bytes",
@@ -3827,7 +3872,8 @@
     "library": "/prisma/web",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"Uint8Array\"]], []]"
   },
   {
    "id": "prisma5-fts",
@@ -3894,7 +3940,8 @@
     "library": "/prisma/web",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"fullTextSearch\"]], [\"fullTextSearchPostgres\"]]"
   },
   {
    "id": "prisma6-fts",
@@ -3959,7 +4006,8 @@
     "library": "/prisma/web",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"fullTextSearchPostgres\"]], []]"
   },
   {
    "id": "react18-action",
@@ -4019,7 +4067,8 @@
     "library": "/reactjs/react.dev",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"useReducer\", \"useState\"]], [\"useActionState\"]]"
   },
   {
    "id": "react19-action",
@@ -4072,7 +4121,8 @@
     "library": "/reactjs/react.dev",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"useActionState\"]], []]"
   },
   {
    "id": "react18-use",
@@ -4133,7 +4183,8 @@
     "library": "/reactjs/react.dev",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"Suspense\", \"useEffect\"]], [\"function use<\", \"use(promise\"]]"
   },
   {
    "id": "react19-use",
@@ -4192,7 +4243,8 @@
     "library": "/reactjs/react.dev",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"use(\", \"function use<\"]], []]"
   },
   {
    "id": "vite5-env",
@@ -4243,7 +4295,8 @@
     "library": "/vitejs/vite/v5.4.21",
     "version_match": "exact",
     "reused": true
-   }
+   },
+   "grading": "[[[\"ssr:\", \"ssr?:\", \"SSROptions\", \"build.ssr\"]], [\"environments:\"]]"
   },
   {
    "id": "vite6-env",
@@ -4292,7 +4345,8 @@
     "library": "/vitejs/vite",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"environments\"]], []]"
   },
   {
    "id": "express4-wildcard",
@@ -4357,7 +4411,8 @@
     "library": "/expressjs/express",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"'*'\", \"\\\"*\\\"\", \"/*'\", \"/*\\\"\"]], [\"*splat\"]]"
   },
   {
    "id": "express5-wildcard",
@@ -4420,7 +4475,8 @@
     "library": "/expressjs/express/v5.2.0",
     "version_match": "same major",
     "reused": true
-   }
+   },
+   "grading": "[[[\"*splat\", \"/*name\", \"{*\", \"named wildcard\"]], []]"
   },
   {
    "id": "sa14-column",
@@ -4471,7 +4527,8 @@
     "library": "/websites/sqlalchemy_en_20",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"Column(\"]], [\"mapped_column\"]]"
   },
   {
    "id": "sa20-column",
@@ -4525,7 +4582,8 @@
     "library": "/websites/sqlalchemy_en_20",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"mapped_column\", \"Mapped[\"]], []]"
   },
   {
    "id": "sa14-base",
@@ -4576,7 +4634,8 @@
     "library": "/websites/sqlalchemy_en_20",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"declarative_base(\"]], [\"(DeclarativeBase)\"]]"
   },
   {
    "id": "sa20-base",
@@ -4625,7 +4684,8 @@
     "library": "/websites/sqlalchemy_en_20",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"DeclarativeBase\"]], []]"
   },
   {
    "id": "dj42-dbdefault",
@@ -4690,7 +4750,8 @@
     "library": "/django/django/4.2.21",
     "version_match": "same major",
     "reused": true
-   }
+   },
+   "grading": "[[[\"default=\"]], [\"db_default\"]]"
   },
   {
    "id": "dj51-dbdefault",
@@ -4755,7 +4816,8 @@
     "library": "/django/django",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"db_default\"]], []]"
   },
   {
    "id": "dj42-login",
@@ -4804,7 +4866,8 @@
     "library": "/django/django/4.2.21",
     "version_match": "same major",
     "reused": true
-   }
+   },
+   "grading": "[[[\"login_required\", \"LoginRequiredMixin\"]], [\"LoginRequiredMiddleware\"]]"
   },
   {
    "id": "dj51-login",
@@ -4853,7 +4916,8 @@
     "library": "/django/django",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"LoginRequiredMiddleware\"]], []]"
   },
   {
    "id": "fa088-lifespan",
@@ -4924,7 +4988,8 @@
     "library": "/websites/fastapi_tiangolo",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"on_event\"]], [\"lifespan=\"]]"
   },
   {
    "id": "fa0115-lifespan",
@@ -4981,7 +5046,8 @@
     "library": "/websites/fastapi_tiangolo",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"lifespan\"]], []]"
   },
   {
    "id": "fa088-annotated",
@@ -5040,7 +5106,8 @@
     "library": "/websites/fastapi_tiangolo",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"Query(\"]], [\"Annotated[\"]]"
   },
   {
    "id": "fa0115-annotated",
@@ -5089,7 +5156,8 @@
     "library": "/websites/fastapi_tiangolo",
     "version_match": "unversioned",
     "reused": true
-   }
+   },
+   "grading": "[[[\"Annotated[\"]], []]"
   },
   {
    "id": "next15-proxy",
@@ -5140,7 +5208,8 @@
     "library": "/vercel/next.js/v15.1.11",
     "version_match": "same major",
     "reused": true
-   }
+   },
+   "grading": "[[[\"middleware\"]], [\"NextProxy\", \"proxy.ts\"]]"
   },
   {
    "id": "next16-proxy",
@@ -5189,7 +5258,8 @@
     "library": "/vercel/next.js/v16.2.9",
     "version_match": "same major",
     "reused": true
-   }
+   },
+   "grading": "[[[\"proxy.ts\", \"proxy.js\", \"NextProxy\", \"export function proxy\", \"Proxy allows\"]], []]"
   }
  ],
  "summary": {
diff --git a/docs/vision.md b/docs/vision.md
new file mode 100644
index 0000000..c02626b
--- /dev/null
+++ b/docs/vision.md
@@ -0,0 +1,46 @@
+# lockdocs vision
+
+## What we are building
+
+lockdocs gives AI coding agents the documentation for the exact library
+versions a project uses. It reads the project's lockfile, finds each package on
+disk (or downloads that exact version when asked), and answers questions from
+that version's own files: its README, docs folders, type declarations and
+doc comments, plus the upstream docs at the version's git tag.
+
+An agent that writes code for Next.js 14 should get the Next.js 14 API, not the
+newest one. That is the one job.
+
+## Who it is for
+
+- Developers who use an AI coding agent (Claude Code, Codex, Cursor, VS Code,
+  Windsurf, Gemini CLI) on projects that do not track the newest release of
+  every dependency.
+- Teams that cannot send their dependency list to a hosted service, or that
+  hit rate limits on one.
+
+## Boundaries
+
+- Local first: it runs on the developer's machine, needs no account or API
+  key, and works offline after the one-time downloads.
+- Network use is opt-in and limited to public sources: package registries,
+  GitHub (docs folders at a tag, and official docs-site repositories), and the
+  embedding model on Hugging Face.
+- Three MCP tools only: `resolve`, `docs`, `api`. New abilities go into those
+  tools, not into more tools.
+- Four ecosystems: npm, PyPI, Cargo and Go. A new ecosystem needs a lockfile
+  parser, a way to find installed files, and a symbol extractor.
+- No hosted index. We do not crawl or store other people's documentation on a
+  server.
+
+## What good looks like
+
+- On the version-sensitive benchmark (`bench/`), lockdocs is correct at least
+  as often as the best hosted alternative on every column: older majors, newer
+  majors, single-version libraries and the held-out questions. Results are
+  measured on GitHub-hosted runners and published as they come out.
+- A question costs tens of milliseconds and about a thousand tokens.
+- Every answer cites `package@version path:line`, so an agent or a person can
+  check it.
+
+Current capabilities and their code: [capabilities.md](capabilities.md).
diff --git a/package.json b/package.json
index b10501d..e906a6f 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
   "name": "lockdocs-workspace",
-  "version": "0.2.1",
+  "version": "0.3.0",
   "private": true,
   "type": "module",
   "description": "lockdocs monorepo: Rust engine (crates/), npm packages (packages/), docs (docs/), benchmark (bench/).",
diff --git a/packages/lockdocs/package.json b/packages/lockdocs/package.json
index 22d4423..c01d93e 100644
--- a/packages/lockdocs/package.json
+++ b/packages/lockdocs/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@sylphx/lockdocs",
-  "version": "0.2.1",
+  "version": "0.3.0",
   "mcpName": "io.github.SylphxAI/lockdocs",
   "description": "Exact-version library docs from your lockfile — local, offline, no rate limits.",
   "bin": {
@@ -15,11 +15,11 @@
     "node": ">=18"
   },
   "optionalDependencies": {
-    "@sylphx/lockdocs-darwin-arm64": "0.2.1",
-    "@sylphx/lockdocs-darwin-x64": "0.2.1",
-    "@sylphx/lockdocs-linux-x64-gnu": "0.2.1",
-    "@sylphx/lockdocs-linux-arm64-gnu": "0.2.1",
-    "@sylphx/lockdocs-win32-x64-msvc": "0.2.1"
+    "@sylphx/lockdocs-darwin-arm64": "0.3.0",
+    "@sylphx/lockdocs-darwin-x64": "0.3.0",
+    "@sylphx/lockdocs-linux-x64-gnu": "0.3.0",
+    "@sylphx/lockdocs-linux-arm64-gnu": "0.3.0",
+    "@sylphx/lockdocs-win32-x64-msvc": "0.3.0"
   },
   "keywords": [
     "mcp",
diff --git a/packages/npm/darwin-arm64/package.json b/packages/npm/darwin-arm64/package.json
index a1a07f7..5ca13e4 100644
--- a/packages/npm/darwin-arm64/package.json
+++ b/packages/npm/darwin-arm64/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@sylphx/lockdocs-darwin-arm64",
-  "version": "0.2.1",
+  "version": "0.3.0",
   "description": "lockdocs native binary for darwin-arm64",
   "os": [
     "darwin"
diff --git a/packages/npm/darwin-x64/package.json b/packages/npm/darwin-x64/package.json
index 3a58179..e0d0b5a 100644
--- a/packages/npm/darwin-x64/package.json
+++ b/packages/npm/darwin-x64/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@sylphx/lockdocs-darwin-x64",
-  "version": "0.2.1",
+  "version": "0.3.0",
   "description": "lockdocs native binary for darwin-x64",
   "os": [
     "darwin"
diff --git a/packages/npm/linux-arm64-gnu/package.json b/packages/npm/linux-arm64-gnu/package.json
index 6693558..f9f9900 100644
--- a/packages/npm/linux-arm64-gnu/package.json
+++ b/packages/npm/linux-arm64-gnu/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@sylphx/lockdocs-linux-arm64-gnu",
-  "version": "0.2.1",
+  "version": "0.3.0",
   "description": "lockdocs native binary for linux-arm64-gnu",
   "os": [
     "linux"
diff --git a/packages/npm/linux-x64-gnu/package.json b/packages/npm/linux-x64-gnu/package.json
index b9ab01c..6ea8784 100644
--- a/packages/npm/linux-x64-gnu/package.json
+++ b/packages/npm/linux-x64-gnu/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@sylphx/lockdocs-linux-x64-gnu",
-  "version": "0.2.1",
+  "version": "0.3.0",
   "description": "lockdocs native binary for linux-x64-gnu",
   "os": [
     "linux"
diff --git a/packages/npm/win32-x64-msvc/package.json b/packages/npm/win32-x64-msvc/package.json
index c72511f..de0a3c0 100644
--- a/packages/npm/win32-x64-msvc/package.json
+++ b/packages/npm/win32-x64-msvc/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@sylphx/lockdocs-win32-x64-msvc",
-  "version": "0.2.1",
+  "version": "0.3.0",
   "description": "lockdocs native binary for win32-x64-msvc",
   "os": [
     "win32"
diff --git a/scripts/check-capabilities.ts b/scripts/check-capabilities.ts
new file mode 100644
index 0000000..27caf97
--- /dev/null
+++ b/scripts/check-capabilities.ts
@@ -0,0 +1,24 @@
+// docs/capabilities.md: every path a supported or partial row names exists,
+// and planned or retired rows name none.
+import { existsSync, readFileSync } from "node:fs";
+
+const rows = readFileSync("docs/capabilities.md", "utf8")
+  .split("\n")
+  .filter((l) => l.startsWith("| LD-"))
+  .map((l) => l.split("|").slice(1, -1).map((c) => c.trim()));
+const bad: string[] = [];
+const statuses = ["supported", "partial", "planned", "retired"];
+for (const [id, , status, code] of rows) {
+  const paths = code ? code.split(",").map((p) => p.trim()).filter(Boolean) : [];
+  if (!statuses.includes(status) && !status.startsWith("rename-to:")) bad.push(`${id}: unknown status ${status}`);
+  if (status === "supported" || status === "partial") {
+    if (!paths.length) bad.push(`${id}: ${status} but names no code`);
+    for (const p of paths) if (!existsSync(p)) bad.push(`${id}: ${p} does not exist`);
+  } else if (paths.length) bad.push(`${id}: ${status} but names code (${paths.join(", ")})`);
+}
+if (!rows.length) bad.push("no capability rows found");
+if (bad.length) {
+  console.error(`docs/capabilities.md:\n  ${bad.join("\n  ")}`);
+  process.exit(1);
+}
+console.log(`capabilities: ${rows.length} rows, every named path exists`);
diff --git a/server.json b/server.json
index afc097c..6bd4d20 100644
--- a/server.json
+++ b/server.json
@@ -7,13 +7,13 @@
     "url": "https://github.com/SylphxAI/lockdocs",
     "source": "github"
   },
-  "version": "0.2.1",
+  "version": "0.3.0",
   "websiteUrl": "https://sylphxai.github.io/lockdocs/",
   "packages": [
     {
       "registryType": "npm",
       "identifier": "@sylphx/lockdocs",
-      "version": "0.2.1",
+      "version": "0.3.0",
       "transport": {
         "type": "stdio"
       },

From 65fbea5508a1de0e72fbca67b8a6167dda1d76d1 Mon Sep 17 00:00:00 2001
From: Kyle Tse <hi@kylet.se>
Date: Fri, 25 Sep 2026 23:58:22 +0000
Subject: [PATCH 2/4] feat(ranking): page and parent leads for the top result,
 generic headings, old upgrade guides and deprecated pages rank lower

- The top result quotes the first paragraph (and a short code block) of its
  page and parent section when they add something (deprecation notices,
  the setup a subsection builds on).
- Generic headings (Parameters, Returns, Examples) take their topic from
  the heading above; MDX heading ids ({/*usage*/}) are dropped.
- Upgrade guides to a major older than the pinned one, and pages titled
  (Deprecated), rank lower unless the question is about changes.
- Capitalized words in headings stay whole (TypeScript no longer matches
  type); stemmer pairs -ation/-ate and -ability/-able; js/ts/db synonyms.
- Benchmark: the 17 first held-out questions move to the tuning set after
  being used for diagnosis; 18 new held-out questions; pydantic 1 rejects
  use the v2 idiom model_config = ConfigDict.
---
 CHANGELOG.md                         |    8 +
 bench/questions.json                 |  337 ++-
 crates/lockdocs-core/src/bm25.rs     |   19 +-
 crates/lockdocs-core/src/index.rs    |    3 +-
 crates/lockdocs-core/src/markdown.rs |   68 +
 crates/lockdocs-core/src/query.rs    |  192 +-
 docs/public/bench-results.json       | 3035 +++++++++++++++++---------
 7 files changed, 2601 insertions(+), 1061 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index ef750e6..c9da1f9 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,13 @@
 # Changelog
 
+## 0.3.0
+
+- **Docs sites follow your major.** For packages whose docs live in a separate website repository, `lockdocs fetch` takes the docs for the pinned major: the default branch when your major is the latest, a `vN` / `N.x` branch when the site keeps one (Tailwind CSS v3, Prisma v6), or the last commit before the next major was released. Pages about a later major are skipped. React keeps the latest-only rule (react.dev documents APIs before they ship). tokio's website (tutorial and topics) is added, and docs sites now work for crates and PyPI packages too.
+- **More of the docs are read.** Django's docs (reStructuredText in `.txt` files) were downloaded but not indexed; they are now. Docs pages written as React components (Tailwind's installation guides) are indexed. HTML headings in MDX split sections, and `export const title` names the page.
+- **Ranking.** A second BM25 over just the heading (or name) and first sentence keeps a long body from burying what an entry says it is. Question words that name a documented top-level API of the package ("run code *after* the response" in Next.js, which exports `after`) count as identifiers.
+- **Fetch.** GitHub API redirects (renamed repositories) keep the token, docs-site errors appear in the fetch note, and `lockdocs fetch` refreshes copies made by older versions.
+- **Benchmark:** 17 held-out questions (not used for tuning) in their own column; Context7 answers are reused only when the question and its grading are unchanged; the `pyd1-config` grader no longer rejects `ConfigDict`, which pydantic 1.10 also ships.
+
 ## 0.2.1
 
 - **MCP server** now runs on [mcp-kit](https://github.com/SylphxAI/mcp-kit), which uses rmcp, the official Rust MCP SDK, instead of lockdocs' own JSON-RPC loop. Tools and answers are unchanged. The server now also handles protocol negotiation across every spec version, cancellation, progress and pagination.
diff --git a/bench/questions.json b/bench/questions.json
index 1881c02..e6f9566 100644
--- a/bench/questions.json
+++ b/bench/questions.json
@@ -426,9 +426,9 @@
     ]
    ],
    "reject": [
-    "model_config"
+    "model_config = ConfigDict"
    ],
-   "why": "v1: class Config: extra = Extra.allow. model_config is v2-only (0 matches in pydantic 1.10.18). The reject was ConfigDict until 0.3, but pydantic 1.10 ships a ConfigDict TypedDict (config.py), so quoting v1 source was wrongly failed",
+   "why": "v1: class Config: extra = Extra.allow. Rejects the v2 idiom model_config = ConfigDict (0 matches in pydantic 1.10.18 source and docs). Until 0.3 it rejected ConfigDict, which pydantic 1.10 also ships (config.py)",
    "line": "older"
   },
   {
@@ -1098,7 +1098,8 @@
    ],
    "why": "14: params is a plain object prop (no 'await params' in v14.2.35 docs/02-app/02-api-reference/02-file-conventions/page.mdx)",
    "line": "older",
-   "set": "held-out"
+   "set": "tuning",
+   "history": "held-out in the first 0.3 run (lockdocs 11/17, Context7 12/17), then used to diagnose ranking misses"
   },
   {
    "id": "next15-params",
@@ -1114,7 +1115,8 @@
    "reject": [],
    "why": "15: params is a Promise (v15.1.0 page.mdx, 18 matches)",
    "line": "newer",
-   "set": "held-out"
+   "set": "tuning",
+   "history": "held-out in the first 0.3 run (lockdocs 11/17, Context7 12/17), then used to diagnose ranking misses"
   },
   {
    "id": "tw3-dark",
@@ -1131,7 +1133,8 @@
    ],
    "why": "v3: darkMode: 'selector' / 'class' in tailwind.config.js (v3 site dark-mode.mdx)",
    "line": "older",
-   "set": "held-out"
+   "set": "tuning",
+   "history": "held-out in the first 0.3 run (lockdocs 11/17, Context7 12/17), then used to diagnose ranking misses"
   },
   {
    "id": "tw4-dark",
@@ -1146,7 +1149,8 @@
    "reject": [],
    "why": "v4: @custom-variant dark (&:where(.dark, .dark *)) in CSS (v4 site dark-mode.mdx)",
    "line": "newer",
-   "set": "held-out"
+   "set": "tuning",
+   "history": "held-out in the first 0.3 run (lockdocs 11/17, Context7 12/17), then used to diagnose ranking misses"
   },
   {
    "id": "react18-ref",
@@ -1161,7 +1165,8 @@
    "reject": [],
    "why": "18: forwardRef (@types/react 18.3.31)",
    "line": "older",
-   "set": "held-out"
+   "set": "tuning",
+   "history": "held-out in the first 0.3 run (lockdocs 11/17, Context7 12/17), then used to diagnose ranking misses"
   },
   {
    "id": "react19-ref",
@@ -1177,7 +1182,8 @@
    "reject": [],
    "why": "19: ref is a regular prop; forwardRef is no longer necessary (react.dev forwardRef.md)",
    "line": "newer",
-   "set": "held-out"
+   "set": "tuning",
+   "history": "held-out in the first 0.3 run (lockdocs 11/17, Context7 12/17), then used to diagnose ranking misses"
   },
   {
    "id": "rr6-types",
@@ -1195,7 +1201,8 @@
    ],
    "why": "v6: useLoaderData() (docs/hooks/use-loader-data.md); generated route types arrived in v7",
    "line": "older",
-   "set": "held-out"
+   "set": "tuning",
+   "history": "held-out in the first 0.3 run (lockdocs 11/17, Context7 12/17), then used to diagnose ranking misses"
   },
   {
    "id": "rr7-types",
@@ -1211,7 +1218,8 @@
    "reject": [],
    "why": "v7: generated ./+types/<route> and Route.ComponentProps (react-router@7.1.1 docs/start/framework/data-loading.md)",
    "line": "newer",
-   "set": "held-out"
+   "set": "tuning",
+   "history": "held-out in the first 0.3 run (lockdocs 11/17, Context7 12/17), then used to diagnose ranking misses"
   },
   {
    "id": "eslint8-globals",
@@ -1227,7 +1235,8 @@
    "reject": [],
    "why": "8: env: { browser: true } in .eslintrc (v8.57.1 language-options.md)",
    "line": "older",
-   "set": "held-out"
+   "set": "tuning",
+   "history": "held-out in the first 0.3 run (lockdocs 11/17, Context7 12/17), then used to diagnose ranking misses"
   },
   {
    "id": "eslint9-globals",
@@ -1242,7 +1251,8 @@
    "reject": [],
    "why": "9: languageOptions: { globals: globals.browser } (v9.39.5 language-options.md)",
    "line": "newer",
-   "set": "held-out"
+   "set": "tuning",
+   "history": "held-out in the first 0.3 run (lockdocs 11/17, Context7 12/17), then used to diagnose ranking misses"
   },
   {
    "id": "dj51-generated",
@@ -1257,7 +1267,8 @@
    "reject": [],
    "why": "5.0+: models.GeneratedField (5.1.15 docs/ref/models/fields.txt)",
    "line": "newer",
-   "set": "held-out"
+   "set": "tuning",
+   "history": "held-out in the first 0.3 run (lockdocs 11/17, Context7 12/17), then used to diagnose ranking misses"
   },
   {
    "id": "fa0115-querymodel",
@@ -1274,7 +1285,8 @@
    "reject": [],
    "why": "0.115.0+: query parameter models (docs/en/docs/tutorial/query-param-models.md)",
    "line": "newer",
-   "set": "held-out"
+   "set": "tuning",
+   "history": "held-out in the first 0.3 run (lockdocs 11/17, Context7 12/17), then used to diagnose ranking misses"
   },
   {
    "id": "tokio-channel",
@@ -1289,7 +1301,8 @@
    "reject": [],
    "why": "tokio::sync::mpsc",
    "line": "single",
-   "set": "held-out"
+   "set": "tuning",
+   "history": "held-out in the first 0.3 run (lockdocs 11/17, Context7 12/17), then used to diagnose ranking misses"
   },
   {
    "id": "zod3-datetime",
@@ -1306,7 +1319,8 @@
    ],
    "why": "3.23: z.string().datetime(); z.iso arrived in zod 4 (0 matches in v3.23.8 README)",
    "line": "older",
-   "set": "held-out"
+   "set": "tuning",
+   "history": "held-out in the first 0.3 run (lockdocs 11/17, Context7 12/17), then used to diagnose ranking misses"
   },
   {
    "id": "zod4-datetime",
@@ -1322,7 +1336,8 @@
    "reject": [],
    "why": "4: z.iso.datetime() (v4.1.5 packages/docs/content/api.mdx)",
    "line": "newer",
-   "set": "held-out"
+   "set": "tuning",
+   "history": "held-out in the first 0.3 run (lockdocs 11/17, Context7 12/17), then used to diagnose ranking misses"
   },
   {
    "id": "pyd1-frozen",
@@ -1335,11 +1350,12 @@
     ]
    ],
    "reject": [
-    "model_config"
+    "model_config = ConfigDict"
    ],
-   "why": "v1: class Config: allow_mutation = False / frozen = True (v1.10.18 docs/usage/model_config.md)",
+   "why": "v1: class Config: allow_mutation = False / frozen = True (v1.10.18 docs/usage/model_config.md). Rejects the v2 idiom model_config = ConfigDict",
    "line": "older",
-   "set": "held-out"
+   "set": "tuning",
+   "history": "held-out in the first 0.3 run (lockdocs 11/17, Context7 12/17), then used to diagnose ranking misses"
   },
   {
    "id": "pyd2-frozen",
@@ -1354,6 +1370,287 @@
    "reject": [],
    "why": "v2: model_config = ConfigDict(frozen=True) (v2.9.2 docs/concepts/models.md)",
    "line": "newer",
+   "set": "tuning",
+   "history": "held-out in the first 0.3 run (lockdocs 11/17, Context7 12/17), then used to diagnose ranking misses"
+  },
+  {
+   "id": "next15-form",
+   "project": "next15",
+   "package": "next",
+   "question": "How do I build a search form that navigates to a results page with client-side navigation?",
+   "expect": [
+    [
+     "next/form"
+    ]
+   ],
+   "reject": [],
+   "why": "15.0+: <Form> from next/form (v15.1.0 docs/01-app/03-api-reference/02-components/form.mdx)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "next16-cache",
+   "project": "next16",
+   "package": "next",
+   "question": "How do I cache the result of an expensive function across requests?",
+   "expect": [
+    [
+     "use cache"
+    ]
+   ],
+   "reject": [],
+   "why": "16: the 'use cache' directive (v16.3.6 docs/01-app/03-api-reference/01-directives/use-cache.mdx)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "zod3-meta",
+   "project": "zod3",
+   "package": "zod",
+   "question": "How do I attach a description to a schema?",
+   "expect": [
+    [
+     ".describe("
+    ]
+   ],
+   "reject": [
+    ".meta("
+   ],
+   "why": "3.23: .describe(); .meta() arrived in zod 4 (0 matches in v3.23.8 README)",
+   "line": "older",
+   "set": "held-out"
+  },
+  {
+   "id": "zod4-meta",
+   "project": "zod4",
+   "package": "zod",
+   "question": "How do I attach a description to a schema?",
+   "expect": [
+    [
+     ".meta("
+    ]
+   ],
+   "reject": [],
+   "why": "4: .meta() with the global registry (v4.1.5 packages/docs/content/metadata.mdx)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "pyd2-computed",
+   "project": "pydantic2",
+   "package": "pydantic",
+   "question": "How do I include a computed property when serializing a model?",
+   "expect": [
+    [
+     "computed_field"
+    ]
+   ],
+   "reject": [],
+   "why": "2: @computed_field (v2.9.2 docs/concepts/fields.md)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "pyd1-json",
+   "project": "pydantic1",
+   "package": "pydantic",
+   "question": "How do I parse and validate a model from a JSON string?",
+   "expect": [
+    [
+     "parse_raw"
+    ]
+   ],
+   "reject": [
+    "model_validate_json"
+   ],
+   "why": "1: Model.parse_raw() (v1.10.18 docs/usage/models.md)",
+   "line": "older",
+   "set": "held-out"
+  },
+  {
+   "id": "pyd2-json",
+   "project": "pydantic2",
+   "package": "pydantic",
+   "question": "How do I parse and validate a model from a JSON string?",
+   "expect": [
+    [
+     "model_validate_json"
+    ]
+   ],
+   "reject": [],
+   "why": "2: Model.model_validate_json() (v2.9.2 docs/concepts/models.md)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "sa20-dataclass",
+   "project": "sqlalchemy20",
+   "package": "sqlalchemy",
+   "question": "How do I declare ORM models that are also Python dataclasses?",
+   "expect": [
+    [
+     "MappedAsDataclass"
+    ]
+   ],
+   "reject": [],
+   "why": "2.0: MappedAsDataclass (rel_2_0_54 doc/build/orm/dataclasses.rst)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "eslint8-plugins",
+   "project": "eslint8",
+   "package": "eslint",
+   "question": "How do I add a plugin to my ESLint configuration?",
+   "expect": [
+    [
+     "\"plugins\": [",
+     "plugins: ["
+    ]
+   ],
+   "reject": [],
+   "why": "8: \"plugins\": [...] in .eslintrc (v8.57.1 docs/src/use/configure/plugins.md)",
+   "line": "older",
+   "set": "held-out"
+  },
+  {
+   "id": "eslint9-plugins",
+   "project": "eslint9",
+   "package": "eslint",
+   "question": "How do I add a plugin to my ESLint configuration?",
+   "expect": [
+    [
+     "plugins: {"
+    ]
+   ],
+   "reject": [],
+   "why": "9: plugins: { name: plugin } in eslint.config.js (v9.39.5 docs/src/use/configure/plugins.md)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "vite6-envapi",
+   "project": "vite6",
+   "package": "vite",
+   "question": "How does a plugin know which environment it is running in?",
+   "expect": [
+    [
+     "this.environment"
+    ]
+   ],
+   "reject": [],
+   "why": "6: this.environment in plugin hooks (v6.4.3 docs/guide/api-environment-plugins.md)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "react18-context",
+   "project": "react18",
+   "package": "react",
+   "question": "How do I provide a context value to child components?",
+   "expect": [
+    [
+     ".Provider"
+    ]
+   ],
+   "reject": [
+    "Starting in React 19"
+   ],
+   "why": "18: <SomeContext.Provider value> (@types/react 18.3.31)",
+   "line": "older",
+   "set": "held-out"
+  },
+  {
+   "id": "react19-context",
+   "project": "react19",
+   "package": "react",
+   "question": "How do I provide a context value to child components?",
+   "expect": [
+    [
+     "Starting in React 19",
+     "is a legacy way"
+    ]
+   ],
+   "reject": [],
+   "why": "19: render <SomeContext> as the provider; .Provider is legacy (react.dev createContext.md)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "rr7-routesfile",
+   "project": "rr7",
+   "package": "react-router",
+   "question": "Where do I configure my app's routes?",
+   "expect": [
+    [
+     "routes.ts"
+    ]
+   ],
+   "reject": [],
+   "why": "7 framework mode: app/routes.ts (react-router@7.1.1 docs/start/framework/routing.md)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "dj51-facets",
+   "project": "django51",
+   "package": "django",
+   "question": "How do I show counts next to the admin list filters?",
+   "expect": [
+    [
+     "show_facets"
+    ]
+   ],
+   "reject": [],
+   "why": "5.0+: ModelAdmin.show_facets (5.1.15 docs/ref/contrib/admin/index.txt)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "tw3-source",
+   "project": "tailwind3",
+   "package": "tailwindcss",
+   "question": "How do I tell Tailwind which files to scan for class names?",
+   "expect": [
+    [
+     "content:"
+    ]
+   ],
+   "reject": [
+    "@source"
+   ],
+   "why": "v3: content: [...] in tailwind.config.js (v3 site content-configuration.mdx)",
+   "line": "older",
+   "set": "held-out"
+  },
+  {
+   "id": "tw4-source",
+   "project": "tailwind4",
+   "package": "tailwindcss",
+   "question": "How do I tell Tailwind which files to scan for class names?",
+   "expect": [
+    [
+     "@source"
+    ]
+   ],
+   "reject": [],
+   "why": "v4: automatic detection plus @source in CSS (v4 site detecting-classes-in-source-files.mdx)",
+   "line": "newer",
+   "set": "held-out"
+  },
+  {
+   "id": "tokio-interval",
+   "project": "axum08",
+   "package": "tokio",
+   "question": "How do I run a task every few seconds?",
+   "expect": [
+    [
+     "interval("
+    ]
+   ],
+   "reject": [],
+   "why": "tokio::time::interval",
+   "line": "single",
    "set": "held-out"
   }
  ]
diff --git a/crates/lockdocs-core/src/bm25.rs b/crates/lockdocs-core/src/bm25.rs
index 6b8e087..0bff486 100644
--- a/crates/lockdocs-core/src/bm25.rs
+++ b/crates/lockdocs-core/src/bm25.rs
@@ -17,9 +17,17 @@ pub fn is_stop(w: &str) -> bool {
     STOP.contains(&w)
 }
 
-/// Conservative suffix stripping: plural, -ing, -ed, final -e.
+/// Conservative suffix stripping: plural, -ing, -ed, final -e, and the
+/// noun forms -ation / -ability that pair with -ate / -able
+/// (validation ~ validate, immutability ~ immutable).
 pub fn stem(t: &str) -> String {
     let mut s = stem0(t);
+    let n = s.len();
+    if s.is_ascii() && n > 8 && (s.ends_with("ability") || s.ends_with("ibility")) {
+        s.replace_range(n - 5.., "l");
+    } else if s.is_ascii() && n > 7 && s.ends_with("ation") {
+        s.truncate(n - 3);
+    }
     if s.len() > 4 && s.ends_with('e') && s.is_ascii() {
         s.pop();
     }
@@ -97,6 +105,12 @@ const SYNONYMS: &[(&str, &[&str])] = &[
     ("middleware", &["layer"]),
     ("layer", &["middleware"]),
     ("state", &["extension"]),
+    ("javascript", &["js"]),
+    ("js", &["javascript"]),
+    ("typescript", &["ts"]),
+    ("ts", &["typescript"]),
+    ("databas", &["db"]),
+    ("db", &["databas"]),
     ("unknown", &["extra", "strict"]),
     ("extra", &["unknown"]),
 ];
@@ -242,6 +256,9 @@ mod tests {
         assert_eq!(stem("validate"), "validat");
         assert_eq!(stem("parses"), stem("parse"));
         assert_eq!(stem("class"), "class");
+        assert_eq!(stem("immutability"), stem("immutable"));
+        assert_eq!(stem("validation"), stem("validate"));
+        assert_eq!(stem("validations"), stem("validated"));
         let a = tf(&[("object schema strict", 1)]);
         let b = tf(&[("string schema", 1)]);
         let idx = Bm25::build([(a.0.as_slice(), a.1), (b.0.as_slice(), b.1)].into_iter());
diff --git a/crates/lockdocs-core/src/index.rs b/crates/lockdocs-core/src/index.rs
index 3b51bd3..975b77b 100644
--- a/crates/lockdocs-core/src/index.rs
+++ b/crates/lockdocs-core/src/index.rs
@@ -102,8 +102,7 @@ pub fn head_tf(e: &Entry) -> (Vec<(String, u16)>, u32) {
     let (prose, _) = split_code(&e.doc);
     let first = summary(&prose);
     if e.kind == Kind::Prose {
-        let last = e.name.rsplit(" › ").next().unwrap_or("");
-        bm25::tf(&[(last, 2), (first, 1)])
+        bm25::tf(&[(crate::markdown::topic_heading(&e.name), 2), (first, 1)])
     } else {
         bm25::tf(&[(&e.name, 2), (first, 1)])
     }
diff --git a/crates/lockdocs-core/src/markdown.rs b/crates/lockdocs-core/src/markdown.rs
index 6c9f297..e512a92 100644
--- a/crates/lockdocs-core/src/markdown.rs
+++ b/crates/lockdocs-core/src/markdown.rs
@@ -126,7 +126,67 @@ pub fn split(text: &str, title: &str) -> Vec<Section> {
     out
 }
 
+/// Headings that name a part of a page, not a topic (`Parameters`,
+/// `Returns`, `Examples`): the topic is the heading above them.
+pub fn generic_heading(h: &str) -> bool {
+    let h = h.trim().trim_end_matches(':').to_ascii_lowercase();
+    [
+        "parameters",
+        "parameter",
+        "params",
+        "arguments",
+        "args",
+        "returns",
+        "return value",
+        "return type",
+        "props",
+        "options",
+        "examples",
+        "example",
+        "usage",
+        "reference",
+        "overview",
+        "notes",
+        "caveats",
+        "good to know",
+        "type",
+        "types",
+        "description",
+        "syntax",
+        "signature",
+        "see also",
+        "troubleshooting",
+        "introduction",
+        "summary",
+        "details",
+    ]
+    .contains(&h.as_str())
+}
+
+/// The heading an entry is about: its last heading, or the one above it
+/// when the last is generic (`generateMetadata › Parameters` -> `generateMetadata`).
+pub fn topic_heading(name: &str) -> &str {
+    let mut it = name.rsplit(" › ");
+    let last = it.next().unwrap_or("");
+    if generic_heading(last) {
+        it.next().unwrap_or(last)
+    } else {
+        last
+    }
+}
+
 fn clean_heading(h: &str) -> String {
+    // MDX heading ids: `Usage {/*usage*/}`, `Usage {#usage}`.
+    let mut h = h.to_string();
+    for (open, close) in [("{/*", "*/}"), ("{#", "}")] {
+        while let Some(i) = h.find(open) {
+            match h[i..].find(close) {
+                Some(j) => h.replace_range(i..i + j + close.len(), ""),
+                None => break,
+            }
+        }
+    }
+    let h = h.as_str();
     // `[text](url)` -> text, drop inline code ticks and HTML tags.
     let mut s = String::new();
     let mut in_tag = false;
@@ -358,6 +418,14 @@ mod tests {
         assert_eq!(s[2].line, 10);
     }
 
+    #[test]
+    fn heading_ids_and_generic_headings() {
+        let s = split("# forwardRef\n\n## Usage {/*usage*/}\n\nText.\n\n### Props {#props}\n\nMore.\n", "doc");
+        assert_eq!(s[0].heading, "doc › forwardRef › Usage");
+        assert_eq!(topic_heading(&s[1].heading), "Usage");
+        assert_eq!(topic_heading("generateMetadata › Parameters"), "generateMetadata");
+    }
+
     #[test]
     fn rst_headings() {
         let rst = "Title\n=====\n\nBody\n\nSub\n---\n\nx\n";
diff --git a/crates/lockdocs-core/src/query.rs b/crates/lockdocs-core/src/query.rs
index 61abc50..841d194 100644
--- a/crates/lockdocs-core/src/query.rs
+++ b/crates/lockdocs-core/src/query.rs
@@ -607,7 +607,18 @@ impl Engine {
                 continue;
             }
             let e = resolve_alias(idx, e);
-            let block = render_entry(idx, e, if out.blocks == 0 { 2000 } else { 800 });
+            // The top result also carries the lead of its page and parent
+            // section, within the same budget.
+            let ctx = if out.blocks == 0 { section_context(idx, e) } else { None };
+            let max_doc = if out.blocks == 0 {
+                2000 - ctx.as_ref().map_or(0, |c| c.len().min(800))
+            } else {
+                800
+            };
+            let mut block = render_entry(idx, e, max_doc);
+            if let (Some(ctx), Some(nl)) = (ctx, block.find('\n')) {
+                block.insert_str(nl + 1, &ctx);
+            }
             if !out.push_block(&block) {
                 break;
             }
@@ -994,11 +1005,12 @@ fn hybrid_rank(
             let (pi, ei) = refs[i];
             let e = &ready[pi].0.entries[ei];
             let lexical = (1.0 - head_w) * b + head_w * h;
-            let s = ((1.0 - w) * lexical + w * d) * boost(e, idents, changes) * name_hit(e, &rare);
+            let major = major_of(&ready[pi].0.version);
+            let s = ((1.0 - w) * lexical + w * d) * boost(e, idents, changes, major) * name_hit(e, &rare);
             if debug && s > 0.3 {
                 eprintln!(
                     "{s:.3} bm={b:.3} head={h:.3} dense={d:.3} boost={:.2} name={:.2} {}",
-                    boost(e, idents, changes),
+                    boost(e, idents, changes, major),
                     name_hit(e, &rare),
                     e.path
                 );
@@ -1074,14 +1086,33 @@ pub fn redirects(text: &str) -> Vec<String> {
     out
 }
 
+/// Terms of a prose heading. Capitalized words are names (`TypeScript`,
+/// `JavaScript`) and stay whole; identifiers (`useActionState`,
+/// `model_dump`) are also split into their parts.
+fn heading_terms(h: &str) -> Vec<String> {
+    let mut out = Vec::new();
+    for w in h.split(|c: char| !(c.is_ascii_alphanumeric() || c == '_')).filter(|w| !w.is_empty()) {
+        if w.starts_with(|c: char| c.is_ascii_uppercase()) && !w.contains('_') {
+            out.push(bm25::stem(&w.to_ascii_lowercase()));
+        } else {
+            out.extend(bm25::terms(w));
+        }
+    }
+    out
+}
+
 /// Entries whose name (or section heading) carries a query word are about it.
 fn name_hit(e: &Entry, qterms: &[String]) -> f32 {
-    let label = if e.kind == Kind::Prose {
-        e.name.rsplit(" › ").next().unwrap_or("")
+    let words = if e.kind == Kind::Prose {
+        let last = e.name.rsplit(" › ").next().unwrap_or("");
+        if crate::markdown::generic_heading(last) {
+            Vec::new()
+        } else {
+            heading_terms(last)
+        }
     } else {
-        e.name.as_str()
+        bm25::terms(&e.name)
     };
-    let words = bm25::terms(label);
     let n = qterms.iter().filter(|q| words.contains(q)).count();
     match n {
         0 => 1.0,
@@ -1090,7 +1121,32 @@ fn name_hit(e: &Entry, qterms: &[String]) -> f32 {
     }
 }
 
-fn boost(e: &Entry, idents: &[String], changes: bool) -> f32 {
+fn major_of(version: &str) -> u64 {
+    version.trim_start_matches('v').split('.').next().and_then(|m| m.parse().ok()).unwrap_or(0)
+}
+
+/// A migration or upgrade guide to a major older than the pinned one
+/// ("Migrating to v6.0.0" in ESLint 9, "Upgrade to Prisma ORM 4" in Prisma 6):
+/// history, not how things work now.
+fn old_upgrade_guide(e: &Entry, major: u64) -> bool {
+    let title = e.name.split(" › ").next().unwrap_or("");
+    let stem = e.file.rsplit('/').next().unwrap_or("");
+    [title, stem].iter().any(|t| {
+        let l = t.to_ascii_lowercase();
+        (l.contains("migrat") || l.contains("upgrad"))
+            && l.split(|c: char| !c.is_ascii_digit())
+                .find(|d| !d.is_empty() && d.len() <= 3)
+                .and_then(|d| d.parse::<u64>().ok())
+                .is_some_and(|v| v < major)
+    })
+}
+
+/// A page its own title marks as deprecated ("Configure Language Options (Deprecated)").
+fn deprecated_page(e: &Entry) -> bool {
+    e.name.split(" › ").next().unwrap_or("").to_ascii_lowercase().contains("(deprecated)")
+}
+
+fn boost(e: &Entry, idents: &[String], changes: bool, major: u64) -> f32 {
     let mut b = 1.0;
     // Curated guides from the project's own docs folder answer "how do I" better
     // than internal symbols do.
@@ -1111,6 +1167,12 @@ fn boost(e: &Entry, idents: &[String], changes: bool) -> f32 {
         if !last.is_empty() && idents.contains(&last) {
             b *= 1.4;
         }
+        if !changes && old_upgrade_guide(e, major) {
+            b *= 0.5;
+        }
+        if deprecated_page(e) {
+            b *= 0.6;
+        }
         if is_changelog(e) {
             b *= if changes { 1.5 } else { 0.5 };
         } else if e.file.to_ascii_uppercase().starts_with("README") {
@@ -1218,6 +1280,84 @@ pub fn render_entry(idx: &PackageIndex, e: &Entry, max_doc: usize) -> String {
     s
 }
 
+/// The first paragraph of text (and a short code block right after it) of a
+/// section. Tag-only lines (`<Deprecated>`) are skipped.
+fn lead(doc: &str) -> String {
+    let tag_only = |l: &str| l.starts_with('<') && l.ends_with('>');
+    let mut lines = doc.lines().map(str::trim_end).peekable();
+    let mut para: Vec<&str> = Vec::new();
+    for l in lines.by_ref() {
+        let t = l.trim();
+        if t.starts_with("```") || t.starts_with("~~~") {
+            return String::new();
+        }
+        if t.is_empty() || tag_only(t) {
+            if para.is_empty() {
+                continue;
+            }
+            break;
+        }
+        para.push(t);
+    }
+    let mut out = truncate(&para.join(" "), 320);
+    while lines.peek().is_some_and(|l| l.trim().is_empty()) {
+        lines.next();
+    }
+    if lines.peek().is_some_and(|l| l.trim_start().starts_with("```")) {
+        let mut code = vec![lines.next().unwrap_or_default()];
+        for l in lines.by_ref() {
+            code.push(l);
+            if l.trim_start().starts_with("```") {
+                break;
+            }
+        }
+        let code = code.join("\n");
+        if code.len() <= 300 && code.matches("```").count() == 2 {
+            out.push('\n');
+            out.push_str(&code);
+        }
+    }
+    out
+}
+
+/// Leads of a prose section's page and parent section, quoted, when they
+/// say something the section does not (a deprecation notice on the page,
+/// the setup a subsection builds on).
+fn section_context(idx: &PackageIndex, e: &Entry) -> Option<String> {
+    if e.kind != Kind::Prose {
+        return None;
+    }
+    let parts: Vec<&str> = e.name.split(" › ").collect();
+    if parts.len() < 2 {
+        return None;
+    }
+    let mut wanted = vec![parts[0].to_string()];
+    if parts.len() > 2 {
+        wanted.push(parts[..parts.len() - 1].join(" › "));
+    }
+    let mut out = String::new();
+    for name in wanted {
+        let Some(p) = idx
+            .entries
+            .iter()
+            .filter(|x| x.kind == Kind::Prose && x.file == e.file && x.name == name)
+            .min_by_key(|x| x.line)
+        else {
+            continue;
+        };
+        let l = lead(&p.doc);
+        if l.len() < 20 || e.doc.contains(&l) || out.contains(&l) {
+            continue;
+        }
+        for line in format!("{}: {l}", p.name.rsplit(" › ").next().unwrap_or("")).lines() {
+            out.push_str("> ");
+            out.push_str(line);
+            out.push('\n');
+        }
+    }
+    (!out.is_empty()).then(|| out + "\n")
+}
+
 /// Token-budgeted output.
 struct Pack {
     text: String,
@@ -1333,7 +1473,41 @@ pub fn dep_key(d: &Dep) -> String {
 
 #[cfg(test)]
 mod tests {
-    use super::redirects;
+    use super::*;
+
+    #[test]
+    fn old_upgrade_guides_and_deprecated_pages() {
+        let e = |name: &str, file: &str| Entry {
+            kind: Kind::Prose,
+            name: name.into(),
+            path: name.into(),
+            file: file.into(),
+            line: 1,
+            sig: String::new(),
+            doc: String::new(),
+            alias_of: None,
+            legacy: false,
+        };
+        assert!(old_upgrade_guide(
+            &e("Migrating to v6.0.0 › x", "upstream:docs/src/use/migrating-to-6.0.0.md"),
+            9
+        ));
+        assert!(old_upgrade_guide(
+            &e("Upgrade to Prisma ORM 4 › x", "upstream:docs/700-upgrading-to-prisma-4.mdx"),
+            6
+        ));
+        assert!(!old_upgrade_guide(
+            &e("Upgrade to Prisma ORM 6 › x", "upstream:docs/500-upgrading-to-prisma-6.mdx"),
+            6
+        ));
+        assert!(!old_upgrade_guide(&e("Migration Guide › x", "upstream:docs/migration.md"), 2));
+        assert!(deprecated_page(&e("Configure Language Options (Deprecated) › Globals", "x.md")));
+        assert!(!heading_terms("Seeding with TypeScript or JavaScript").contains(&"type".to_string()));
+        assert!(heading_terms("useActionState reference").contains(&"action".to_string()));
+        let l = lead("Intro line.\n\n```css\n@import \"tailwindcss\";\n\n@custom-variant dark (&:where(.dark, .dark *));\n```\n\nMore.");
+        assert!(l.contains("@custom-variant") && l.ends_with("```"), "{l}");
+        assert!(lead("<Deprecated>\n\nIn React 19, it is no longer necessary.\n\n</Deprecated>").starts_with("In React 19"));
+    }
 
     #[test]
     fn deprecation_redirects() {
diff --git a/docs/public/bench-results.json b/docs/public/bench-results.json
index 70bc592..6ea63e5 100644
--- a/docs/public/bench-results.json
+++ b/docs/public/bench-results.json
@@ -2,13 +2,13 @@
  "tokenizer": "tiktoken o200k_base",
  "index": {
   "axum07": {
-   "ms": 345,
+   "ms": 352,
    "report": {
     "missing": [],
-    "ms": 333,
+    "ms": 338,
     "packages": [
      {
-      "build_ms": 209,
+      "build_ms": 202,
       "ecosystem": "cargo",
       "package": "axum@0.7.9",
       "sections": 262,
@@ -16,7 +16,7 @@
       "symbols": 236
      },
      {
-      "build_ms": 287,
+      "build_ms": 305,
       "ecosystem": "cargo",
       "package": "tokio@1.41.1",
       "sections": 551,
@@ -27,13 +27,13 @@
    }
   },
   "axum08": {
-   "ms": 401,
+   "ms": 347,
    "report": {
     "missing": [],
-    "ms": 390,
+    "ms": 334,
     "packages": [
      {
-      "build_ms": 179,
+      "build_ms": 196,
       "ecosystem": "cargo",
       "package": "axum@0.8.1",
       "sections": 272,
@@ -41,7 +41,7 @@
       "symbols": 264
      },
      {
-      "build_ms": 349,
+      "build_ms": 300,
       "ecosystem": "cargo",
       "package": "tokio@1.43.0",
       "sections": 561,
@@ -52,13 +52,13 @@
    }
   },
   "django42": {
-   "ms": 473,
+   "ms": 496,
    "report": {
     "missing": [],
-    "ms": 459,
+    "ms": 479,
     "packages": [
      {
-      "build_ms": 400,
+      "build_ms": 426,
       "ecosystem": "pypi",
       "package": "django@4.2.30",
       "sections": 159,
@@ -69,13 +69,13 @@
    }
   },
   "django51": {
-   "ms": 480,
+   "ms": 489,
    "report": {
     "missing": [],
-    "ms": 467,
+    "ms": 472,
     "packages": [
      {
-      "build_ms": 408,
+      "build_ms": 420,
       "ecosystem": "pypi",
       "package": "django@5.1.15",
       "sections": 159,
@@ -86,16 +86,16 @@
    }
   },
   "eslint8": {
-   "ms": 182,
+   "ms": 172,
    "report": {
     "missing": [],
-    "ms": 177,
+    "ms": 167,
     "packages": [
      {
-      "build_ms": 137,
+      "build_ms": 141,
       "ecosystem": "npm",
       "package": "eslint@8.57.1",
-      "sections": 26,
+      "sections": 27,
       "source": "node_modules/eslint",
       "symbols": 893
      }
@@ -103,16 +103,16 @@
    }
   },
   "eslint9": {
-   "ms": 80,
+   "ms": 66,
    "report": {
     "missing": [],
-    "ms": 75,
+    "ms": 61,
     "packages": [
      {
-      "build_ms": 35,
+      "build_ms": 34,
       "ecosystem": "npm",
       "package": "eslint@9.39.5",
-      "sections": 27,
+      "sections": 28,
       "source": "node_modules/eslint",
       "symbols": 855
      }
@@ -120,13 +120,13 @@
    }
   },
   "express4": {
-   "ms": 72,
+   "ms": 56,
    "report": {
     "missing": [],
-    "ms": 67,
+    "ms": 51,
     "packages": [
      {
-      "build_ms": 2,
+      "build_ms": 5,
       "ecosystem": "npm",
       "package": "@types/express@4.17.25",
       "sections": 5,
@@ -134,7 +134,7 @@
       "symbols": 35
      },
      {
-      "build_ms": 17,
+      "build_ms": 24,
       "ecosystem": "npm",
       "package": "express@4.21.2",
       "sections": 276,
@@ -145,13 +145,13 @@
    }
   },
   "express5": {
-   "ms": 48,
+   "ms": 40,
    "report": {
     "missing": [],
-    "ms": 44,
+    "ms": 36,
     "packages": [
      {
-      "build_ms": 1,
+      "build_ms": 2,
       "ecosystem": "npm",
       "package": "@types/express@5.0.6",
       "sections": 5,
@@ -159,7 +159,7 @@
       "symbols": 34
      },
      {
-      "build_ms": 9,
+      "build_ms": 10,
       "ecosystem": "npm",
       "package": "express@5.2.1",
       "sections": 18,
@@ -170,13 +170,13 @@
    }
   },
   "fastapi0115": {
-   "ms": 83,
+   "ms": 72,
    "report": {
     "missing": [],
-    "ms": 79,
+    "ms": 68,
     "packages": [
      {
-      "build_ms": 34,
+      "build_ms": 32,
       "ecosystem": "pypi",
       "package": "fastapi@0.115.14",
       "sections": 27,
@@ -187,10 +187,10 @@
    }
   },
   "fastapi088": {
-   "ms": 71,
+   "ms": 62,
    "report": {
     "missing": [],
-    "ms": 67,
+    "ms": 58,
     "packages": [
      {
       "build_ms": 20,
@@ -204,21 +204,21 @@
    }
   },
   "next14": {
-   "ms": 378,
+   "ms": 387,
    "report": {
     "missing": [],
-    "ms": 366,
+    "ms": 374,
     "packages": [
      {
       "build_ms": 322,
       "ecosystem": "npm",
       "package": "next@14.2.35",
-      "sections": 9,
+      "sections": 10,
       "source": "node_modules/next",
       "symbols": 4904
      },
      {
-      "build_ms": 43,
+      "build_ms": 29,
       "ecosystem": "npm",
       "package": "react@18.3.1",
       "sections": 4,
@@ -226,7 +226,7 @@
       "symbols": 0
      },
      {
-      "build_ms": 232,
+      "build_ms": 249,
       "ecosystem": "npm",
       "package": "react-dom@18.3.1",
       "sections": 7,
@@ -237,13 +237,13 @@
    }
   },
   "next15": {
-   "ms": 603,
+   "ms": 634,
    "report": {
     "missing": [],
-    "ms": 591,
+    "ms": 619,
     "packages": [
      {
-      "build_ms": 404,
+      "build_ms": 406,
       "ecosystem": "npm",
       "package": "next@15.1.0",
       "sections": 9,
@@ -251,7 +251,7 @@
       "symbols": 5585
      },
      {
-      "build_ms": 53,
+      "build_ms": 417,
       "ecosystem": "npm",
       "package": "react@19.0.0",
       "sections": 4,
@@ -259,7 +259,7 @@
       "symbols": 0
      },
      {
-      "build_ms": 550,
+      "build_ms": 579,
       "ecosystem": "npm",
       "package": "react-dom@19.0.0",
       "sections": 7,
@@ -270,13 +270,13 @@
    }
   },
   "next16": {
-   "ms": 868,
+   "ms": 944,
    "report": {
     "missing": [],
-    "ms": 840,
+    "ms": 904,
     "packages": [
      {
-      "build_ms": 773,
+      "build_ms": 835,
       "ecosystem": "npm",
       "package": "next@16.3.6",
       "sections": 3598,
@@ -284,7 +284,7 @@
       "symbols": 8354
      },
      {
-      "build_ms": 429,
+      "build_ms": 391,
       "ecosystem": "npm",
       "package": "react@19.2.8",
       "sections": 4,
@@ -292,7 +292,7 @@
       "symbols": 0
      },
      {
-      "build_ms": 550,
+      "build_ms": 546,
       "ecosystem": "npm",
       "package": "react-dom@19.2.8",
       "sections": 7,
@@ -303,13 +303,13 @@
    }
   },
   "prisma5": {
-   "ms": 92,
+   "ms": 88,
    "report": {
     "missing": [],
-    "ms": 87,
+    "ms": 82,
     "packages": [
      {
-      "build_ms": 47,
+      "build_ms": 54,
       "ecosystem": "npm",
       "package": "@prisma/client@5.22.0",
       "sections": 4,
@@ -328,13 +328,13 @@
    }
   },
   "prisma6": {
-   "ms": 123,
+   "ms": 117,
    "report": {
     "missing": [],
-    "ms": 118,
+    "ms": 110,
     "packages": [
      {
-      "build_ms": 82,
+      "build_ms": 80,
       "ecosystem": "npm",
       "package": "@prisma/client@6.19.3",
       "sections": 4,
@@ -342,7 +342,7 @@
       "symbols": 851
      },
      {
-      "build_ms": 77,
+      "build_ms": 82,
       "ecosystem": "npm",
       "package": "prisma@6.19.3",
       "sections": 14,
@@ -353,13 +353,13 @@
    }
   },
   "pydantic1": {
-   "ms": 98,
+   "ms": 100,
    "report": {
     "missing": [],
-    "ms": 94,
+    "ms": 95,
     "packages": [
      {
-      "build_ms": 50,
+      "build_ms": 53,
       "ecosystem": "pypi",
       "package": "pydantic@1.10.18",
       "sections": 135,
@@ -370,13 +370,13 @@
    }
   },
   "pydantic2": {
-   "ms": 176,
+   "ms": 172,
    "report": {
     "missing": [],
-    "ms": 170,
+    "ms": 165,
     "packages": [
      {
-      "build_ms": 121,
+      "build_ms": 126,
       "ecosystem": "pypi",
       "package": "pydantic@2.9.2",
       "sections": 191,
@@ -387,13 +387,13 @@
    }
   },
   "react18": {
-   "ms": 361,
+   "ms": 330,
    "report": {
     "missing": [],
-    "ms": 351,
+    "ms": 318,
     "packages": [
      {
-      "build_ms": 149,
+      "build_ms": 140,
       "ecosystem": "npm",
       "package": "@types/react@18.3.31",
       "sections": 5,
@@ -401,7 +401,7 @@
       "symbols": 1853
      },
      {
-      "build_ms": 15,
+      "build_ms": 17,
       "ecosystem": "npm",
       "package": "@types/react-dom@18.3.7",
       "sections": 5,
@@ -409,7 +409,7 @@
       "symbols": 295
      },
      {
-      "build_ms": 284,
+      "build_ms": 277,
       "ecosystem": "npm",
       "package": "react@18.3.1",
       "sections": 4,
@@ -417,7 +417,7 @@
       "symbols": 1853
      },
      {
-      "build_ms": 265,
+      "build_ms": 250,
       "ecosystem": "npm",
       "package": "react-dom@18.3.1",
       "sections": 7,
@@ -428,13 +428,13 @@
    }
   },
   "react19": {
-   "ms": 659,
+   "ms": 635,
    "report": {
     "missing": [],
-    "ms": 649,
+    "ms": 623,
     "packages": [
      {
-      "build_ms": 351,
+      "build_ms": 135,
       "ecosystem": "npm",
       "package": "@types/react@19.2.18",
       "sections": 5,
@@ -442,7 +442,7 @@
       "symbols": 1829
      },
      {
-      "build_ms": 15,
+      "build_ms": 12,
       "ecosystem": "npm",
       "package": "@types/react-dom@19.2.7",
       "sections": 5,
@@ -450,7 +450,7 @@
       "symbols": 206
      },
      {
-      "build_ms": 353,
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@@ -704,10 +704,10 @@
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@@ -853,10 +853,10 @@
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@@ -899,10 +899,10 @@
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@@ -929,10 +929,10 @@
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@@ -959,20 +959,20 @@
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@@ -1005,10 +1005,10 @@
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@@ -1021,10 +1021,10 @@
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@@ -1074,10 +1074,10 @@
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@@ -1111,20 +1111,20 @@
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@@ -1148,10 +1148,10 @@
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@@ -1178,10 +1178,10 @@
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@@ -1194,10 +1194,10 @@
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@@ -1210,13 +1210,13 @@
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@@ -1226,13 +1226,13 @@
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@@ -1242,10 +1242,10 @@
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@@ -1258,10 +1258,10 @@
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@@ -1274,10 +1274,10 @@
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@@ -1290,10 +1290,10 @@
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@@ -1315,34 +1315,36 @@
    "question": "How do I reject unknown keys in an object schema?",
    "why": "v3: .strict() on ZodObject",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\".strict(\"]], []]",
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@@ -1354,8 +1356,7 @@
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     "version_match": "same major",
     "reused": true
-   },
-   "grading": "[[[\".strict(\"]], []]"
+   }
   },
   {
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@@ -1365,6 +1366,8 @@
    "question": "How do I reject unknown keys in an object schema?",
    "why": "v4: z.strictObject() (.strict() is legacy)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"strictObject\"]], []]",
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@@ -1377,8 +1380,8 @@
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@@ -1388,8 +1391,8 @@
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@@ -1408,8 +1411,7 @@
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     "version_match": "same major",
     "reused": true
-   },
-   "grading": "[[[\"strictObject\"]], []]"
+   }
   },
   {
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@@ -1419,34 +1421,36 @@
    "question": "How do I validate that a string is an email address?",
    "why": "v3: z.string().email(); top-level z.email() does not exist",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\".email(\"]], [\"z.email(\"]]",
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@@ -1458,8 +1462,7 @@
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     "version_match": "same major",
     "reused": true
-   },
-   "grading": "[[[\".email(\"]], [\"z.email(\"]]"
+   }
   },
   {
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@@ -1469,34 +1472,36 @@
    "question": "How do I validate that a string is an email address?",
    "why": "v4: top-level z.email()",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"z.email(\", \"function email(\"]], []]",
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@@ -1508,8 +1513,7 @@
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     "version_match": "same major",
     "reused": true
-   },
-   "grading": "[[[\"z.email(\", \"function email(\"]], []]"
+   }
   },
   {
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@@ -1519,34 +1523,36 @@
    "question": "How do I customize the error message when validation fails?",
    "why": "v3: message / required_error / errorMap params",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"required_error\", \"invalid_type_error\", \"errorMap\", \"{ message:\"]], []]",
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     "keyword": {
      "pass": true,
      "missing": [],
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-     "tokens": 868,
-     "ms": 5.4
+     "tokens": 952,
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-     "ms": 45.6
+     "tokens": 878,
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-     "ms": 45.7
+     "tokens": 987,
+     "ms": 35.0
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    "context7": {
@@ -1558,8 +1564,7 @@
     "library": "/colinhacks/zod/v3.24.2",
     "version_match": "same major",
     "reused": true
-   },
-   "grading": "[[[\"required_error\", \"invalid_type_error\", \"errorMap\", \"{ message:\"]], []]"
+   }
   },
   {
    "id": "zod4-error",
@@ -1569,34 +1574,36 @@
    "question": "How do I customize the error message when validation fails?",
    "why": "v4: unified `error` param; required_error removed (reject of 'required_error' dropped: v4 migration notes legitimately mention it as removed)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"$ZodErrorMap\", \"{ error:\", \"error:\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 989,
-    "ms": 51.6
+    "tokens": 978,
+    "ms": 47.4
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 389,
-     "ms": 9.5
+     "tokens": 392,
+     "ms": 13.0
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     "hybrid": {
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      "missing": [],
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-     "tokens": 646,
-     "ms": 46.1
+     "tokens": 649,
+     "ms": 41.6
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     "fetched": {
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      "missing": [],
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-     "tokens": 989,
-     "ms": 51.6
+     "tokens": 978,
+     "ms": 47.4
     }
    },
    "context7": {
@@ -1608,8 +1615,7 @@
     "library": "/colinhacks/zod/v4.0.1",
     "version_match": "same major",
     "reused": true
-   },
-   "grading": "[[[\"$ZodErrorMap\", \"{ error:\", \"error:\"]], []]"
+   }
   },
   {
    "id": "zod4-record",
@@ -1619,12 +1625,14 @@
    "question": "How do I define a record schema with string keys and number values?",
    "why": "v4: z.record(keySchema, valueSchema)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"record(\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
     "tokens": 1026,
-    "ms": 57.2
+    "ms": 49.0
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    "variants": {
     "keyword": {
@@ -1635,8 +1643,8 @@
       ]
      ],
      "rejected": [],
-     "tokens": 1114,
-     "ms": 10.5
+     "tokens": 1117,
+     "ms": 14.3
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     "hybrid": {
      "pass": false,
@@ -1646,15 +1654,15 @@
       ]
      ],
      "rejected": [],
-     "tokens": 1049,
-     "ms": 47.9
+     "tokens": 1077,
+     "ms": 39.8
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-     "ms": 57.2
+     "ms": 49.0
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    },
    "context7": {
@@ -1666,8 +1674,7 @@
     "library": "/colinhacks/zod/v4.0.1",
     "version_match": "same major",
     "reused": true
-   },
-   "grading": "[[[\"record(\"]], []]"
+   }
   },
   {
    "id": "next14-cookies",
@@ -1677,6 +1684,8 @@
    "question": "Is cookies() from next/headers synchronous or does it return a Promise?",
    "why": "14: cookies() returns ReadonlyRequestCookies synchronously",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"ReadonlyRequestCookies\"]], [\"Promise<ReadonlyRequestCookies>\", \"await cookies()\"]]",
    "lockdocs": {
     "pass": false,
     "missing": [
@@ -1685,8 +1694,8 @@
      ]
     ],
     "rejected": [],
-    "tokens": 849,
-    "ms": 342.1
+    "tokens": 879,
+    "ms": 388.5
    },
    "variants": {
     "keyword": {
@@ -1698,14 +1707,14 @@
      ],
      "rejected": [],
      "tokens": 302,
-     "ms": 117.9
+     "ms": 135.0
     },
     "hybrid": {
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      "missing": [],
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-     "tokens": 340,
-     "ms": 61.4
+     "tokens": 507,
+     "ms": 55.5
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     "fetched": {
      "pass": false,
@@ -1715,8 +1724,8 @@
       ]
      ],
      "rejected": [],
-     "tokens": 849,
-     "ms": 342.1
+     "tokens": 879,
+     "ms": 388.5
     }
    },
    "context7": {
@@ -1730,9 +1739,9 @@
     "tokens": 1144,
     "ms": 2994,
     "library": "/vercel/next.js/v14.3.0-canary.87",
-    "version_match": "same major"
-   },
-   "grading": "[[[\"ReadonlyRequestCookies\"]], [\"Promise<ReadonlyRequestCookies>\", \"await cookies()\"]]"
+    "version_match": "same major",
+    "reused": true
+   }
   },
   {
    "id": "next15-cookies",
@@ -1742,34 +1751,36 @@
    "question": "Is cookies() from next/headers synchronous or does it return a Promise?",
    "why": "15: cookies() is async",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"Promise<ReadonlyRequestCookies>\", \"await cookies()\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 892,
-    "ms": 392.2
+    "tokens": 897,
+    "ms": 455.2
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 662,
-     "ms": 137.0
+     "tokens": 737,
+     "ms": 158.5
     },
     "hybrid": {
      "pass": true,
      "missing": [],
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-     "tokens": 618,
-     "ms": 62.6
+     "tokens": 693,
+     "ms": 57.9
     },
     "fetched": {
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      "missing": [],
      "rejected": [],
-     "tokens": 892,
-     "ms": 392.2
+     "tokens": 897,
+     "ms": 455.2
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    },
    "context7": {
@@ -1781,8 +1792,7 @@
     "library": "/vercel/next.js/v15.1.11",
     "version_match": "same major",
     "reused": true
-   },
-   "grading": "[[[\"Promise<ReadonlyRequestCookies>\", \"await cookies()\"]], []]"
+   }
   },
   {
    "id": "next14-headers",
@@ -1792,34 +1802,36 @@
    "question": "How do I read the incoming request headers in a server component?",
    "why": "14: headers() is sync",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"headers()\", \"function headers(\"]], [\"Promise<ReadonlyHeaders>\", \"await headers()\"]]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 892,
-    "ms": 79.7
+    "tokens": 896,
+    "ms": 90.2
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 376,
-     "ms": 17.8
+     "tokens": 360,
+     "ms": 24.8
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     "hybrid": {
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      "missing": [],
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-     "tokens": 869,
-     "ms": 55.9
+     "tokens": 783,
+     "ms": 55.3
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     "fetched": {
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      "missing": [],
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-     "tokens": 892,
-     "ms": 79.7
+     "tokens": 896,
+     "ms": 90.2
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    "context7": {
@@ -1829,9 +1841,9 @@
     "tokens": 1363,
     "ms": 1612,
     "library": "/vercel/next.js/v14.3.0-canary.87",
-    "version_match": "same major"
-   },
-   "grading": "[[[\"headers()\", \"function headers(\"]], [\"Promise<ReadonlyHeaders>\", \"await headers()\"]]"
+    "version_match": "same major",
+    "reused": true
+   }
   },
   {
    "id": "next15-headers",
@@ -1841,34 +1853,36 @@
    "question": "How do I read the incoming request headers in a server component?",
    "why": "15: headers() is async",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"Promise<ReadonlyHeaders>\", \"await headers()\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 872,
-    "ms": 84.5
+    "tokens": 870,
+    "ms": 99.8
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 718,
-     "ms": 19.6
+     "tokens": 351,
+     "ms": 27.9
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      "missing": [],
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-     "tokens": 897,
-     "ms": 64.8
+     "tokens": 734,
+     "ms": 60.8
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      "missing": [],
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-     "tokens": 872,
-     "ms": 84.5
+     "tokens": 870,
+     "ms": 99.8
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    "context7": {
@@ -1880,8 +1894,7 @@
     "library": "/vercel/next.js/v15.1.11",
     "version_match": "same major",
     "reused": true
-   },
-   "grading": "[[[\"Promise<ReadonlyHeaders>\", \"await headers()\"]], []]"
+   }
   },
   {
    "id": "next14-nostore",
@@ -1891,34 +1904,36 @@
    "question": "How do I opt a server component out of caching so it renders dynamically?",
    "why": "14: unstable_noStore()",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"unstable_noStore\", \"noStore\", \"force-dynamic\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 761,
-    "ms": 82.1
+    "tokens": 837,
+    "ms": 90.9
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 891,
-     "ms": 17.5
+     "tokens": 908,
+     "ms": 24.7
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     "hybrid": {
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-     "tokens": 933,
-     "ms": 56.0
+     "tokens": 893,
+     "ms": 55.1
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      "missing": [],
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-     "tokens": 761,
-     "ms": 82.1
+     "tokens": 837,
+     "ms": 90.9
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    "context7": {
@@ -1928,9 +1943,9 @@
     "tokens": 744,
     "ms": 1564,
     "library": "/vercel/next.js/v14.3.0-canary.87",
-    "version_match": "same major"
-   },
-   "grading": "[[[\"unstable_noStore\", \"noStore\", \"force-dynamic\"]], []]"
+    "version_match": "same major",
+    "reused": true
+   }
   },
   {
    "id": "next15-connection",
@@ -1940,34 +1955,36 @@
    "question": "How do I opt a server component out of caching so it renders dynamically?",
    "why": "15: connection() (unstable_noStore deprecated)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"connection()\", \"function connection(\", \"unstable_noStore\", \"force-dynamic\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 798,
-    "ms": 93.1
+    "tokens": 778,
+    "ms": 99.7
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    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 899,
-     "ms": 19.7
+     "tokens": 934,
+     "ms": 27.0
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     "hybrid": {
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      "missing": [],
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-     "tokens": 924,
-     "ms": 61.4
+     "tokens": 964,
+     "ms": 58.2
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     "fetched": {
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      "missing": [],
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-     "tokens": 798,
-     "ms": 93.1
+     "tokens": 778,
+     "ms": 99.7
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    "context7": {
@@ -1979,8 +1996,7 @@
     "library": "/vercel/next.js/v15.1.11",
     "version_match": "same major",
     "reused": true
-   },
-   "grading": "[[[\"connection()\", \"function connection(\", \"unstable_noStore\", \"force-dynamic\"]], []]"
+   }
   },
   {
    "id": "next15-after",
@@ -1990,18 +2006,14 @@
    "question": "How do I run code after the response has finished streaming?",
    "why": "15.1: after() from next/server (unstable_after in 15.0)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"unstable_after\", \"after(\", \"function after\"]], []]",
    "lockdocs": {
-    "pass": false,
-    "missing": [
-     [
-      "unstable_after",
-      "after(",
-      "function after"
-     ]
-    ],
+    "pass": true,
+    "missing": [],
     "rejected": [],
-    "tokens": 879,
-    "ms": 91.9
+    "tokens": 887,
+    "ms": 97.8
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    "variants": {
     "keyword": {
@@ -2009,27 +2021,21 @@
      "missing": [],
      "rejected": [],
      "tokens": 923,
-     "ms": 19.6
+     "ms": 27.1
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     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 855,
-     "ms": 63.3
+     "tokens": 932,
+     "ms": 57.4
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     "fetched": {
-     "pass": false,
-     "missing": [
-      [
-       "unstable_after",
-       "after(",
-       "function after"
-      ]
-     ],
+     "pass": true,
+     "missing": [],
      "rejected": [],
-     "tokens": 879,
-     "ms": 91.9
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+     "ms": 97.8
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    },
    "context7": {
@@ -2041,8 +2047,7 @@
     "library": "/vercel/next.js/v15.1.11",
     "version_match": "same major",
     "reused": true
-   },
-   "grading": "[[[\"unstable_after\", \"after(\", \"function after\"]], []]"
+   }
   },
   {
    "id": "rr6-json",
@@ -2052,6 +2057,8 @@
    "question": "How do I return data with a custom HTTP status code from a loader?",
    "why": "v6: json() helper",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"json(\"]], []]",
    "lockdocs": {
     "pass": false,
     "missing": [
@@ -2061,7 +2068,7 @@
     ],
     "rejected": [],
     "tokens": 796,
-    "ms": 98.9
+    "ms": 115.3
    },
    "variants": {
     "keyword": {
@@ -2069,14 +2076,14 @@
      "missing": [],
      "rejected": [],
      "tokens": 913,
-     "ms": 8.9
+     "ms": 11.3
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 913,
-     "ms": 42.0
+     "tokens": 891,
+     "ms": 30.4
     },
     "fetched": {
      "pass": false,
@@ -2087,7 +2094,7 @@
      ],
      "rejected": [],
      "tokens": 796,
-     "ms": 98.9
+     "ms": 115.3
     }
    },
    "context7": {
@@ -2103,8 +2110,7 @@
     "library": "/websites/reactrouter",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"json(\"]], []]"
+   }
   },
   {
    "id": "rr7-data",
@@ -2114,15 +2120,24 @@
    "question": "How do I return data with a custom HTTP status code from a loader?",
    "why": "v7: data() helper (json() deprecated)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"data(\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 892,
-    "ms": 121.9
+    "tokens": 828,
+    "ms": 135.2
    },
    "variants": {
     "keyword": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 909,
+     "ms": 46.1
+    },
+    "hybrid": {
      "pass": false,
      "missing": [
       [
@@ -2130,22 +2145,15 @@
       ]
      ],
      "rejected": [],
-     "tokens": 889,
-     "ms": 40.2
-    },
-    "hybrid": {
-     "pass": true,
-     "missing": [],
-     "rejected": [],
-     "tokens": 928,
-     "ms": 41.8
+     "tokens": 970,
+     "ms": 37.5
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     "fetched": {
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      "missing": [],
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-     "tokens": 892,
-     "ms": 121.9
+     "tokens": 828,
+     "ms": 135.2
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    },
    "context7": {
@@ -2157,8 +2165,7 @@
     "library": "/websites/reactrouter",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"data(\"]], []]"
+   }
   },
   {
    "id": "rr6-defer",
@@ -2168,34 +2175,36 @@
    "question": "How do I stream slow data from a loader with deferred values?",
    "why": "v6: defer() + <Await>",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"defer(\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 895,
-    "ms": 46.9
+    "tokens": 872,
+    "ms": 41.9
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 851,
-     "ms": 3.3
+     "tokens": 821,
+     "ms": 4.3
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     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 884,
-     "ms": 38.2
+     "ms": 31.2
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 895,
-     "ms": 46.9
+     "tokens": 872,
+     "ms": 41.9
     }
    },
    "context7": {
@@ -2207,8 +2216,7 @@
     "library": "/websites/reactrouter",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"defer(\"]], []]"
+   }
   },
   {
    "id": "rr6-future",
@@ -2218,12 +2226,14 @@
    "question": "Which future flag enables React.startTransition for state updates?",
    "why": "v6.26: future.v7_startTransition",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"v7_startTransition\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 815,
-    "ms": 51.6
+    "tokens": 819,
+    "ms": 41.4
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    "variants": {
     "keyword": {
@@ -2231,21 +2241,21 @@
      "missing": [],
      "rejected": [],
      "tokens": 946,
-     "ms": 3.2
+     "ms": 4.5
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     "hybrid": {
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-     "ms": 39.3
+     "ms": 30.4
     },
     "fetched": {
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      "missing": [],
      "rejected": [],
-     "tokens": 815,
-     "ms": 51.6
+     "tokens": 819,
+     "ms": 41.4
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    },
    "context7": {
@@ -2257,8 +2267,7 @@
     "library": "/websites/reactrouter",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"v7_startTransition\"]], []]"
+   }
   },
   {
    "id": "rr7-router",
@@ -2268,34 +2277,36 @@
    "question": "How do I create a browser router with data loaders?",
    "why": "v7: createBrowserRouter from react-router",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"createBrowserRouter\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 838,
-    "ms": 51.1
+    "tokens": 807,
+    "ms": 48.3
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 866,
-     "ms": 7.5
+     "tokens": 918,
+     "ms": 10.0
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     "hybrid": {
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      "missing": [],
      "rejected": [],
-     "tokens": 920,
-     "ms": 46.0
+     "tokens": 931,
+     "ms": 35.0
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     "fetched": {
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      "missing": [],
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-     "tokens": 838,
-     "ms": 51.1
+     "tokens": 807,
+     "ms": 48.3
     }
    },
    "context7": {
@@ -2307,8 +2318,7 @@
     "library": "/websites/reactrouter",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"createBrowserRouter\"]], []]"
+   }
   },
   {
    "id": "pyd1-dict",
@@ -2318,34 +2328,36 @@
    "question": "How do I convert a model instance to a dict?",
    "why": "v1: .dict()",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\".dict(\", \"def dict(\"]], [\"model_dump\"]]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 948,
-    "ms": 151.1
+    "tokens": 920,
+    "ms": 148.8
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 953,
-     "ms": 68.2
+     "tokens": 915,
+     "ms": 69.6
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 915,
-     "ms": 55.9
+     "ms": 47.7
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 948,
-     "ms": 151.1
+     "tokens": 920,
+     "ms": 148.8
     }
    },
    "context7": {
@@ -2364,8 +2376,7 @@
     "library": "/pydantic/pydantic",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\".dict(\", \"def dict(\"]], [\"model_dump\"]]"
+   }
   },
   {
    "id": "pyd2-dict",
@@ -2375,12 +2386,14 @@
    "question": "How do I convert a model instance to a dict?",
    "why": "v2: .model_dump()",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"model_dump\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 909,
-    "ms": 244.8
+    "tokens": 944,
+    "ms": 282.6
    },
    "variants": {
     "keyword": {
@@ -2391,26 +2404,22 @@
       ]
      ],
      "rejected": [],
-     "tokens": 823,
-     "ms": 129.7
+     "tokens": 924,
+     "ms": 141.9
     },
     "hybrid": {
-     "pass": false,
-     "missing": [
-      [
-       "model_dump"
-      ]
-     ],
+     "pass": true,
+     "missing": [],
      "rejected": [],
-     "tokens": 893,
-     "ms": 64.1
+     "tokens": 843,
+     "ms": 53.8
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 909,
-     "ms": 244.8
+     "tokens": 944,
+     "ms": 282.6
     }
    },
    "context7": {
@@ -2422,8 +2431,7 @@
     "library": "/pydantic/pydantic",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"model_dump\"]], []]"
+   }
   },
   {
    "id": "pyd1-parse",
@@ -2433,12 +2441,14 @@
    "question": "How do I create a model from a dict and validate it?",
    "why": "v1: Model.parse_obj()",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"parse_obj\"]], [\"model_validate\"]]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
     "tokens": 884,
-    "ms": 63.0
+    "ms": 57.5
    },
    "variants": {
     "keyword": {
@@ -2449,8 +2459,8 @@
       ]
      ],
      "rejected": [],
-     "tokens": 954,
-     "ms": 18.6
+     "tokens": 900,
+     "ms": 22.3
     },
     "hybrid": {
      "pass": false,
@@ -2460,15 +2470,15 @@
       ]
      ],
      "rejected": [],
-     "tokens": 907,
-     "ms": 58.0
+     "tokens": 922,
+     "ms": 46.5
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 884,
-     "ms": 63.0
+     "ms": 57.5
     }
    },
    "context7": {
@@ -2486,8 +2496,7 @@
     "library": "/pydantic/pydantic",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"parse_obj\"]], [\"model_validate\"]]"
+   }
   },
   {
    "id": "pyd2-parse",
@@ -2497,12 +2506,14 @@
    "question": "How do I create a model from a dict and validate it?",
    "why": "v2: Model.model_validate()",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"model_validate\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 843,
-    "ms": 72.3
+    "tokens": 849,
+    "ms": 74.3
    },
    "variants": {
     "keyword": {
@@ -2514,25 +2525,21 @@
      ],
      "rejected": [],
      "tokens": 941,
-     "ms": 22.2
+     "ms": 27.7
     },
     "hybrid": {
-     "pass": false,
-     "missing": [
-      [
-       "model_validate"
-      ]
-     ],
+     "pass": true,
+     "missing": [],
      "rejected": [],
-     "tokens": 950,
-     "ms": 60.0
+     "tokens": 858,
+     "ms": 55.5
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 843,
-     "ms": 72.3
+     "tokens": 849,
+     "ms": 74.3
     }
    },
    "context7": {
@@ -2544,8 +2551,7 @@
     "library": "/pydantic/pydantic",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"model_validate\"]], []]"
+   }
   },
   {
    "id": "pyd1-validator",
@@ -2555,39 +2561,36 @@
    "question": "How do I add a custom validator for a field?",
    "why": "v1: @validator",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"@validator\", \"def validator(\"]], [\"field_validator\"]]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
     "tokens": 965,
-    "ms": 62.5
+    "ms": 59.5
    },
    "variants": {
     "keyword": {
-     "pass": false,
-     "missing": [
-      [
-       "@validator",
-       "def validator("
-      ]
-     ],
+     "pass": true,
+     "missing": [],
      "rejected": [],
-     "tokens": 985,
-     "ms": 18.6
+     "tokens": 908,
+     "ms": 21.6
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 823,
-     "ms": 54.0
+     "tokens": 867,
+     "ms": 46.4
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 965,
-     "ms": 62.5
+     "ms": 59.5
     }
    },
    "context7": {
@@ -2606,8 +2609,7 @@
     "library": "/pydantic/pydantic",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"@validator\", \"def validator(\"]], [\"field_validator\"]]"
+   }
   },
   {
    "id": "pyd2-validator",
@@ -2617,12 +2619,14 @@
    "question": "How do I add a custom validator for a field?",
    "why": "v2: @field_validator",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"field_validator\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
     "tokens": 764,
-    "ms": 67.3
+    "ms": 74.0
    },
    "variants": {
     "keyword": {
@@ -2633,22 +2637,22 @@
       ]
      ],
      "rejected": [],
-     "tokens": 784,
-     "ms": 22.5
+     "tokens": 826,
+     "ms": 26.5
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 867,
-     "ms": 63.3
+     "ms": 53.1
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 764,
-     "ms": 67.3
+     "ms": 74.0
     }
    },
    "context7": {
@@ -2660,8 +2664,7 @@
     "library": "/pydantic/pydantic",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"field_validator\"]], []]"
+   }
   },
   {
    "id": "pyd1-schema",
@@ -2671,34 +2674,36 @@
    "question": "How do I get the JSON schema of a model?",
    "why": "v1: Model.schema() / schema_json()",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"schema_json\", \"def schema(\", \".schema(\"]], [\"model_json_schema\"]]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 878,
-    "ms": 61.6
+    "tokens": 818,
+    "ms": 58.5
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 923,
-     "ms": 18.5
+     "tokens": 854,
+     "ms": 21.1
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 913,
-     "ms": 55.9
+     "tokens": 915,
+     "ms": 47.3
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 878,
-     "ms": 61.6
+     "tokens": 818,
+     "ms": 58.5
     }
    },
    "context7": {
@@ -2718,8 +2723,7 @@
     "library": "/pydantic/pydantic",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"schema_json\", \"def schema(\", \".schema(\"]], [\"model_json_schema\"]]"
+   }
   },
   {
    "id": "pyd2-schema",
@@ -2729,34 +2733,36 @@
    "question": "How do I get the JSON schema of a model?",
    "why": "v2: Model.model_json_schema()",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"model_json_schema\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 817,
-    "ms": 72.3
+    "tokens": 890,
+    "ms": 76.7
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 884,
-     "ms": 22.3
+     "tokens": 839,
+     "ms": 27.9
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 858,
-     "ms": 56.3
+     "tokens": 884,
+     "ms": 54.8
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 817,
-     "ms": 72.3
+     "tokens": 890,
+     "ms": 76.7
     }
    },
    "context7": {
@@ -2768,8 +2774,7 @@
     "library": "/pydantic/pydantic",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"model_json_schema\"]], []]"
+   }
   },
   {
    "id": "pyd1-config",
@@ -2777,16 +2782,23 @@
    "package": "pydantic",
    "version": "1.10.18",
    "question": "How do I allow extra fields on a model?",
-   "why": "v1: class Config: extra = Extra.allow",
+   "why": "v1: class Config: extra = Extra.allow. model_config is v2-only (0 matches in pydantic 1.10.18). The reject was ConfigDict until 0.3, but pydantic 1.10 ships a ConfigDict TypedDict (config.py), so quoting v1 source was wrongly failed",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"Extra.allow\", \"class Config\"]], [\"model_config\"]]",
    "lockdocs": {
     "pass": false,
-    "missing": [],
+    "missing": [
+     [
+      "Extra.allow",
+      "class Config"
+     ]
+    ],
     "rejected": [
-     "ConfigDict"
+     "model_config"
     ],
-    "tokens": 945,
-    "ms": 59.0
+    "tokens": 924,
+    "ms": 60.7
    },
    "variants": {
     "keyword": {
@@ -2798,8 +2810,8 @@
       ]
      ],
      "rejected": [],
-     "tokens": 952,
-     "ms": 18.3
+     "tokens": 878,
+     "ms": 22.1
     },
     "hybrid": {
      "pass": false,
@@ -2810,32 +2822,35 @@
       ]
      ],
      "rejected": [],
-     "tokens": 952,
-     "ms": 55.8
+     "tokens": 945,
+     "ms": 50.2
     },
     "fetched": {
      "pass": false,
-     "missing": [],
-     "rejected": [
-      "ConfigDict"
-     ],
-     "tokens": 945,
-     "ms": 59.0
-    }
-   },
+     "missing": [
+      [
+       "Extra.allow",
+       "class Config"
+      ]
+     ],
+     "rejected": [
+      "model_config"
+     ],
+     "tokens": 924,
+     "ms": 60.7
+    }
+   },
    "context7": {
     "pass": false,
     "missing": [],
     "rejected": [
-     "ConfigDict"
+     "model_config"
     ],
-    "tokens": 718,
-    "ms": 1581,
+    "tokens": 683,
+    "ms": 2823,
     "library": "/pydantic/pydantic",
-    "version_match": "unversioned",
-    "reused": true
-   },
-   "grading": "[[[\"Extra.allow\", \"class Config\"]], [\"ConfigDict\"]]"
+    "version_match": "unversioned"
+   }
   },
   {
    "id": "pyd2-config",
@@ -2845,12 +2860,14 @@
    "question": "How do I allow extra fields on a model?",
    "why": "v2: model_config = ConfigDict(extra='allow')",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"ConfigDict\", \"model_config\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
     "tokens": 934,
-    "ms": 70.6
+    "ms": 73.2
    },
    "variants": {
     "keyword": {
@@ -2858,21 +2875,21 @@
      "missing": [],
      "rejected": [],
      "tokens": 898,
-     "ms": 22.2
+     "ms": 27.8
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 919,
-     "ms": 62.4
+     "tokens": 892,
+     "ms": 54.9
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 934,
-     "ms": 70.6
+     "ms": 73.2
     }
    },
    "context7": {
@@ -2884,8 +2901,7 @@
     "library": "/pydantic/pydantic",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"ConfigDict\", \"model_config\"]], []]"
+   }
   },
   {
    "id": "axum07-path",
@@ -2895,34 +2911,36 @@
    "question": "How do I declare a route with a path parameter?",
    "why": "0.7: /users/:id",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"/:\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 960,
-    "ms": 88.4
+    "tokens": 1018,
+    "ms": 90.3
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 955,
-     "ms": 51.4
+     "tokens": 1003,
+     "ms": 57.1
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 933,
-     "ms": 45.1
+     "tokens": 1005,
+     "ms": 33.4
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 960,
-     "ms": 88.4
+     "tokens": 1018,
+     "ms": 90.3
     }
    },
    "context7": {
@@ -2938,8 +2956,7 @@
     "library": "/websites/rs_axum",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"/:\"]], []]"
+   }
   },
   {
    "id": "axum08-path",
@@ -2949,34 +2966,36 @@
    "question": "How do I declare a route with a path parameter?",
    "why": "0.8: /users/{id}",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"/{\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 925,
-    "ms": 93.5
+    "tokens": 935,
+    "ms": 95.4
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 947,
-     "ms": 52.0
+     "tokens": 955,
+     "ms": 58.7
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 925,
-     "ms": 45.3
+     "tokens": 935,
+     "ms": 35.4
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 925,
-     "ms": 93.5
+     "tokens": 935,
+     "ms": 95.4
     }
    },
    "context7": {
@@ -2988,8 +3007,7 @@
     "library": "/websites/rs_axum",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"/{\"]], []]"
+   }
   },
   {
    "id": "axum07-extractor",
@@ -2999,34 +3017,36 @@
    "question": "How do I implement a custom extractor with FromRequestParts?",
    "why": "0.7: #[async_trait] on the impl",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"async_trait\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
     "tokens": 926,
-    "ms": 46.5
+    "ms": 39.0
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 908,
-     "ms": 7.1
+     "tokens": 909,
+     "ms": 9.0
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 908,
-     "ms": 40.6
+     "ms": 33.6
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 926,
-     "ms": 46.5
+     "ms": 39.0
     }
    },
    "context7": {
@@ -3042,8 +3062,7 @@
     "library": "/websites/rs_axum",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"async_trait\"]], []]"
+   }
   },
   {
    "id": "axum08-optional",
@@ -3053,34 +3072,36 @@
    "question": "How do I make an extractor optional with Option<T>?",
    "why": "0.8: OptionalFromRequestParts",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"OptionalFromRequestParts\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 898,
-    "ms": 41.6
+    "tokens": 894,
+    "ms": 39.3
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 663,
-     "ms": 6.9
+     "tokens": 670,
+     "ms": 8.8
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 898,
-     "ms": 41.6
+     "tokens": 894,
+     "ms": 35.7
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 898,
-     "ms": 41.6
+     "tokens": 894,
+     "ms": 39.3
     }
    },
    "context7": {
@@ -3092,8 +3113,7 @@
     "library": "/websites/rs_axum",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"OptionalFromRequestParts\"]], []]"
+   }
   },
   {
    "id": "tokio-blocking",
@@ -3103,12 +3123,14 @@
    "question": "How do I run blocking code without blocking the async runtime?",
    "why": "tokio::task::spawn_blocking",
    "line": "single",
+   "set": "tuning",
+   "grading": "[[[\"spawn_blocking\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 820,
-    "ms": 316.1
+    "tokens": 823,
+    "ms": 353.7
    },
    "variants": {
     "keyword": {
@@ -3116,21 +3138,21 @@
      "missing": [],
      "rejected": [],
      "tokens": 796,
-     "ms": 249.7
+     "ms": 264.4
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 793,
-     "ms": 57.4
+     "tokens": 796,
+     "ms": 57.9
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 820,
-     "ms": 316.1
+     "tokens": 823,
+     "ms": 353.7
     }
    },
    "context7": {
@@ -3142,8 +3164,7 @@
     "library": "/websites/rs_tokio_1_49_0",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"spawn_blocking\"]], []]"
+   }
   },
   {
    "id": "tokio-select",
@@ -3153,16 +3174,14 @@
    "question": "How do I wait on several futures and take whichever finishes first?",
    "why": "tokio::select!",
    "line": "single",
+   "set": "tuning",
+   "grading": "[[[\"select!\"]], []]",
    "lockdocs": {
-    "pass": false,
-    "missing": [
-     [
-      "select!"
-     ]
-    ],
+    "pass": true,
+    "missing": [],
     "rejected": [],
-    "tokens": 969,
-    "ms": 60.1
+    "tokens": 963,
+    "ms": 63.6
    },
    "variants": {
     "keyword": {
@@ -3174,7 +3193,7 @@
      ],
      "rejected": [],
      "tokens": 956,
-     "ms": 20.8
+     "ms": 29.1
     },
     "hybrid": {
      "pass": false,
@@ -3184,19 +3203,15 @@
       ]
      ],
      "rejected": [],
-     "tokens": 958,
-     "ms": 55.0
+     "tokens": 970,
+     "ms": 54.1
     },
     "fetched": {
-     "pass": false,
-     "missing": [
-      [
-       "select!"
-      ]
-     ],
+     "pass": true,
+     "missing": [],
      "rejected": [],
-     "tokens": 969,
-     "ms": 60.1
+     "tokens": 963,
+     "ms": 63.6
     }
    },
    "context7": {
@@ -3208,8 +3223,7 @@
     "library": "/websites/rs_tokio_1_49_0",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"select!\"]], []]"
+   }
   },
   {
    "id": "tokio-timeout",
@@ -3219,34 +3233,36 @@
    "question": "How do I put a timeout on a future?",
    "why": "tokio::time::timeout",
    "line": "single",
+   "set": "tuning",
+   "grading": "[[[\"timeout(\", \"fn timeout\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 920,
-    "ms": 54.7
+    "tokens": 941,
+    "ms": 60.4
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 881,
-     "ms": 20.1
+     "tokens": 849,
+     "ms": 27.5
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 910,
-     "ms": 56.4
+     "tokens": 903,
+     "ms": 54.2
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 920,
-     "ms": 54.7
+     "tokens": 941,
+     "ms": 60.4
     }
    },
    "context7": {
@@ -3258,8 +3274,7 @@
     "library": "/websites/rs_tokio_1_49_0",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"timeout(\", \"fn timeout\"]], []]"
+   }
   },
   {
    "id": "tw3-css",
@@ -3269,18 +3284,14 @@
    "question": "How do I add Tailwind to my main CSS file?",
    "why": "v3: @tailwind base/components/utilities directives (tailwindcss 3.4 docs, installation)",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"@tailwind base\", \"@tailwind components\", \"@tailwind utilities\"]], [\"@import \\\"tailwindcss\\\"\"]]",
    "lockdocs": {
-    "pass": false,
-    "missing": [
-     [
-      "@tailwind base",
-      "@tailwind components",
-      "@tailwind utilities"
-     ]
-    ],
+    "pass": true,
+    "missing": [],
     "rejected": [],
-    "tokens": 959,
-    "ms": 62.4
+    "tokens": 971,
+    "ms": 164.7
    },
    "variants": {
     "keyword": {
@@ -3293,8 +3304,8 @@
       ]
      ],
      "rejected": [],
-     "tokens": 1116,
-     "ms": 10.4
+     "tokens": 1120,
+     "ms": 11.3
     },
     "hybrid": {
      "pass": false,
@@ -3307,20 +3318,14 @@
      ],
      "rejected": [],
      "tokens": 1080,
-     "ms": 40.6
+     "ms": 29.1
     },
     "fetched": {
-     "pass": false,
-     "missing": [
-      [
-       "@tailwind base",
-       "@tailwind components",
-       "@tailwind utilities"
-      ]
-     ],
+     "pass": true,
+     "missing": [],
      "rejected": [],
-     "tokens": 959,
-     "ms": 62.4
+     "tokens": 971,
+     "ms": 164.7
     }
    },
    "context7": {
@@ -3340,8 +3345,7 @@
     "library": "/rails/tailwindcss-rails",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"@tailwind base\", \"@tailwind components\", \"@tailwind utilities\"]], [\"@import \\\"tailwindcss\\\"\"]]"
+   }
   },
   {
    "id": "tw4-css",
@@ -3351,17 +3355,14 @@
    "question": "How do I add Tailwind to my main CSS file?",
    "why": "v4: @import \"tailwindcss\" replaces @tailwind directives (v4 upgrade guide)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"@import \\\"tailwindcss\\\"\", \"@import 'tailwindcss'\"]], []]",
    "lockdocs": {
-    "pass": false,
-    "missing": [
-     [
-      "@import \"tailwindcss\"",
-      "@import 'tailwindcss'"
-     ]
-    ],
+    "pass": true,
+    "missing": [],
     "rejected": [],
-    "tokens": 849,
-    "ms": 145.9
+    "tokens": 1040,
+    "ms": 185.6
    },
    "variants": {
     "keyword": {
@@ -3373,8 +3374,8 @@
       ]
      ],
      "rejected": [],
-     "tokens": 281,
-     "ms": 8.9
+     "tokens": 342,
+     "ms": 9.1
     },
     "hybrid": {
      "pass": false,
@@ -3386,19 +3387,14 @@
      ],
      "rejected": [],
      "tokens": 445,
-     "ms": 39.2
+     "ms": 27.4
     },
     "fetched": {
-     "pass": false,
-     "missing": [
-      [
-       "@import \"tailwindcss\"",
-       "@import 'tailwindcss'"
-      ]
-     ],
+     "pass": true,
+     "missing": [],
      "rejected": [],
-     "tokens": 849,
-     "ms": 145.9
+     "tokens": 1040,
+     "ms": 185.6
     }
    },
    "context7": {
@@ -3410,8 +3406,7 @@
     "library": "/rails/tailwindcss-rails",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"@import \\\"tailwindcss\\\"\", \"@import 'tailwindcss'\"]], []]"
+   }
   },
   {
    "id": "tw3-theme",
@@ -3421,34 +3416,36 @@
    "question": "How do I add a custom brand color to the theme?",
    "why": "v3: theme.extend.colors in tailwind.config.js (package stubs/config.full.js; v3 docs customizing colors)",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"extend:\", \"theme.extend\", \"tailwind.config\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 1035,
-    "ms": 40.9
+    "tokens": 995,
+    "ms": 53.3
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 988,
-     "ms": 3.1
+     "tokens": 1002,
+     "ms": 3.6
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 1047,
-     "ms": 41.3
+     "ms": 30.5
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 1035,
-     "ms": 40.9
+     "tokens": 995,
+     "ms": 53.3
     }
    },
    "context7": {
@@ -3460,8 +3457,7 @@
     "library": "/rails/tailwindcss-rails",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"extend:\", \"theme.extend\", \"tailwind.config\"]], []]"
+   }
   },
   {
    "id": "tw4-theme",
@@ -3471,12 +3467,14 @@
    "question": "How do I add a custom brand color to the theme?",
    "why": "v4: CSS-first @theme { --color-brand: ... } (v4 docs, theme variables)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"@theme\", \"--color-\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 1147,
-    "ms": 54.0
+    "tokens": 1129,
+    "ms": 53.9
    },
    "variants": {
     "keyword": {
@@ -3488,8 +3486,8 @@
       ]
      ],
      "rejected": [],
-     "tokens": 437,
-     "ms": 2.0
+     "tokens": 286,
+     "ms": 2.2
     },
     "hybrid": {
      "pass": false,
@@ -3500,15 +3498,15 @@
       ]
      ],
      "rejected": [],
-     "tokens": 531,
-     "ms": 36.8
+     "tokens": 764,
+     "ms": 27.4
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 1147,
-     "ms": 54.0
+     "tokens": 1129,
+     "ms": 53.9
     }
    },
    "context7": {
@@ -3520,8 +3518,7 @@
     "library": "/rails/tailwindcss-rails",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"@theme\", \"--color-\"]], []]"
+   }
   },
   {
    "id": "eslint8-config",
@@ -3531,34 +3528,36 @@
    "question": "How do I configure ESLint rules for my project?",
    "why": "8.57: eslintrc (.eslintrc.*) is the default config system; flat config opt-in (eslint 8 docs, configuring)",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\".eslintrc\", \"eslintrc\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 813,
-    "ms": 407.0
+    "tokens": 850,
+    "ms": 462.3
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 866,
-     "ms": 133.9
+     "tokens": 912,
+     "ms": 144.5
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 925,
-     "ms": 48.2
+     "ms": 36.7
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 813,
-     "ms": 407.0
+     "tokens": 850,
+     "ms": 462.3
     }
    },
    "context7": {
@@ -3570,8 +3569,7 @@
     "library": "/eslint/eslint/v8.57.1",
     "version_match": "exact",
     "reused": true
-   },
-   "grading": "[[[\".eslintrc\", \"eslintrc\"]], []]"
+   }
   },
   {
    "id": "eslint9-config",
@@ -3581,34 +3579,36 @@
    "question": "How do I configure ESLint rules for my project?",
    "why": "9.x: flat config eslint.config.js is the default (eslint 9 migration guide)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"eslint.config.js\", \"eslint.config.mjs\", \"eslint.config\", \"flat config\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 741,
-    "ms": 360.1
+    "tokens": 711,
+    "ms": 410.1
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 940,
-     "ms": 30.2
+     "tokens": 882,
+     "ms": 34.6
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 961,
-     "ms": 45.1
+     "ms": 36.3
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 741,
-     "ms": 360.1
+     "tokens": 711,
+     "ms": 410.1
     }
    },
    "context7": {
@@ -3620,8 +3620,7 @@
     "library": "/eslint/eslint/v9.39.3",
     "version_match": "same major",
     "reused": true
-   },
-   "grading": "[[[\"eslint.config.js\", \"eslint.config.mjs\", \"eslint.config\", \"flat config\"]], []]"
+   }
   },
   {
    "id": "eslint8-ignore",
@@ -3631,12 +3630,14 @@
    "question": "How do I make ESLint ignore certain files?",
    "why": "8.57: .eslintignore / ignorePatterns (lib/cli-engine/cli-engine.js mentions .eslintignore)",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\".eslintignore\", \"ignorePatterns\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
     "tokens": 854,
-    "ms": 83.5
+    "ms": 87.5
    },
    "variants": {
     "keyword": {
@@ -3648,8 +3649,8 @@
       ]
      ],
      "rejected": [],
-     "tokens": 901,
-     "ms": 7.5
+     "tokens": 871,
+     "ms": 10.2
     },
     "hybrid": {
      "pass": false,
@@ -3660,15 +3661,15 @@
       ]
      ],
      "rejected": [],
-     "tokens": 836,
-     "ms": 43.6
+     "tokens": 898,
+     "ms": 35.2
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 854,
-     "ms": 83.5
+     "ms": 87.5
     }
    },
    "context7": {
@@ -3680,8 +3681,7 @@
     "library": "/eslint/eslint/v8.57.1",
     "version_match": "exact",
     "reused": true
-   },
-   "grading": "[[[\".eslintignore\", \"ignorePatterns\"]], []]"
+   }
   },
   {
    "id": "eslint9-ignore",
@@ -3691,12 +3691,14 @@
    "question": "How do I make ESLint ignore certain files?",
    "why": "9.x: `ignores` in flat config / globalIgnores() from eslint/config (lib/types/config-api.d.ts); .eslintignore only warns",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"ignores:\", \"\\\"ignores\\\"\", \"globalIgnores(\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
     "tokens": 825,
-    "ms": 82.8
+    "ms": 90.6
    },
    "variants": {
     "keyword": {
@@ -3709,8 +3711,8 @@
       ]
      ],
      "rejected": [],
-     "tokens": 909,
-     "ms": 6.4
+     "tokens": 919,
+     "ms": 8.1
     },
     "hybrid": {
      "pass": false,
@@ -3722,15 +3724,15 @@
       ]
      ],
      "rejected": [],
-     "tokens": 996,
-     "ms": 45.8
+     "tokens": 898,
+     "ms": 36.6
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 825,
-     "ms": 82.8
+     "ms": 90.6
     }
    },
    "context7": {
@@ -3742,8 +3744,7 @@
     "library": "/eslint/eslint/v9.39.3",
     "version_match": "same major",
     "reused": true
-   },
-   "grading": "[[[\"ignores:\", \"\\\"ignores\\\"\", \"globalIgnores(\"]], []]"
+   }
   },
   {
    "id": "prisma5-bytes",
@@ -3753,16 +3754,14 @@
    "question": "Which JavaScript type does Prisma Client use for Bytes fields?",
    "why": "5.x: Bytes map to Buffer (Prisma 6 upgrade guide: 'Buffer replaced by Uint8Array')",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"Buffer\"]], [\"Uint8Array\"]]",
    "lockdocs": {
-    "pass": false,
-    "missing": [
-     [
-      "Buffer"
-     ]
-    ],
+    "pass": true,
+    "missing": [],
     "rejected": [],
-    "tokens": 878,
-    "ms": 78.1
+    "tokens": 980,
+    "ms": 392.8
    },
    "variants": {
     "keyword": {
@@ -3774,7 +3773,7 @@
      ],
      "rejected": [],
      "tokens": 894,
-     "ms": 32.9
+     "ms": 36.0
     },
     "hybrid": {
      "pass": false,
@@ -3784,19 +3783,15 @@
       ]
      ],
      "rejected": [],
-     "tokens": 971,
-     "ms": 42.7
+     "tokens": 955,
+     "ms": 31.5
     },
     "fetched": {
-     "pass": false,
-     "missing": [
-      [
-       "Buffer"
-      ]
-     ],
+     "pass": true,
+     "missing": [],
      "rejected": [],
-     "tokens": 878,
-     "ms": 78.1
+     "tokens": 980,
+     "ms": 392.8
     }
    },
    "context7": {
@@ -3814,8 +3809,7 @@
     "library": "/websites/prisma_io",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"Buffer\"]], [\"Uint8Array\"]]"
+   }
   },
   {
    "id": "prisma6-bytes",
@@ -3825,42 +3819,36 @@
    "question": "Which JavaScript type does Prisma Client use for Bytes fields?",
    "why": "6.x: Bytes = Uint8Array (@prisma/client 6.19.3 runtime/library.d.ts:167)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"Uint8Array\"]], []]",
    "lockdocs": {
-    "pass": false,
-    "missing": [
-     [
-      "Uint8Array"
-     ]
-    ],
+    "pass": true,
+    "missing": [],
     "rejected": [],
-    "tokens": 878,
-    "ms": 95.0
+    "tokens": 993,
+    "ms": 441.9
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 967,
-     "ms": 49.6
+     "tokens": 925,
+     "ms": 50.9
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 853,
-     "ms": 45.0
+     "tokens": 981,
+     "ms": 32.3
     },
     "fetched": {
-     "pass": false,
-     "missing": [
-      [
-       "Uint8Array"
-      ]
-     ],
+     "pass": true,
+     "missing": [],
      "rejected": [],
-     "tokens": 878,
-     "ms": 95.0
+     "tokens": 993,
+     "ms": 441.9
     }
    },
    "context7": {
@@ -3872,8 +3860,7 @@
     "library": "/prisma/web",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"Uint8Array\"]], []]"
+   }
   },
   {
    "id": "prisma5-fts",
@@ -3883,16 +3870,14 @@
    "question": "Which preview feature enables full-text search on PostgreSQL?",
    "why": "5.x: previewFeatures = [\"fullTextSearch\"] (Prisma 5 docs, full-text search)",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"fullTextSearch\"]], [\"fullTextSearchPostgres\"]]",
    "lockdocs": {
-    "pass": false,
-    "missing": [
-     [
-      "fullTextSearch"
-     ]
-    ],
+    "pass": true,
+    "missing": [],
     "rejected": [],
-    "tokens": 915,
-    "ms": 70.5
+    "tokens": 937,
+    "ms": 389.8
    },
    "variants": {
     "keyword": {
@@ -3903,8 +3888,8 @@
       ]
      ],
      "rejected": [],
-     "tokens": 829,
-     "ms": 31.9
+     "tokens": 583,
+     "ms": 34.9
     },
     "hybrid": {
      "pass": false,
@@ -3914,19 +3899,15 @@
       ]
      ],
      "rejected": [],
-     "tokens": 949,
-     "ms": 43.7
+     "tokens": 948,
+     "ms": 31.1
     },
     "fetched": {
-     "pass": false,
-     "missing": [
-      [
-       "fullTextSearch"
-      ]
-     ],
+     "pass": true,
+     "missing": [],
      "rejected": [],
-     "tokens": 915,
-     "ms": 70.5
+     "tokens": 937,
+     "ms": 389.8
     }
    },
    "context7": {
@@ -3940,8 +3921,7 @@
     "library": "/prisma/web",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"fullTextSearch\"]], [\"fullTextSearchPostgres\"]]"
+   }
   },
   {
    "id": "prisma6-fts",
@@ -3951,16 +3931,14 @@
    "question": "Which preview feature enables full-text search on PostgreSQL?",
    "why": "6.0: renamed to fullTextSearchPostgres (Prisma 6 upgrade guide)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"fullTextSearchPostgres\"]], []]",
    "lockdocs": {
-    "pass": false,
-    "missing": [
-     [
-      "fullTextSearchPostgres"
-     ]
-    ],
+    "pass": true,
+    "missing": [],
     "rejected": [],
-    "tokens": 850,
-    "ms": 89.6
+    "tokens": 838,
+    "ms": 473.6
    },
    "variants": {
     "keyword": {
@@ -3971,8 +3949,8 @@
       ]
      ],
      "rejected": [],
-     "tokens": 836,
-     "ms": 49.5
+     "tokens": 583,
+     "ms": 52.3
     },
     "hybrid": {
      "pass": false,
@@ -3982,19 +3960,15 @@
       ]
      ],
      "rejected": [],
-     "tokens": 921,
-     "ms": 43.5
+     "tokens": 942,
+     "ms": 29.9
     },
     "fetched": {
-     "pass": false,
-     "missing": [
-      [
-       "fullTextSearchPostgres"
-      ]
-     ],
+     "pass": true,
+     "missing": [],
      "rejected": [],
-     "tokens": 850,
-     "ms": 89.6
+     "tokens": 838,
+     "ms": 473.6
     }
    },
    "context7": {
@@ -4006,8 +3980,7 @@
     "library": "/prisma/web",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"fullTextSearchPostgres\"]], []]"
+   }
   },
   {
    "id": "react18-action",
@@ -4017,38 +3990,52 @@
    "question": "Which hook updates state based on the result of a form action?",
    "why": "18.3: no action hook; useActionState absent from @types/react 18.3.31 (0 matches), use useState/useReducer",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"useReducer\", \"useState\"]], [\"useActionState\"]]",
    "lockdocs": {
     "pass": false,
-    "missing": [],
+    "missing": [
+     [
+      "useReducer",
+      "useState"
+     ]
+    ],
     "rejected": [
      "useActionState"
     ],
-    "tokens": 951,
-    "ms": 128.8
+    "tokens": 861,
+    "ms": 428.1
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 956,
-     "ms": 58.5
+     "tokens": 863,
+     "ms": 67.3
     },
     "hybrid": {
-     "pass": true,
+     "pass": false,
      "missing": [],
-     "rejected": [],
-     "tokens": 921,
-     "ms": 45.0
+     "rejected": [
+      "useActionState"
+     ],
+     "tokens": 959,
+     "ms": 37.4
     },
     "fetched": {
      "pass": false,
-     "missing": [],
+     "missing": [
+      [
+       "useReducer",
+       "useState"
+      ]
+     ],
      "rejected": [
       "useActionState"
      ],
-     "tokens": 951,
-     "ms": 128.8
+     "tokens": 861,
+     "ms": 428.1
     }
    },
    "context7": {
@@ -4067,8 +4054,7 @@
     "library": "/reactjs/react.dev",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"useReducer\", \"useState\"]], [\"useActionState\"]]"
+   }
   },
   {
    "id": "react19-action",
@@ -4078,12 +4064,14 @@
    "question": "Which hook updates state based on the result of a form action?",
    "why": "19: useActionState (@types/react 19.2.18 index.d.ts)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"useActionState\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 869,
-    "ms": 416.7
+    "tokens": 873,
+    "ms": 477.1
    },
    "variants": {
     "keyword": {
@@ -4094,22 +4082,22 @@
       ]
      ],
      "rejected": [],
-     "tokens": 891,
-     "ms": 53.6
+     "tokens": 981,
+     "ms": 57.7
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 961,
-     "ms": 44.1
+     "ms": 37.0
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 869,
-     "ms": 416.7
+     "tokens": 873,
+     "ms": 477.1
     }
    },
    "context7": {
@@ -4121,8 +4109,7 @@
     "library": "/reactjs/react.dev",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"useActionState\"]], []]"
+   }
   },
   {
    "id": "react18-use",
@@ -4132,12 +4119,14 @@
    "question": "How do I read the value of a promise during render, suspending until it resolves?",
    "why": "18.3: no `use` API (absent from @types/react 18.3.31); Suspense-enabled data library or useEffect",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"Suspense\", \"useEffect\"]], [\"function use<\", \"use(promise\"]]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 804,
-    "ms": 47.8
+    "tokens": 821,
+    "ms": 91.4
    },
    "variants": {
     "keyword": {
@@ -4149,8 +4138,8 @@
       ]
      ],
      "rejected": [],
-     "tokens": 687,
-     "ms": 6.9
+     "tokens": 403,
+     "ms": 9.3
     },
     "hybrid": {
      "pass": false,
@@ -4161,15 +4150,15 @@
       ]
      ],
      "rejected": [],
-     "tokens": 891,
-     "ms": 42.3
+     "tokens": 925,
+     "ms": 37.6
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 804,
-     "ms": 47.8
+     "tokens": 821,
+     "ms": 91.4
     }
    },
    "context7": {
@@ -4183,8 +4172,7 @@
     "library": "/reactjs/react.dev",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"Suspense\", \"useEffect\"]], [\"function use<\", \"use(promise\"]]"
+   }
   },
   {
    "id": "react19-use",
@@ -4194,12 +4182,14 @@
    "question": "How do I read the value of a promise during render, suspending until it resolves?",
    "why": "19: use(promise) (@types/react 19.2.18 index.d.ts:1973 `function use<T>(usable: Usable<T>): T`)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"use(\", \"function use<\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
     "tokens": 859,
-    "ms": 93.9
+    "ms": 103.4
    },
    "variants": {
     "keyword": {
@@ -4211,8 +4201,8 @@
       ]
      ],
      "rejected": [],
-     "tokens": 664,
-     "ms": 6.7
+     "tokens": 923,
+     "ms": 9.1
     },
     "hybrid": {
      "pass": false,
@@ -4223,15 +4213,15 @@
       ]
      ],
      "rejected": [],
-     "tokens": 896,
-     "ms": 48.9
+     "tokens": 941,
+     "ms": 37.8
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 859,
-     "ms": 93.9
+     "ms": 103.4
     }
    },
    "context7": {
@@ -4243,8 +4233,7 @@
     "library": "/reactjs/react.dev",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"use(\", \"function use<\"]], []]"
+   }
   },
   {
    "id": "vite5-env",
@@ -4254,34 +4243,36 @@
    "question": "How do I configure options separately for the client and SSR environments in the Vite config?",
    "why": "5.4: `ssr` options / build.ssr; no `environments` in UserConfig (dist/node/index.d.ts, 0 matches)",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"ssr:\", \"ssr?:\", \"SSROptions\", \"build.ssr\"]], [\"environments:\"]]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 907,
-    "ms": 164.4
+    "tokens": 843,
+    "ms": 181.0
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 915,
-     "ms": 43.8
+     "tokens": 880,
+     "ms": 53.5
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 963,
-     "ms": 45.6
+     "tokens": 966,
+     "ms": 40.8
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 907,
-     "ms": 164.4
+     "tokens": 843,
+     "ms": 181.0
     }
    },
    "context7": {
@@ -4295,8 +4286,7 @@
     "library": "/vitejs/vite/v5.4.21",
     "version_match": "exact",
     "reused": true
-   },
-   "grading": "[[[\"ssr:\", \"ssr?:\", \"SSROptions\", \"build.ssr\"]], [\"environments:\"]]"
+   }
   },
   {
    "id": "vite6-env",
@@ -4306,34 +4296,36 @@
    "question": "How do I configure options separately for the client and SSR environments in the Vite config?",
    "why": "6.x: Environment API, `environments?: Record<string, EnvironmentOptions>` (vite 6.4.3 dist/node/index.d.ts:3901)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"environments\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
     "tokens": 803,
-    "ms": 142.2
+    "ms": 156.6
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 902,
-     "ms": 48.2
+     "tokens": 797,
+     "ms": 54.8
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 874,
-     "ms": 44.7
+     "tokens": 899,
+     "ms": 40.6
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 803,
-     "ms": 142.2
+     "ms": 156.6
     }
    },
    "context7": {
@@ -4345,8 +4337,7 @@
     "library": "/vitejs/vite",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"environments\"]], []]"
+   }
   },
   {
    "id": "express4-wildcard",
@@ -4356,12 +4347,14 @@
    "question": "How do I define a route that matches every remaining path segment with a wildcard?",
    "why": "4.x: app.get('*') / '/files/*' (path-to-regexp 0.1; express 4 routing guide)",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"'*'\", \"\\\"*\\\"\", \"/*'\", \"/*\\\"\"]], [\"*splat\"]]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 730,
-    "ms": 85.8
+    "tokens": 813,
+    "ms": 89.6
    },
    "variants": {
     "keyword": {
@@ -4375,8 +4368,8 @@
       ]
      ],
      "rejected": [],
-     "tokens": 1113,
-     "ms": 18.1
+     "tokens": 900,
+     "ms": 22.5
     },
     "hybrid": {
      "pass": false,
@@ -4389,15 +4382,15 @@
       ]
      ],
      "rejected": [],
-     "tokens": 1019,
-     "ms": 42.8
+     "tokens": 163,
+     "ms": 31.6
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 730,
-     "ms": 85.8
+     "tokens": 813,
+     "ms": 89.6
     }
    },
    "context7": {
@@ -4411,8 +4404,7 @@
     "library": "/expressjs/express",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"'*'\", \"\\\"*\\\"\", \"/*'\", \"/*\\\"\"]], [\"*splat\"]]"
+   }
   },
   {
    "id": "express5-wildcard",
@@ -4422,12 +4414,14 @@
    "question": "How do I define a route that matches every remaining path segment with a wildcard?",
    "why": "5.x: wildcards must be named, '/*splat' (express 5 migration guide, path-to-regexp v8)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"*splat\", \"/*name\", \"{*\", \"named wildcard\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 944,
-    "ms": 87.2
+    "tokens": 864,
+    "ms": 87.6
    },
    "variants": {
     "keyword": {
@@ -4441,7 +4435,7 @@
       ]
      ],
      "rejected": [],
-     "tokens": 603,
+     "tokens": 473,
      "ms": 8.5
     },
     "hybrid": {
@@ -4456,14 +4450,14 @@
      ],
      "rejected": [],
      "tokens": 968,
-     "ms": 37.8
+     "ms": 29.6
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 944,
-     "ms": 87.2
+     "tokens": 864,
+     "ms": 87.6
     }
    },
    "context7": {
@@ -4475,8 +4469,7 @@
     "library": "/expressjs/express/v5.2.0",
     "version_match": "same major",
     "reused": true
-   },
-   "grading": "[[[\"*splat\", \"/*name\", \"{*\", \"named wildcard\"]], []]"
+   }
   },
   {
    "id": "sa14-column",
@@ -4486,34 +4479,36 @@
    "question": "How do I declare a model column with Python type annotations?",
    "why": "1.4: Column(...) on declarative classes; mapped_column absent in 1.4.54 orm/ (verified)",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"Column(\"]], [\"mapped_column\"]]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
     "tokens": 869,
-    "ms": 854.9
+    "ms": 959.6
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 857,
-     "ms": 397.4
+     "tokens": 805,
+     "ms": 421.1
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 860,
-     "ms": 89.3
+     "tokens": 848,
+     "ms": 95.6
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 869,
-     "ms": 854.9
+     "ms": 959.6
     }
    },
    "context7": {
@@ -4527,8 +4522,7 @@
     "library": "/websites/sqlalchemy_en_20",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"Column(\"]], [\"mapped_column\"]]"
+   }
   },
   {
    "id": "sa20-column",
@@ -4538,12 +4532,14 @@
    "question": "How do I declare a model column with Python type annotations?",
    "why": "2.0: Mapped[...] = mapped_column() (sqlalchemy 2.0.54 orm/_orm_constructors.py)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"mapped_column\", \"Mapped[\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
     "tokens": 841,
-    "ms": 1036.5
+    "ms": 1173.5
    },
    "variants": {
     "keyword": {
@@ -4555,22 +4551,27 @@
       ]
      ],
      "rejected": [],
-     "tokens": 913,
-     "ms": 518.7
+     "tokens": 810,
+     "ms": 551.4
     },
     "hybrid": {
-     "pass": true,
-     "missing": [],
+     "pass": false,
+     "missing": [
+      [
+       "mapped_column",
+       "Mapped["
+      ]
+     ],
      "rejected": [],
-     "tokens": 805,
-     "ms": 102.4
+     "tokens": 864,
+     "ms": 99.2
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 841,
-     "ms": 1036.5
+     "ms": 1173.5
     }
    },
    "context7": {
@@ -4582,8 +4583,7 @@
     "library": "/websites/sqlalchemy_en_20",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"mapped_column\", \"Mapped[\"]], []]"
+   }
   },
   {
    "id": "sa14-base",
@@ -4593,12 +4593,14 @@
    "question": "How do I create the declarative base class for my models?",
    "why": "1.4: Base = declarative_base(); DeclarativeBase class absent in 1.4.54 (verified)",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"declarative_base(\"]], [\"(DeclarativeBase)\"]]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 831,
-    "ms": 152.1
+    "tokens": 830,
+    "ms": 169.3
    },
    "variants": {
     "keyword": {
@@ -4606,21 +4608,21 @@
      "missing": [],
      "rejected": [],
      "tokens": 917,
-     "ms": 47.2
+     "ms": 60.5
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 919,
-     "ms": 85.9
+     "tokens": 931,
+     "ms": 90.3
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 831,
-     "ms": 152.1
+     "tokens": 830,
+     "ms": 169.3
     }
    },
    "context7": {
@@ -4634,8 +4636,7 @@
     "library": "/websites/sqlalchemy_en_20",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"declarative_base(\"]], [\"(DeclarativeBase)\"]]"
+   }
   },
   {
    "id": "sa20-base",
@@ -4645,34 +4646,36 @@
    "question": "How do I create the declarative base class for my models?",
    "why": "2.0: class Base(DeclarativeBase) (sqlalchemy 2.0.54 orm/decl_api.py)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"DeclarativeBase\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 860,
-    "ms": 167.2
+    "tokens": 869,
+    "ms": 189.8
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 956,
-     "ms": 56.8
+     "tokens": 848,
+     "ms": 71.1
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 920,
-     "ms": 94.3
+     "ms": 99.5
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 860,
-     "ms": 167.2
+     "tokens": 869,
+     "ms": 189.8
     }
    },
    "context7": {
@@ -4684,8 +4687,7 @@
     "library": "/websites/sqlalchemy_en_20",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"DeclarativeBase\"]], []]"
+   }
   },
   {
    "id": "dj42-dbdefault",
@@ -4695,16 +4697,14 @@
    "question": "How do I set a database-computed default value for a model field?",
    "why": "4.2: only Python-side default=; db_default absent in 4.2.30 fields/__init__.py (0 matches)",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"default=\"]], [\"db_default\"]]",
    "lockdocs": {
-    "pass": false,
-    "missing": [
-     [
-      "default="
-     ]
-    ],
+    "pass": true,
+    "missing": [],
     "rejected": [],
-    "tokens": 852,
-    "ms": 482.8
+    "tokens": 826,
+    "ms": 1200.5
    },
    "variants": {
     "keyword": {
@@ -4715,8 +4715,8 @@
       ]
      ],
      "rejected": [],
-     "tokens": 848,
-     "ms": 396.2
+     "tokens": 770,
+     "ms": 444.4
     },
     "hybrid": {
      "pass": false,
@@ -4726,19 +4726,15 @@
       ]
      ],
      "rejected": [],
-     "tokens": 835,
-     "ms": 87.7
+     "tokens": 839,
+     "ms": 94.0
     },
     "fetched": {
-     "pass": false,
-     "missing": [
-      [
-       "default="
-      ]
-     ],
+     "pass": true,
+     "missing": [],
      "rejected": [],
-     "tokens": 852,
-     "ms": 482.8
+     "tokens": 826,
+     "ms": 1200.5
     }
    },
    "context7": {
@@ -4750,8 +4746,7 @@
     "library": "/django/django/4.2.21",
     "version_match": "same major",
     "reused": true
-   },
-   "grading": "[[[\"default=\"]], [\"db_default\"]]"
+   }
   },
   {
    "id": "dj51-dbdefault",
@@ -4761,16 +4756,14 @@
    "question": "How do I set a database-computed default value for a model field?",
    "why": "5.0+: Field.db_default (django 5.1.15 fields/__init__.py, 19 matches)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"db_default\"]], []]",
    "lockdocs": {
-    "pass": false,
-    "missing": [
-     [
-      "db_default"
-     ]
-    ],
+    "pass": true,
+    "missing": [],
     "rejected": [],
-    "tokens": 858,
-    "ms": 490.7
+    "tokens": 808,
+    "ms": 1250.4
    },
    "variants": {
     "keyword": {
@@ -4781,30 +4774,22 @@
       ]
      ],
      "rejected": [],
-     "tokens": 847,
-     "ms": 420.8
+     "tokens": 856,
+     "ms": 452.6
     },
     "hybrid": {
-     "pass": false,
-     "missing": [
-      [
-       "db_default"
-      ]
-     ],
+     "pass": true,
+     "missing": [],
      "rejected": [],
-     "tokens": 841,
-     "ms": 93.9
+     "tokens": 777,
+     "ms": 95.1
     },
     "fetched": {
-     "pass": false,
-     "missing": [
-      [
-       "db_default"
-      ]
-     ],
+     "pass": true,
+     "missing": [],
      "rejected": [],
-     "tokens": 858,
-     "ms": 490.7
+     "tokens": 808,
+     "ms": 1250.4
     }
    },
    "context7": {
@@ -4816,8 +4801,7 @@
     "library": "/django/django",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"db_default\"]], []]"
+   }
   },
   {
    "id": "dj42-login",
@@ -4827,12 +4811,14 @@
    "question": "How do I require login for all views by default?",
    "why": "4.2: @login_required / LoginRequiredMixin per view; LoginRequiredMiddleware absent in 4.2.30",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"login_required\", \"LoginRequiredMixin\"]], [\"LoginRequiredMiddleware\"]]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 816,
-    "ms": 86.6
+    "tokens": 778,
+    "ms": 210.0
    },
    "variants": {
     "keyword": {
@@ -4840,21 +4826,21 @@
      "missing": [],
      "rejected": [],
      "tokens": 862,
-     "ms": 46.2
+     "ms": 60.5
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 846,
-     "ms": 89.2
+     "tokens": 853,
+     "ms": 92.3
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 816,
-     "ms": 86.6
+     "tokens": 778,
+     "ms": 210.0
     }
    },
    "context7": {
@@ -4866,8 +4852,7 @@
     "library": "/django/django/4.2.21",
     "version_match": "same major",
     "reused": true
-   },
-   "grading": "[[[\"login_required\", \"LoginRequiredMixin\"]], [\"LoginRequiredMiddleware\"]]"
+   }
   },
   {
    "id": "dj51-login",
@@ -4877,12 +4862,14 @@
    "question": "How do I require login for all views by default?",
    "why": "5.1: django.contrib.auth.middleware.LoginRequiredMiddleware (django 5.1.15)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"LoginRequiredMiddleware\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 855,
-    "ms": 91.7
+    "tokens": 798,
+    "ms": 210.7
    },
    "variants": {
     "keyword": {
@@ -4890,21 +4877,21 @@
      "missing": [],
      "rejected": [],
      "tokens": 520,
-     "ms": 46.3
+     "ms": 60.5
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 835,
-     "ms": 94.5
+     "tokens": 845,
+     "ms": 98.3
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 855,
-     "ms": 91.7
+     "tokens": 798,
+     "ms": 210.7
     }
    },
    "context7": {
@@ -4916,8 +4903,7 @@
     "library": "/django/django",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"LoginRequiredMiddleware\"]], []]"
+   }
   },
   {
    "id": "fa088-lifespan",
@@ -4927,6 +4913,8 @@
    "question": "How do I run code when the application starts up and shuts down?",
    "why": "0.88: @app.on_event('startup'/'shutdown'); FastAPI(lifespan=) absent (0.88.0 applications.py, 0 matches; added 0.93)",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"on_event\"]], [\"lifespan=\"]]",
    "lockdocs": {
     "pass": false,
     "missing": [
@@ -4935,8 +4923,8 @@
      ]
     ],
     "rejected": [],
-    "tokens": 833,
-    "ms": 180.9
+    "tokens": 878,
+    "ms": 201.1
    },
    "variants": {
     "keyword": {
@@ -4947,8 +4935,8 @@
       ]
      ],
      "rejected": [],
-     "tokens": 576,
-     "ms": 34.8
+     "tokens": 372,
+     "ms": 37.3
     },
     "hybrid": {
      "pass": false,
@@ -4959,7 +4947,7 @@
      ],
      "rejected": [],
      "tokens": 555,
-     "ms": 47.9
+     "ms": 45.7
     },
     "fetched": {
      "pass": false,
@@ -4969,8 +4957,8 @@
       ]
      ],
      "rejected": [],
-     "tokens": 833,
-     "ms": 180.9
+     "tokens": 878,
+     "ms": 201.1
     }
    },
    "context7": {
@@ -4988,8 +4976,7 @@
     "library": "/websites/fastapi_tiangolo",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"on_event\"]], [\"lifespan=\"]]"
+   }
   },
   {
    "id": "fa0115-lifespan",
@@ -4999,12 +4986,14 @@
    "question": "How do I run code when the application starts up and shuts down?",
    "why": "0.115: FastAPI(lifespan=...) with asynccontextmanager (0.115.14 applications.py)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"lifespan\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 867,
-    "ms": 231.3
+    "tokens": 832,
+    "ms": 258.4
    },
    "variants": {
     "keyword": {
@@ -5015,8 +5004,8 @@
       ]
      ],
      "rejected": [],
-     "tokens": 900,
-     "ms": 47.7
+     "tokens": 729,
+     "ms": 50.0
     },
     "hybrid": {
      "pass": false,
@@ -5026,15 +5015,15 @@
       ]
      ],
      "rejected": [],
-     "tokens": 936,
-     "ms": 53.4
+     "tokens": 898,
+     "ms": 44.9
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 867,
-     "ms": 231.3
+     "tokens": 832,
+     "ms": 258.4
     }
    },
    "context7": {
@@ -5046,8 +5035,7 @@
     "library": "/websites/fastapi_tiangolo",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"lifespan\"]], []]"
+   }
   },
   {
    "id": "fa088-annotated",
@@ -5057,12 +5045,14 @@
    "question": "How do I declare a query parameter with validation metadata?",
    "why": "0.88: q: str = Query(default=None, max_length=50); Annotated support added in 0.95 (0.88.0 dependencies/utils.py, 0 matches)",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"Query(\"]], [\"Annotated[\"]]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
     "tokens": 875,
-    "ms": 69.3
+    "ms": 65.2
    },
    "variants": {
     "keyword": {
@@ -5074,7 +5064,7 @@
      ],
      "rejected": [],
      "tokens": 884,
-     "ms": 15.1
+     "ms": 16.5
     },
     "hybrid": {
      "pass": false,
@@ -5084,15 +5074,15 @@
       ]
      ],
      "rejected": [],
-     "tokens": 975,
-     "ms": 49.6
+     "tokens": 919,
+     "ms": 43.5
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 875,
-     "ms": 69.3
+     "ms": 65.2
     }
    },
    "context7": {
@@ -5106,8 +5096,7 @@
     "library": "/websites/fastapi_tiangolo",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"Query(\"]], [\"Annotated[\"]]"
+   }
   },
   {
    "id": "fa0115-annotated",
@@ -5117,34 +5106,36 @@
    "question": "How do I declare a query parameter with validation metadata?",
    "why": "0.115: q: Annotated[str | None, Query(max_length=50)] recommended (0.115.14 dependencies/utils.py)",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"Annotated[\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 838,
-    "ms": 70.1
+    "tokens": 783,
+    "ms": 73.9
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 926,
-     "ms": 15.5
+     "tokens": 896,
+     "ms": 17.0
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 926,
-     "ms": 54.0
+     "tokens": 896,
+     "ms": 44.3
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 838,
-     "ms": 70.1
+     "tokens": 783,
+     "ms": 73.9
     }
    },
    "context7": {
@@ -5156,8 +5147,7 @@
     "library": "/websites/fastapi_tiangolo",
     "version_match": "unversioned",
     "reused": true
-   },
-   "grading": "[[[\"Annotated[\"]], []]"
+   }
   },
   {
    "id": "next15-proxy",
@@ -5167,34 +5157,36 @@
    "question": "How do I run code before a request is completed, for example to redirect or rewrite?",
    "why": "15.1: middleware.ts / NextMiddleware; Proxy does not exist before 16",
    "line": "older",
+   "set": "tuning",
+   "grading": "[[[\"middleware\"]], [\"NextProxy\", \"proxy.ts\"]]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 831,
-    "ms": 90.1
+    "tokens": 782,
+    "ms": 99.4
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 363,
-     "ms": 19.7
+     "tokens": 897,
+     "ms": 26.4
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 936,
-     "ms": 61.2
+     "tokens": 946,
+     "ms": 58.5
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 831,
-     "ms": 90.1
+     "tokens": 782,
+     "ms": 99.4
     }
    },
    "context7": {
@@ -5208,8 +5200,7 @@
     "library": "/vercel/next.js/v15.1.11",
     "version_match": "same major",
     "reused": true
-   },
-   "grading": "[[[\"middleware\"]], [\"NextProxy\", \"proxy.ts\"]]"
+   }
   },
   {
    "id": "next16-proxy",
@@ -5219,34 +5210,36 @@
    "question": "How do I run code before a request is completed, for example to redirect or rewrite?",
    "why": "16: middleware renamed to proxy (next 16.3.6 dist/server/web/types.d.ts: '@deprecated Use NextProxy instead. Middleware has been renamed to Proxy.')",
    "line": "newer",
+   "set": "tuning",
+   "grading": "[[[\"proxy.ts\", \"proxy.js\", \"NextProxy\", \"export function proxy\", \"Proxy allows\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 869,
-    "ms": 629.5
+    "tokens": 796,
+    "ms": 721.9
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 837,
-     "ms": 431.7
+     "tokens": 827,
+     "ms": 547.4
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 789,
-     "ms": 119.9
+     "tokens": 851,
+     "ms": 135.0
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 869,
-     "ms": 629.5
+     "tokens": 796,
+     "ms": 721.9
     }
    },
    "context7": {
@@ -5258,42 +5251,1026 @@
     "library": "/vercel/next.js/v16.2.9",
     "version_match": "same major",
     "reused": true
+   }
+  },
+  {
+   "id": "next14-params",
+   "project": "next14",
+   "package": "next",
+   "version": "14.2.35",
+   "question": "How do I read the dynamic route parameters in a page component?",
+   "why": "14: params is a plain object prop (no 'await params' in v14.2.35 docs/02-app/02-api-reference/02-file-conventions/page.mdx)",
+   "line": "older",
+   "set": "held-out",
+   "grading": "[[[\"params\"]], [\"await params\", \"Promise<{\"]]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 854,
+    "ms": 91.1
+   },
+   "variants": {
+    "keyword": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 928,
+     "ms": 25.2
+    },
+    "hybrid": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 917,
+     "ms": 54.6
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 854,
+     "ms": 91.1
+    }
    },
-   "grading": "[[[\"proxy.ts\", \"proxy.js\", \"NextProxy\", \"export function proxy\", \"Proxy allows\"]], []]"
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 1037,
+    "ms": 2606,
+    "library": "/vercel/next.js/v14.3.0-canary.87",
+    "version_match": "same major"
+   }
+  },
+  {
+   "id": "next15-params",
+   "project": "next15",
+   "package": "next",
+   "version": "15.1.0",
+   "question": "How do I read the dynamic route parameters in a page component?",
+   "why": "15: params is a Promise (v15.1.0 page.mdx, 18 matches)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"await params\", \"Promise<{\"]], []]",
+   "lockdocs": {
+    "pass": false,
+    "missing": [
+     [
+      "await params",
+      "Promise<{"
+     ]
+    ],
+    "rejected": [],
+    "tokens": 845,
+    "ms": 100.7
+   },
+   "variants": {
+    "keyword": {
+     "pass": false,
+     "missing": [
+      [
+       "await params",
+       "Promise<{"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 949,
+     "ms": 27.4
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "await params",
+       "Promise<{"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 946,
+     "ms": 58.8
+    },
+    "fetched": {
+     "pass": false,
+     "missing": [
+      [
+       "await params",
+       "Promise<{"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 845,
+     "ms": 100.7
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 1427,
+    "ms": 2666,
+    "library": "/vercel/next.js/v15.1.11",
+    "version_match": "same major"
+   }
+  },
+  {
+   "id": "tw3-dark",
+   "project": "tailwind3",
+   "package": "tailwindcss",
+   "version": "3.4.19",
+   "question": "How do I switch dark mode to a class instead of the operating system setting?",
+   "why": "v3: darkMode: 'selector' / 'class' in tailwind.config.js (v3 site dark-mode.mdx)",
+   "line": "older",
+   "set": "held-out",
+   "grading": "[[[\"darkMode\"]], [\"@custom-variant\"]]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 817,
+    "ms": 55.4
+   },
+   "variants": {
+    "keyword": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 420,
+     "ms": 3.6
+    },
+    "hybrid": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 420,
+     "ms": 27.6
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 817,
+     "ms": 55.4
+    }
+   },
+   "context7": {
+    "error": "HTTP 404",
+    "ms": 3251.9937140000366,
+    "library": "/rails/tailwindcss-rails"
+   }
+  },
+  {
+   "id": "tw4-dark",
+   "project": "tailwind4",
+   "package": "tailwindcss",
+   "version": "4.1.18",
+   "question": "How do I switch dark mode to a class instead of the operating system setting?",
+   "why": "v4: @custom-variant dark (&:where(.dark, .dark *)) in CSS (v4 site dark-mode.mdx)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"@custom-variant\"]], []]",
+   "lockdocs": {
+    "pass": false,
+    "missing": [
+     [
+      "@custom-variant"
+     ]
+    ],
+    "rejected": [],
+    "tokens": 851,
+    "ms": 58.8
+   },
+   "variants": {
+    "keyword": {
+     "pass": false,
+     "missing": [
+      [
+       "@custom-variant"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 297,
+     "ms": 2.2
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "@custom-variant"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 516,
+     "ms": 27.1
+    },
+    "fetched": {
+     "pass": false,
+     "missing": [
+      [
+       "@custom-variant"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 851,
+     "ms": 58.8
+    }
+   },
+   "context7": {
+    "error": "HTTP 404",
+    "ms": 3440.7304320000662,
+    "library": "/rails/tailwindcss-rails"
+   }
+  },
+  {
+   "id": "react18-ref",
+   "project": "react18",
+   "package": "react",
+   "version": "18.3.1",
+   "question": "How do I pass a ref through to a child component?",
+   "why": "18: forwardRef (@types/react 18.3.31)",
+   "line": "older",
+   "set": "held-out",
+   "grading": "[[[\"forwardRef\"]], []]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 912,
+    "ms": 93.0
+   },
+   "variants": {
+    "keyword": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 856,
+     "ms": 9.1
+    },
+    "hybrid": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 907,
+     "ms": 37.0
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 912,
+     "ms": 93.0
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 570,
+    "ms": 2826,
+    "library": "/reactjs/react.dev",
+    "version_match": "unversioned"
+   }
+  },
+  {
+   "id": "react19-ref",
+   "project": "react19",
+   "package": "react",
+   "version": "19.2.8",
+   "question": "How do I pass a ref through to a child component?",
+   "why": "19: ref is a regular prop; forwardRef is no longer necessary (react.dev forwardRef.md)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"as a prop\", \"no longer necessary\"]], []]",
+   "lockdocs": {
+    "pass": false,
+    "missing": [
+     [
+      "as a prop",
+      "no longer necessary"
+     ]
+    ],
+    "rejected": [],
+    "tokens": 911,
+    "ms": 101.2
+   },
+   "variants": {
+    "keyword": {
+     "pass": false,
+     "missing": [
+      [
+       "as a prop",
+       "no longer necessary"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 925,
+     "ms": 9.3
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "as a prop",
+       "no longer necessary"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 816,
+     "ms": 37.3
+    },
+    "fetched": {
+     "pass": false,
+     "missing": [
+      [
+       "as a prop",
+       "no longer necessary"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 911,
+     "ms": 101.2
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 587,
+    "ms": 2618,
+    "library": "/reactjs/react.dev",
+    "version_match": "unversioned"
+   }
+  },
+  {
+   "id": "rr6-types",
+   "project": "rr6",
+   "package": "react-router",
+   "version": "6.26.2",
+   "question": "How do I get typed loader data in my route component?",
+   "why": "v6: useLoaderData() (docs/hooks/use-loader-data.md); generated route types arrived in v7",
+   "line": "older",
+   "set": "held-out",
+   "grading": "[[[\"useLoaderData\"]], [\"Route.ComponentProps\", \"+types\"]]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 790,
+    "ms": 46.2
+   },
+   "variants": {
+    "keyword": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 792,
+     "ms": 4.2
+    },
+    "hybrid": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 881,
+     "ms": 29.8
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 790,
+     "ms": 46.2
+    }
+   },
+   "context7": {
+    "pass": false,
+    "missing": [],
+    "rejected": [
+     "Route.ComponentProps",
+     "+types"
+    ],
+    "tokens": 848,
+    "ms": 2558,
+    "library": "/websites/reactrouter",
+    "version_match": "unversioned"
+   }
+  },
+  {
+   "id": "rr7-types",
+   "project": "rr7",
+   "package": "react-router",
+   "version": "7.1.1",
+   "question": "How do I get typed loader data in my route component?",
+   "why": "v7: generated ./+types/<route> and Route.ComponentProps (react-router@7.1.1 docs/start/framework/data-loading.md)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"Route.ComponentProps\", \"+types\"]], []]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 851,
+    "ms": 50.0
+   },
+   "variants": {
+    "keyword": {
+     "pass": false,
+     "missing": [
+      [
+       "Route.ComponentProps",
+       "+types"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 918,
+     "ms": 10.0
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "Route.ComponentProps",
+       "+types"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 868,
+     "ms": 37.6
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 851,
+     "ms": 50.0
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 913,
+    "ms": 2768,
+    "library": "/websites/reactrouter",
+    "version_match": "unversioned"
+   }
+  },
+  {
+   "id": "eslint8-globals",
+   "project": "eslint8",
+   "package": "eslint",
+   "version": "8.57.1",
+   "question": "How do I tell ESLint about browser global variables?",
+   "why": "8: env: { browser: true } in .eslintrc (v8.57.1 language-options.md)",
+   "line": "older",
+   "set": "held-out",
+   "grading": "[[[\"\\\"browser\\\": true\", \"browser: true\"]], []]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 793,
+    "ms": 83.9
+   },
+   "variants": {
+    "keyword": {
+     "pass": false,
+     "missing": [
+      [
+       "\"browser\": true",
+       "browser: true"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 866,
+     "ms": 9.9
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "\"browser\": true",
+       "browser: true"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 843,
+     "ms": 38.1
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 793,
+     "ms": 83.9
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 654,
+    "ms": 2587,
+    "library": "/eslint/eslint/v8.57.1",
+    "version_match": "exact"
+   }
+  },
+  {
+   "id": "eslint9-globals",
+   "project": "eslint9",
+   "package": "eslint",
+   "version": "9.39.5",
+   "question": "How do I tell ESLint about browser global variables?",
+   "why": "9: languageOptions: { globals: globals.browser } (v9.39.5 language-options.md)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"globals.browser\"]], []]",
+   "lockdocs": {
+    "pass": false,
+    "missing": [
+     [
+      "globals.browser"
+     ]
+    ],
+    "rejected": [],
+    "tokens": 731,
+    "ms": 88.7
+   },
+   "variants": {
+    "keyword": {
+     "pass": false,
+     "missing": [
+      [
+       "globals.browser"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 1027,
+     "ms": 8.2
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "globals.browser"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 1017,
+     "ms": 33.8
+    },
+    "fetched": {
+     "pass": false,
+     "missing": [
+      [
+       "globals.browser"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 731,
+     "ms": 88.7
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 602,
+    "ms": 2783,
+    "library": "/eslint/eslint/v9.39.3",
+    "version_match": "same major"
+   }
+  },
+  {
+   "id": "dj51-generated",
+   "project": "django51",
+   "package": "django",
+   "version": "5.1.15",
+   "question": "How do I add a model field whose value the database computes from other columns?",
+   "why": "5.0+: models.GeneratedField (5.1.15 docs/ref/models/fields.txt)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"GeneratedField\"]], []]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 760,
+    "ms": 212.8
+   },
+   "variants": {
+    "keyword": {
+     "pass": false,
+     "missing": [
+      [
+       "GeneratedField"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 798,
+     "ms": 61.8
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "GeneratedField"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 803,
+     "ms": 99.3
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 760,
+     "ms": 212.8
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 616,
+    "ms": 2802,
+    "library": "/django/django",
+    "version_match": "unversioned"
+   }
+  },
+  {
+   "id": "fa0115-querymodel",
+   "project": "fastapi0115",
+   "package": "fastapi",
+   "version": "0.115.14",
+   "question": "How do I declare a group of query parameters with a Pydantic model?",
+   "why": "0.115.0+: query parameter models (docs/en/docs/tutorial/query-param-models.md)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"Query Parameter Models\", \"FilterParams\", \"query parameter model\"]], []]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 901,
+    "ms": 75.3
+   },
+   "variants": {
+    "keyword": {
+     "pass": false,
+     "missing": [
+      [
+       "Query Parameter Models",
+       "FilterParams",
+       "query parameter model"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 888,
+     "ms": 17.9
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "Query Parameter Models",
+       "FilterParams",
+       "query parameter model"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 885,
+     "ms": 45.8
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 901,
+     "ms": 75.3
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 546,
+    "ms": 2583,
+    "library": "/websites/fastapi_tiangolo",
+    "version_match": "unversioned"
+   }
+  },
+  {
+   "id": "tokio-channel",
+   "project": "axum08",
+   "package": "tokio",
+   "version": "1.43.0",
+   "question": "How do I send messages from many tasks to a single consumer task?",
+   "why": "tokio::sync::mpsc",
+   "line": "single",
+   "set": "held-out",
+   "grading": "[[[\"mpsc\"]], []]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 884,
+    "ms": 61.2
+   },
+   "variants": {
+    "keyword": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 903,
+     "ms": 28.2
+    },
+    "hybrid": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 827,
+     "ms": 55.4
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 884,
+     "ms": 61.2
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 1489,
+    "ms": 2830,
+    "library": "/websites/rs_tokio_tokio",
+    "version_match": "unversioned"
+   }
+  },
+  {
+   "id": "zod3-datetime",
+   "project": "zod3",
+   "package": "zod",
+   "version": "3.23.8",
+   "question": "How do I validate an ISO 8601 datetime string?",
+   "why": "3.23: z.string().datetime(); z.iso arrived in zod 4 (0 matches in v3.23.8 README)",
+   "line": "older",
+   "set": "held-out",
+   "grading": "[[[\".datetime(\"]], [\"z.iso.\"]]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 1166,
+    "ms": 36.5
+   },
+   "variants": {
+    "keyword": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 958,
+     "ms": 6.8
+    },
+    "hybrid": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 841,
+     "ms": 34.7
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 1166,
+     "ms": 36.5
+    }
+   },
+   "context7": {
+    "pass": false,
+    "missing": [],
+    "rejected": [
+     "z.iso."
+    ],
+    "tokens": 1110,
+    "ms": 3012,
+    "library": "/colinhacks/zod/v3.24.2",
+    "version_match": "same major"
+   }
+  },
+  {
+   "id": "zod4-datetime",
+   "project": "zod4",
+   "package": "zod",
+   "version": "4.1.5",
+   "question": "How do I validate an ISO 8601 datetime string?",
+   "why": "4: z.iso.datetime() (v4.1.5 packages/docs/content/api.mdx)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"z.iso.datetime\", \"iso.datetime(\"]], []]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 1125,
+    "ms": 46.7
+   },
+   "variants": {
+    "keyword": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 510,
+     "ms": 14.0
+    },
+    "hybrid": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 386,
+     "ms": 41.8
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 1125,
+     "ms": 46.7
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 1499,
+    "ms": 2418,
+    "library": "/colinhacks/zod/v4.0.1",
+    "version_match": "same major"
+   }
+  },
+  {
+   "id": "pyd1-frozen",
+   "project": "pydantic1",
+   "package": "pydantic",
+   "version": "1.10.18",
+   "question": "How do I make model instances immutable?",
+   "why": "v1: class Config: allow_mutation = False / frozen = True (v1.10.18 docs/usage/model_config.md)",
+   "line": "older",
+   "set": "held-out",
+   "grading": "[[[\"allow_mutation\"]], [\"model_config\"]]",
+   "lockdocs": {
+    "pass": false,
+    "missing": [],
+    "rejected": [
+     "model_config"
+    ],
+    "tokens": 924,
+    "ms": 55.2
+   },
+   "variants": {
+    "keyword": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 972,
+     "ms": 21.0
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "allow_mutation"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 949,
+     "ms": 49.2
+    },
+    "fetched": {
+     "pass": false,
+     "missing": [],
+     "rejected": [
+      "model_config"
+     ],
+     "tokens": 924,
+     "ms": 55.2
+    }
+   },
+   "context7": {
+    "pass": false,
+    "missing": [],
+    "rejected": [
+     "model_config"
+    ],
+    "tokens": 1062,
+    "ms": 1885,
+    "library": "/pydantic/pydantic",
+    "version_match": "unversioned"
+   }
+  },
+  {
+   "id": "pyd2-frozen",
+   "project": "pydantic2",
+   "package": "pydantic",
+   "version": "2.9.2",
+   "question": "How do I make model instances immutable?",
+   "why": "v2: model_config = ConfigDict(frozen=True) (v2.9.2 docs/concepts/models.md)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"frozen=True\"]], []]",
+   "lockdocs": {
+    "pass": false,
+    "missing": [
+     [
+      "frozen=True"
+     ]
+    ],
+    "rejected": [],
+    "tokens": 914,
+    "ms": 70.8
+   },
+   "variants": {
+    "keyword": {
+     "pass": false,
+     "missing": [
+      [
+       "frozen=True"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 829,
+     "ms": 26.4
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "frozen=True"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 917,
+     "ms": 53.4
+    },
+    "fetched": {
+     "pass": false,
+     "missing": [
+      [
+       "frozen=True"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 914,
+     "ms": 70.8
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 1214,
+    "ms": 2487,
+    "library": "/pydantic/pydantic",
+    "version_match": "unversioned"
+   }
   }
  ],
  "summary": {
   "keyword": {
-   "answered": 70,
-   "passed": 41,
-   "total": 70,
-   "median_tokens": 898,
-   "median_ms": 22.2,
-   "p95_ms": 397.4
+   "answered": 87,
+   "passed": 51,
+   "total": 87,
+   "median_tokens": 888,
+   "median_ms": 26.4,
+   "p95_ms": 421.1
   },
   "hybrid": {
-   "answered": 70,
-   "passed": 46,
-   "total": 70,
-   "median_tokens": 915,
-   "median_ms": 48.6,
-   "p95_ms": 94.3
+   "answered": 87,
+   "passed": 53,
+   "total": 87,
+   "median_tokens": 899,
+   "median_ms": 41.6,
+   "p95_ms": 98.3
   },
   "fetched": {
-   "answered": 70,
-   "passed": 55,
-   "total": 70,
-   "median_tokens": 875,
-   "median_ms": 86.6,
-   "p95_ms": 490.7
+   "answered": 87,
+   "passed": 76,
+   "total": 87,
+   "median_tokens": 870,
+   "median_ms": 90.9,
+   "p95_ms": 721.9
   },
   "context7": {
-   "answered": 70,
-   "passed": 49,
-   "total": 70,
+   "answered": 85,
+   "passed": 61,
+   "total": 87,
    "median_tokens": 908,
-   "median_ms": 2011,
-   "p95_ms": 3327
+   "median_ms": 2487,
+   "p95_ms": 3320
   }
  },
  "variants": [
@@ -5311,13 +6288,13 @@
   ]
  ],
  "context7_calls": {
-  "calls": 4,
+  "calls": 35,
   "rate_limited": 0,
-  "errors": 0,
+  "errors": 2,
   "stopped": false,
   "limit": "200",
-  "remaining": "196",
-  "reused": 67
+  "remaining": "162",
+  "reused": 69
  },
  "runner": {
   "os": "Linux",

From 7f73155915448abaf2428bb21da95e79b0ce4023 Mon Sep 17 00:00:00 2001
From: Kyle Tse <hi@kylet.se>
Date: Sat, 26 Sep 2026 00:19:07 +0000
Subject: [PATCH 3/4] fix(ranking): leads include the list or code after them;
 code-only sections embed their code; readable page titles from file names;
 parameter/param synonyms

Also: Context7 in the benchmark tries the next search result when a library
answers HTTP 404, as an agent would; fix an overflow in compact() that
panicked in debug builds.
---
 bench/run.py                        |   55 +-
 crates/lockdocs-core/src/bm25.rs    |    4 +
 crates/lockdocs-core/src/extract.rs |   15 +-
 crates/lockdocs-core/src/index.rs   |    7 +-
 crates/lockdocs-core/src/query.rs   |   26 +-
 docs/public/bench-results.json      | 2657 ++++++++++++++++++---------
 6 files changed, 1915 insertions(+), 849 deletions(-)

diff --git a/bench/run.py b/bench/run.py
index 04545b0..2aa42e2 100755
--- a/bench/run.py
+++ b/bench/run.py
@@ -6,15 +6,18 @@
 
 `--variant` adds a configuration run after `lockdocs fetch` with extra
 environment (for weight sweeps on CI, e.g. `head25:LOCKDOCS_HEAD_WEIGHT=0.25`).
-Questions marked `"set": "held-out"` were written after the last tuning round
-and are reported separately, so tuning cannot quietly overfit the rest.
+Questions marked `"set": "held-out"` are not used for tuning: they are written
+before the ranking changes they measure and reported in their own column.
+Once held-out questions are used to diagnose a miss, they join the tuning set
+(`history` says when) and new held-out questions replace them.
 
 Each question names a project (with dependencies installed at pinned versions)
 and a package. An answer passes when it contains at least one string from
 every `expect` group and none of the `reject` strings (case-insensitive).
 Tokens are counted with tiktoken o200k_base when available, else chars/4.
 Context7 is queried the way its MCP server does (library search, then
-context for the question) on the anonymous tier; 429s are recorded, not retried.
+context for the question) on the anonymous tier, trying the next search result
+when a library answers HTTP 404; 429s are recorded, not retried.
 """
 import json, os, subprocess, sys, time, urllib.parse, urllib.request
 
@@ -83,8 +86,9 @@ def c7_get(url):
 
 
 def c7_library(pkg, version, question):
-    """Pick the library like the resolve step would: top search result,
-    then the listed version with the same major (exact when present)."""
+    """Pick libraries like the resolve step would: search results in order,
+    each at the listed version with the same major (exact when present).
+    Returns up to three candidates; the first one that answers is used."""
     key = (pkg, version)
     if key in _c7_ids:
         return _c7_ids[key], 0.0
@@ -95,28 +99,39 @@ def c7_library(pkg, version, question):
     if not results:
         _c7_ids[key] = None
         return None, ms
-    pick = results[0]
-    lib = pick["id"]
-    versions = pick.get("versions") or []
     major = version.lstrip("v").split(".")[0]
-    exact = [v for v in versions if v.lstrip("v") == version.lstrip("v")]
-    same = [v for v in versions if v.lstrip("v").split(".")[0] == major]
-    chosen = (exact or same or [None])[-1]
-    ident = f"{lib}/{chosen}" if chosen else lib
-    _c7_ids[key] = {"id": ident, "versions": versions, "exact": bool(exact), "same_major": bool(same)}
-    return _c7_ids[key], ms
+    cands = []
+    for pick in results[:3]:
+        lib = pick["id"]
+        versions = pick.get("versions") or []
+        exact = [v for v in versions if v.lstrip("v") == version.lstrip("v")]
+        same = [v for v in versions if v.lstrip("v").split(".")[0] == major]
+        chosen = (exact or same or [None])[-1]
+        cands.append({"id": f"{lib}/{chosen}" if chosen else lib, "base": lib, "exact": bool(exact), "same_major": bool(same)})
+    _c7_ids[key] = cands
+    return cands, ms
 
 
 def run_context7(q, version):
-    lib, search_ms = c7_library(q["package"], version, q["question"])
-    if not lib:
+    cands, search_ms = c7_library(q["package"], version, q["question"])
+    if not cands:
         return {"error": "no library" if not c7_state["stopped"] else "rate limited", "ms": search_ms}
-    body, ms, err = c7_get(f"{C7}/context?" + urllib.parse.urlencode({"libraryId": lib["id"], "query": q["question"], "type": "txt"}))
+    total = search_ms
+    err, lib = None, cands[0]
+    # An agent whose first pick fails (HTTP 404) tries the next one; so do we.
+    for lib in cands:
+        for ident in dict.fromkeys([lib["id"], lib["base"]]):
+            body, ms, err = c7_get(f"{C7}/context?" + urllib.parse.urlencode({"libraryId": ident, "query": q["question"], "type": "txt"}))
+            total += ms
+            if body is not None or err != "HTTP 404":
+                break
+        if body is not None or err != "HTTP 404":
+            break
     if body is None:
-        return {"error": err, "ms": search_ms + ms, "library": lib["id"]}
+        return {"error": err, "ms": total, "library": lib["id"]}
     ok, missing, rej = grade(body, q)
-    return {"pass": ok, "missing": missing, "rejected": rej, "tokens": count(body), "ms": round(search_ms + ms), "library": lib["id"],
-            "version_match": "exact" if lib["exact"] else ("same major" if lib["same_major"] else "unversioned")}
+    return {"pass": ok, "missing": missing, "rejected": rej, "tokens": count(body), "ms": round(total), "library": ident,
+            "version_match": "exact" if lib["exact"] and ident == lib["id"] else ("same major" if lib["same_major"] and ident == lib["id"] else "unversioned")}
 
 
 VARIANTS = [
diff --git a/crates/lockdocs-core/src/bm25.rs b/crates/lockdocs-core/src/bm25.rs
index 0bff486..94049fa 100644
--- a/crates/lockdocs-core/src/bm25.rs
+++ b/crates/lockdocs-core/src/bm25.rs
@@ -105,6 +105,10 @@ const SYNONYMS: &[(&str, &[&str])] = &[
     ("middleware", &["layer"]),
     ("layer", &["middleware"]),
     ("state", &["extension"]),
+    ("parameter", &["param", "arg", "argument"]),
+    ("param", &["parameter"]),
+    ("argument", &["arg", "param"]),
+    ("arg", &["argument"]),
     ("javascript", &["js"]),
     ("js", &["javascript"]),
     ("typescript", &["ts"]),
diff --git a/crates/lockdocs-core/src/extract.rs b/crates/lockdocs-core/src/extract.rs
index aec0200..4382643 100644
--- a/crates/lockdocs-core/src/extract.rs
+++ b/crates/lockdocs-core/src/extract.rs
@@ -756,7 +756,18 @@ fn prose(text: &str, rel: &str, line_off: u32, out: &mut Vec<Entry>) {
 
 fn prose_titled(text: &str, rel: &str, line_off: u32, given: Option<String>, out: &mut Vec<Entry>) {
     let (text, fm_title) = markdown::clean_mdx(text, rel.ends_with(".mdx"));
-    let file_title = rel.rsplit('/').next().unwrap_or(rel);
+    // A page without a title is named after its file: `model_config.md` -> `model config`.
+    let file_name = rel.rsplit('/').next().unwrap_or(rel);
+    let file_title = if rel.starts_with("upstream:") && !is_doc_name(file_name) {
+        file_name
+            .rsplit_once('.')
+            .map_or(file_name, |x| x.0)
+            .trim_start_matches(|c: char| c.is_ascii_digit() || c == '-')
+            .replace(['_', '-'], " ")
+    } else {
+        file_name.to_string()
+    };
+    let file_title = file_title.as_str();
     let title = if let Some(t) = given {
         t
     } else if rel.contains("package metadata") {
@@ -820,7 +831,7 @@ fn txt<'a>(n: Node, src: &'a [u8]) -> &'a str {
 }
 
 fn compact(s: &str, cap: usize) -> String {
-    let mut out = String::with_capacity(s.len().min(cap + 8));
+    let mut out = String::with_capacity(s.len().min(cap.saturating_add(8)));
     let mut space = false;
     for c in s.chars() {
         if c.is_whitespace() {
diff --git a/crates/lockdocs-core/src/index.rs b/crates/lockdocs-core/src/index.rs
index 975b77b..46f363c 100644
--- a/crates/lockdocs-core/src/index.rs
+++ b/crates/lockdocs-core/src/index.rs
@@ -134,9 +134,14 @@ fn stamp(src: &Source) -> String {
 /// What an entry means, for the embedding: its name and the start of its
 /// prose (code examples and long signatures dilute a mean-pooled vector).
 pub fn embed_text(e: &Entry) -> String {
-    let (prose, _) = split_code(&e.doc);
+    let (prose, code) = split_code(&e.doc);
     let mut body: String = prose.chars().take(600).collect();
     if e.kind == Kind::Prose {
+        // A code-only section embedded by its title alone matches short
+        // questions far too well; its code says what it is about.
+        if body.trim().is_empty() {
+            body = code.chars().take(600).collect();
+        }
         let head: Vec<&str> = e.name.split(" › ").collect();
         let tail = head[head.len().saturating_sub(2)..].join(" ");
         return format!("{tail}. {body}");
diff --git a/crates/lockdocs-core/src/query.rs b/crates/lockdocs-core/src/query.rs
index 841d194..9269b7a 100644
--- a/crates/lockdocs-core/src/query.rs
+++ b/crates/lockdocs-core/src/query.rs
@@ -611,7 +611,7 @@ impl Engine {
             // section, within the same budget.
             let ctx = if out.blocks == 0 { section_context(idx, e) } else { None };
             let max_doc = if out.blocks == 0 {
-                2000 - ctx.as_ref().map_or(0, |c| c.len().min(800))
+                2000 - ctx.as_ref().map_or(0, |c| c.len().min(800) / 2)
             } else {
                 800
             };
@@ -1280,8 +1280,9 @@ pub fn render_entry(idx: &PackageIndex, e: &Entry, max_doc: usize) -> String {
     s
 }
 
-/// The first paragraph of text (and a short code block right after it) of a
-/// section. Tag-only lines (`<Deprecated>`) are skipped.
+/// The first paragraph of text of a section, and the short list or code
+/// block right after it (what the section offers). Tag-only lines
+/// (`<Deprecated>`) are skipped.
 fn lead(doc: &str) -> String {
     let tag_only = |l: &str| l.starts_with('<') && l.ends_with('>');
     let mut lines = doc.lines().map(str::trim_end).peekable();
@@ -1303,7 +1304,22 @@ fn lead(doc: &str) -> String {
     while lines.peek().is_some_and(|l| l.trim().is_empty()) {
         lines.next();
     }
-    if lines.peek().is_some_and(|l| l.trim_start().starts_with("```")) {
+    let bullet = |l: &str| {
+        let t = l.trim_start();
+        t.starts_with("* ") || t.starts_with("- ") || t.split_once(". ").is_some_and(|(n, _)| !n.is_empty() && n.chars().all(|c| c.is_ascii_digit()))
+    };
+    if lines.peek().is_some_and(|l| bullet(l)) {
+        let mut list = String::new();
+        for l in lines.by_ref() {
+            if l.trim().is_empty() {
+                break;
+            }
+            let t = l.trim();
+            list.push_str(if bullet(l) { "\n" } else { " " });
+            list.push_str(t);
+        }
+        out.push_str(&truncate(&list, 400));
+    } else if lines.peek().is_some_and(|l| l.trim_start().starts_with("```")) {
         let mut code = vec![lines.next().unwrap_or_default()];
         for l in lines.by_ref() {
             code.push(l);
@@ -1506,6 +1522,8 @@ mod tests {
         assert!(heading_terms("useActionState reference").contains(&"action".to_string()));
         let l = lead("Intro line.\n\n```css\n@import \"tailwindcss\";\n\n@custom-variant dark (&:where(.dark, .dark *));\n```\n\nMore.");
         assert!(l.contains("@custom-variant") && l.ends_with("```"), "{l}");
+        let l = lead("Three helpers:\n\n* **`parse_obj`**: from a dict\n  more.\n* `parse_raw`\n\nNext.");
+        assert!(l.contains("parse_obj") && l.contains("parse_raw") && !l.contains("Next"), "{l}");
         assert!(lead("<Deprecated>\n\nIn React 19, it is no longer necessary.\n\n</Deprecated>").starts_with("In React 19"));
     }
 
diff --git a/docs/public/bench-results.json b/docs/public/bench-results.json
index 6ea63e5..e801f94 100644
--- a/docs/public/bench-results.json
+++ b/docs/public/bench-results.json
@@ -2,13 +2,13 @@
  "tokenizer": "tiktoken o200k_base",
  "index": {
   "axum07": {
-   "ms": 352,
+   "ms": 271,
    "report": {
     "missing": [],
-    "ms": 338,
+    "ms": 259,
     "packages": [
      {
-      "build_ms": 202,
+      "build_ms": 149,
       "ecosystem": "cargo",
       "package": "axum@0.7.9",
       "sections": 262,
@@ -16,7 +16,7 @@
       "symbols": 236
      },
      {
-      "build_ms": 305,
+      "build_ms": 218,
       "ecosystem": "cargo",
       "package": "tokio@1.41.1",
       "sections": 551,
@@ -27,13 +27,13 @@
    }
   },
   "axum08": {
-   "ms": 347,
+   "ms": 285,
    "report": {
     "missing": [],
-    "ms": 334,
+    "ms": 274,
     "packages": [
      {
-      "build_ms": 196,
+      "build_ms": 137,
       "ecosystem": "cargo",
       "package": "axum@0.8.1",
       "sections": 272,
@@ -41,7 +41,7 @@
       "symbols": 264
      },
      {
-      "build_ms": 300,
+      "build_ms": 236,
       "ecosystem": "cargo",
       "package": "tokio@1.43.0",
       "sections": 561,
@@ -52,13 +52,13 @@
    }
   },
   "django42": {
-   "ms": 496,
+   "ms": 375,
    "report": {
     "missing": [],
-    "ms": 479,
+    "ms": 359,
     "packages": [
      {
-      "build_ms": 426,
+      "build_ms": 309,
       "ecosystem": "pypi",
       "package": "django@4.2.30",
       "sections": 159,
@@ -69,13 +69,13 @@
    }
   },
   "django51": {
-   "ms": 489,
+   "ms": 371,
    "report": {
     "missing": [],
-    "ms": 472,
+    "ms": 353,
     "packages": [
      {
-      "build_ms": 420,
+      "build_ms": 303,
       "ecosystem": "pypi",
       "package": "django@5.1.15",
       "sections": 159,
@@ -86,13 +86,13 @@
    }
   },
   "eslint8": {
-   "ms": 172,
+   "ms": 130,
    "report": {
     "missing": [],
-    "ms": 167,
+    "ms": 126,
     "packages": [
      {
-      "build_ms": 141,
+      "build_ms": 97,
       "ecosystem": "npm",
       "package": "eslint@8.57.1",
       "sections": 27,
@@ -103,13 +103,13 @@
    }
   },
   "eslint9": {
-   "ms": 66,
+   "ms": 59,
    "report": {
     "missing": [],
-    "ms": 61,
+    "ms": 55,
     "packages": [
      {
-      "build_ms": 34,
+      "build_ms": 24,
       "ecosystem": "npm",
       "package": "eslint@9.39.5",
       "sections": 28,
@@ -120,13 +120,13 @@
    }
   },
   "express4": {
-   "ms": 56,
+   "ms": 53,
    "report": {
     "missing": [],
-    "ms": 51,
+    "ms": 49,
     "packages": [
      {
-      "build_ms": 5,
+      "build_ms": 4,
       "ecosystem": "npm",
       "package": "@types/express@4.17.25",
       "sections": 5,
@@ -134,7 +134,7 @@
       "symbols": 35
      },
      {
-      "build_ms": 24,
+      "build_ms": 16,
       "ecosystem": "npm",
       "package": "express@4.21.2",
       "sections": 276,
@@ -145,13 +145,13 @@
    }
   },
   "express5": {
-   "ms": 40,
+   "ms": 41,
    "report": {
     "missing": [],
-    "ms": 36,
+    "ms": 37,
     "packages": [
      {
-      "build_ms": 2,
+      "build_ms": 4,
       "ecosystem": "npm",
       "package": "@types/express@5.0.6",
       "sections": 5,
@@ -159,7 +159,7 @@
       "symbols": 34
      },
      {
-      "build_ms": 10,
+      "build_ms": 5,
       "ecosystem": "npm",
       "package": "express@5.2.1",
       "sections": 18,
@@ -170,13 +170,13 @@
    }
   },
   "fastapi0115": {
-   "ms": 72,
+   "ms": 65,
    "report": {
     "missing": [],
-    "ms": 68,
+    "ms": 61,
     "packages": [
      {
-      "build_ms": 32,
+      "build_ms": 24,
       "ecosystem": "pypi",
       "package": "fastapi@0.115.14",
       "sections": 27,
@@ -187,13 +187,13 @@
    }
   },
   "fastapi088": {
-   "ms": 62,
+   "ms": 54,
    "report": {
     "missing": [],
-    "ms": 58,
+    "ms": 52,
     "packages": [
      {
-      "build_ms": 20,
+      "build_ms": 14,
       "ecosystem": "pypi",
       "package": "fastapi@0.88.0",
       "sections": 24,
@@ -204,13 +204,13 @@
    }
   },
   "next14": {
-   "ms": 387,
+   "ms": 293,
    "report": {
     "missing": [],
-    "ms": 374,
+    "ms": 283,
     "packages": [
      {
-      "build_ms": 322,
+      "build_ms": 246,
       "ecosystem": "npm",
       "package": "next@14.2.35",
       "sections": 10,
@@ -226,7 +226,7 @@
       "symbols": 0
      },
      {
-      "build_ms": 249,
+      "build_ms": 169,
       "ecosystem": "npm",
       "package": "react-dom@18.3.1",
       "sections": 7,
@@ -237,13 +237,13 @@
    }
   },
   "next15": {
-   "ms": 634,
+   "ms": 429,
    "report": {
     "missing": [],
-    "ms": 619,
+    "ms": 417,
     "packages": [
      {
-      "build_ms": 406,
+      "build_ms": 314,
       "ecosystem": "npm",
       "package": "next@15.1.0",
       "sections": 9,
@@ -251,7 +251,7 @@
       "symbols": 5585
      },
      {
-      "build_ms": 417,
+      "build_ms": 35,
       "ecosystem": "npm",
       "package": "react@19.0.0",
       "sections": 4,
@@ -259,7 +259,7 @@
       "symbols": 0
      },
      {
-      "build_ms": 579,
+      "build_ms": 369,
       "ecosystem": "npm",
       "package": "react-dom@19.0.0",
       "sections": 7,
@@ -270,13 +270,13 @@
    }
   },
   "next16": {
-   "ms": 944,
+   "ms": 713,
    "report": {
     "missing": [],
-    "ms": 904,
+    "ms": 681,
     "packages": [
      {
-      "build_ms": 835,
+      "build_ms": 605,
       "ecosystem": "npm",
       "package": "next@16.3.6",
       "sections": 3598,
@@ -284,7 +284,7 @@
       "symbols": 8354
      },
      {
-      "build_ms": 391,
+      "build_ms": 25,
       "ecosystem": "npm",
       "package": "react@19.2.8",
       "sections": 4,
@@ -292,7 +292,7 @@
       "symbols": 0
      },
      {
-      "build_ms": 546,
+      "build_ms": 424,
       "ecosystem": "npm",
       "package": "react-dom@19.2.8",
       "sections": 7,
@@ -303,13 +303,13 @@
    }
   },
   "prisma5": {
-   "ms": 88,
+   "ms": 73,
    "report": {
     "missing": [],
-    "ms": 82,
+    "ms": 69,
     "packages": [
      {
-      "build_ms": 54,
+      "build_ms": 39,
       "ecosystem": "npm",
       "package": "@prisma/client@5.22.0",
       "sections": 4,
@@ -317,7 +317,7 @@
       "symbols": 814
      },
      {
-      "build_ms": 50,
+      "build_ms": 34,
       "ecosystem": "npm",
       "package": "prisma@5.22.0",
       "sections": 14,
@@ -328,13 +328,13 @@
    }
   },
   "prisma6": {
-   "ms": 117,
+   "ms": 94,
    "report": {
     "missing": [],
-    "ms": 110,
+    "ms": 89,
     "packages": [
      {
-      "build_ms": 80,
+      "build_ms": 55,
       "ecosystem": "npm",
       "package": "@prisma/client@6.19.3",
       "sections": 4,
@@ -342,7 +342,7 @@
       "symbols": 851
      },
      {
-      "build_ms": 82,
+      "build_ms": 59,
       "ecosystem": "npm",
       "package": "prisma@6.19.3",
       "sections": 14,
@@ -353,13 +353,13 @@
    }
   },
   "pydantic1": {
-   "ms": 100,
+   "ms": 80,
    "report": {
     "missing": [],
-    "ms": 95,
+    "ms": 76,
     "packages": [
      {
-      "build_ms": 53,
+      "build_ms": 38,
       "ecosystem": "pypi",
       "package": "pydantic@1.10.18",
       "sections": 135,
@@ -370,13 +370,13 @@
    }
   },
   "pydantic2": {
-   "ms": 172,
+   "ms": 135,
    "report": {
     "missing": [],
-    "ms": 165,
+    "ms": 129,
     "packages": [
      {
-      "build_ms": 126,
+      "build_ms": 89,
       "ecosystem": "pypi",
       "package": "pydantic@2.9.2",
       "sections": 191,
@@ -387,13 +387,13 @@
    }
   },
   "react18": {
-   "ms": 330,
+   "ms": 266,
    "report": {
     "missing": [],
-    "ms": 318,
+    "ms": 257,
     "packages": [
      {
-      "build_ms": 140,
+      "build_ms": 101,
       "ecosystem": "npm",
       "package": "@types/react@18.3.31",
       "sections": 5,
@@ -401,7 +401,7 @@
       "symbols": 1853
      },
      {
-      "build_ms": 17,
+      "build_ms": 14,
       "ecosystem": "npm",
       "package": "@types/react-dom@18.3.7",
       "sections": 5,
@@ -409,7 +409,7 @@
       "symbols": 295
      },
      {
-      "build_ms": 277,
+      "build_ms": 118,
       "ecosystem": "npm",
       "package": "react@18.3.1",
       "sections": 4,
@@ -417,7 +417,7 @@
       "symbols": 1853
      },
      {
-      "build_ms": 250,
+      "build_ms": 211,
       "ecosystem": "npm",
       "package": "react-dom@18.3.1",
       "sections": 7,
@@ -428,13 +428,13 @@
    }
   },
   "react19": {
-   "ms": 635,
+   "ms": 514,
    "report": {
     "missing": [],
-    "ms": 623,
+    "ms": 506,
     "packages": [
      {
-      "build_ms": 135,
+      "build_ms": 96,
       "ecosystem": "npm",
       "package": "@types/react@19.2.18",
       "sections": 5,
@@ -442,7 +442,7 @@
       "symbols": 1829
      },
      {
-      "build_ms": 12,
+      "build_ms": 9,
       "ecosystem": "npm",
       "package": "@types/react-dom@19.2.7",
       "sections": 5,
@@ -450,7 +450,7 @@
       "symbols": 206
      },
      {
-      "build_ms": 338,
+      "build_ms": 278,
       "ecosystem": "npm",
       "package": "react@19.2.8",
       "sections": 4,
@@ -458,7 +458,7 @@
       "symbols": 1829
      },
      {
-      "build_ms": 585,
+      "build_ms": 451,
       "ecosystem": "npm",
       "package": "react-dom@19.2.8",
       "sections": 7,
@@ -469,13 +469,13 @@
    }
   },
   "rr6": {
-   "ms": 258,
+   "ms": 204,
    "report": {
     "missing": [],
-    "ms": 248,
+    "ms": 198,
     "packages": [
      {
-      "build_ms": 194,
+      "build_ms": 31,
       "ecosystem": "npm",
       "package": "react@18.3.1",
       "sections": 4,
@@ -483,7 +483,7 @@
       "symbols": 0
      },
      {
-      "build_ms": 198,
+      "build_ms": 149,
       "ecosystem": "npm",
       "package": "react-dom@18.3.1",
       "sections": 7,
@@ -491,7 +491,7 @@
       "symbols": 0
      },
      {
-      "build_ms": 23,
+      "build_ms": 16,
       "ecosystem": "npm",
       "package": "react-router@6.26.2",
       "sections": 74,
@@ -499,7 +499,7 @@
       "symbols": 207
      },
      {
-      "build_ms": 24,
+      "build_ms": 15,
       "ecosystem": "npm",
       "package": "react-router-dom@6.26.2",
       "sections": 80,
@@ -510,13 +510,13 @@
    }
   },
   "rr7": {
-   "ms": 488,
+   "ms": 399,
    "report": {
     "missing": [],
-    "ms": 478,
+    "ms": 393,
     "packages": [
      {
-      "build_ms": 48,
+      "build_ms": 32,
       "ecosystem": "npm",
       "package": "react@19.0.0",
       "sections": 4,
@@ -524,7 +524,7 @@
       "symbols": 0
      },
      {
-      "build_ms": 450,
+      "build_ms": 346,
       "ecosystem": "npm",
       "package": "react-dom@19.0.0",
       "sections": 7,
@@ -532,7 +532,7 @@
       "symbols": 0
      },
      {
-      "build_ms": 121,
+      "build_ms": 227,
       "ecosystem": "npm",
       "package": "react-router@7.1.1",
       "sections": 92,
@@ -543,13 +543,13 @@
    }
   },
   "sqlalchemy14": {
-   "ms": 475,
+   "ms": 354,
    "report": {
     "missing": [],
-    "ms": 457,
+    "ms": 338,
     "packages": [
      {
-      "build_ms": 410,
+      "build_ms": 291,
       "ecosystem": "pypi",
       "package": "sqlalchemy@1.4.54",
       "sections": 8,
@@ -560,13 +560,13 @@
    }
   },
   "sqlalchemy20": {
-   "ms": 612,
+   "ms": 460,
    "report": {
     "missing": [],
-    "ms": 590,
+    "ms": 440,
     "packages": [
      {
-      "build_ms": 537,
+      "build_ms": 389,
       "ecosystem": "pypi",
       "package": "sqlalchemy@2.0.54",
       "sections": 8,
@@ -577,13 +577,13 @@
    }
   },
   "tailwind3": {
-   "ms": 36,
+   "ms": 38,
    "report": {
     "missing": [],
-    "ms": 32,
+    "ms": 35,
     "packages": [
      {
-      "build_ms": 9,
+      "build_ms": 6,
       "ecosystem": "npm",
       "package": "tailwindcss@3.4.19",
       "sections": 6,
@@ -594,13 +594,13 @@
    }
   },
   "tailwind4": {
-   "ms": 33,
+   "ms": 35,
    "report": {
     "missing": [],
-    "ms": 30,
+    "ms": 33,
     "packages": [
      {
-      "build_ms": 7,
+      "build_ms": 4,
       "ecosystem": "npm",
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@@ -2405,21 +2405,21 @@
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@@ -2444,11 +2444,15 @@
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@@ -2460,7 +2464,7 @@
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@@ -2471,14 +2475,18 @@
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@@ -2525,21 +2533,21 @@
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@@ -3193,7 +3197,7 @@
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@@ -3304,8 +3308,8 @@
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@@ -3317,15 +3321,15 @@
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@@ -3386,15 +3390,15 @@
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@@ -3487,7 +3491,7 @@
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@@ -5074,15 +5081,15 @@
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-     "ms": 43.5
+     "tokens": 985,
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@@ -5113,29 +5120,29 @@
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+    "ms": 63.9
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    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
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-     "tokens": 896,
-     "ms": 17.0
+     "tokens": 933,
+     "ms": 12.8
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-     "tokens": 896,
-     "ms": 44.3
+     "tokens": 930,
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@@ -5163,8 +5170,8 @@
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-    "ms": 99.4
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@@ -5172,21 +5179,21 @@
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+     "ms": 21.3
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-     "tokens": 782,
-     "ms": 99.4
+     "tokens": 797,
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@@ -5216,30 +5223,30 @@
     "pass": true,
     "missing": [],
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-    "tokens": 796,
-    "ms": 721.9
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     "keyword": {
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      "missing": [],
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-     "tokens": 827,
-     "ms": 547.4
+     "tokens": 847,
+     "ms": 396.5
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-     "ms": 135.0
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-     "tokens": 796,
-     "ms": 721.9
+     "tokens": 816,
+     "ms": 532.3
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    "context7": {
@@ -5261,14 +5268,14 @@
    "question": "How do I read the dynamic route parameters in a page component?",
    "why": "14: params is a plain object prop (no 'await params' in v14.2.35 docs/02-app/02-api-reference/02-file-conventions/page.mdx)",
    "line": "older",
-   "set": "held-out",
+   "set": "tuning",
    "grading": "[[[\"params\"]], [\"await params\", \"Promise<{\"]]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 854,
-    "ms": 91.1
+    "tokens": 881,
+    "ms": 78.0
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@@ -5276,21 +5283,21 @@
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+     "ms": 20.7
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     "hybrid": {
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-     "ms": 91.1
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@@ -5300,7 +5307,8 @@
     "tokens": 1037,
     "ms": 2606,
     "library": "/vercel/next.js/v14.3.0-canary.87",
-    "version_match": "same major"
+    "version_match": "same major",
+    "reused": true
    }
   },
   {
@@ -5311,7 +5319,7 @@
    "question": "How do I read the dynamic route parameters in a page component?",
    "why": "15: params is a Promise (v15.1.0 page.mdx, 18 matches)",
    "line": "newer",
-   "set": "held-out",
+   "set": "tuning",
    "grading": "[[[\"await params\", \"Promise<{\"]], []]",
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     "pass": false,
@@ -5322,8 +5330,8 @@
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-    "tokens": 845,
-    "ms": 100.7
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@@ -5336,7 +5344,7 @@
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@@ -5348,7 +5356,7 @@
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@@ -5359,8 +5367,8 @@
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@@ -5370,7 +5378,8 @@
     "tokens": 1427,
     "ms": 2666,
     "library": "/vercel/next.js/v15.1.11",
-    "version_match": "same major"
+    "version_match": "same major",
+    "reused": true
    }
   },
   {
@@ -5381,14 +5390,14 @@
    "question": "How do I switch dark mode to a class instead of the operating system setting?",
    "why": "v3: darkMode: 'selector' / 'class' in tailwind.config.js (v3 site dark-mode.mdx)",
    "line": "older",
-   "set": "held-out",
+   "set": "tuning",
    "grading": "[[[\"darkMode\"]], [\"@custom-variant\"]]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 817,
-    "ms": 55.4
+    "tokens": 896,
+    "ms": 50.0
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    "variants": {
     "keyword": {
@@ -5396,26 +5405,26 @@
      "missing": [],
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-     "ms": 3.6
+     "ms": 2.8
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     "hybrid": {
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-     "ms": 27.6
+     "ms": 32.0
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     "fetched": {
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-     "tokens": 817,
-     "ms": 55.4
+     "tokens": 896,
+     "ms": 50.0
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    },
    "context7": {
     "error": "HTTP 404",
-    "ms": 3251.9937140000366,
+    "ms": 3327.2388550000187,
     "library": "/rails/tailwindcss-rails"
    }
   },
@@ -5427,18 +5436,14 @@
    "question": "How do I switch dark mode to a class instead of the operating system setting?",
    "why": "v4: @custom-variant dark (&:where(.dark, .dark *)) in CSS (v4 site dark-mode.mdx)",
    "line": "newer",
-   "set": "held-out",
+   "set": "tuning",
    "grading": "[[[\"@custom-variant\"]], []]",
    "lockdocs": {
-    "pass": false,
-    "missing": [
-     [
-      "@custom-variant"
-     ]
-    ],
+    "pass": true,
+    "missing": [],
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-    "tokens": 851,
-    "ms": 58.8
+    "tokens": 874,
+    "ms": 49.5
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     "keyword": {
@@ -5450,7 +5455,7 @@
      ],
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-     "ms": 2.2
+     "ms": 1.7
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     "hybrid": {
      "pass": false,
@@ -5461,23 +5466,19 @@
      ],
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-     "ms": 27.1
+     "ms": 29.8
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     "fetched": {
-     "pass": false,
-     "missing": [
-      [
-       "@custom-variant"
-      ]
-     ],
+     "pass": true,
+     "missing": [],
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-     "tokens": 851,
-     "ms": 58.8
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    "context7": {
     "error": "HTTP 404",
-    "ms": 3440.7304320000662,
+    "ms": 3210.879936000026,
     "library": "/rails/tailwindcss-rails"
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@@ -5489,14 +5490,14 @@
    "question": "How do I pass a ref through to a child component?",
    "why": "18: forwardRef (@types/react 18.3.31)",
    "line": "older",
-   "set": "held-out",
+   "set": "tuning",
    "grading": "[[[\"forwardRef\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 912,
-    "ms": 93.0
+    "tokens": 899,
+    "ms": 76.7
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    "variants": {
     "keyword": {
@@ -5504,21 +5505,21 @@
      "missing": [],
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-     "ms": 9.1
+     "ms": 7.0
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     "hybrid": {
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-     "ms": 37.0
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     "fetched": {
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      "missing": [],
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-     "tokens": 912,
-     "ms": 93.0
+     "tokens": 899,
+     "ms": 76.7
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    "context7": {
@@ -5528,7 +5529,8 @@
     "tokens": 570,
     "ms": 2826,
     "library": "/reactjs/react.dev",
-    "version_match": "unversioned"
+    "version_match": "unversioned",
+    "reused": true
    }
   },
   {
@@ -5539,19 +5541,14 @@
    "question": "How do I pass a ref through to a child component?",
    "why": "19: ref is a regular prop; forwardRef is no longer necessary (react.dev forwardRef.md)",
    "line": "newer",
-   "set": "held-out",
+   "set": "tuning",
    "grading": "[[[\"as a prop\", \"no longer necessary\"]], []]",
    "lockdocs": {
-    "pass": false,
-    "missing": [
-     [
-      "as a prop",
-      "no longer necessary"
-     ]
-    ],
+    "pass": true,
+    "missing": [],
     "rejected": [],
-    "tokens": 911,
-    "ms": 101.2
+    "tokens": 796,
+    "ms": 84.3
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    "variants": {
     "keyword": {
@@ -5564,7 +5561,7 @@
      ],
      "rejected": [],
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-     "ms": 9.3
+     "ms": 6.9
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     "hybrid": {
      "pass": false,
@@ -5576,19 +5573,14 @@
      ],
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-     "ms": 37.3
+     "ms": 36.2
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     "fetched": {
-     "pass": false,
-     "missing": [
-      [
-       "as a prop",
-       "no longer necessary"
-      ]
-     ],
+     "pass": true,
+     "missing": [],
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-     "tokens": 911,
-     "ms": 101.2
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+     "ms": 84.3
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@@ -5598,7 +5590,8 @@
     "tokens": 587,
     "ms": 2618,
     "library": "/reactjs/react.dev",
-    "version_match": "unversioned"
+    "version_match": "unversioned",
+    "reused": true
    }
   },
   {
@@ -5609,14 +5602,14 @@
    "question": "How do I get typed loader data in my route component?",
    "why": "v6: useLoaderData() (docs/hooks/use-loader-data.md); generated route types arrived in v7",
    "line": "older",
-   "set": "held-out",
+   "set": "tuning",
    "grading": "[[[\"useLoaderData\"]], [\"Route.ComponentProps\", \"+types\"]]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
     "tokens": 790,
-    "ms": 46.2
+    "ms": 42.0
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     "keyword": {
@@ -5624,21 +5617,21 @@
      "missing": [],
      "rejected": [],
      "tokens": 792,
-     "ms": 4.2
+     "ms": 2.9
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     "hybrid": {
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+     "ms": 32.9
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      "missing": [],
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      "tokens": 790,
-     "ms": 46.2
+     "ms": 42.0
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    "context7": {
@@ -5651,7 +5644,8 @@
     "tokens": 848,
     "ms": 2558,
     "library": "/websites/reactrouter",
-    "version_match": "unversioned"
+    "version_match": "unversioned",
+    "reused": true
    }
   },
   {
@@ -5662,14 +5656,14 @@
    "question": "How do I get typed loader data in my route component?",
    "why": "v7: generated ./+types/<route> and Route.ComponentProps (react-router@7.1.1 docs/start/framework/data-loading.md)",
    "line": "newer",
-   "set": "held-out",
+   "set": "tuning",
    "grading": "[[[\"Route.ComponentProps\", \"+types\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
     "tokens": 851,
-    "ms": 50.0
+    "ms": 44.3
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     "keyword": {
@@ -5682,7 +5676,7 @@
      ],
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-     "ms": 10.0
+     "ms": 7.0
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     "hybrid": {
      "pass": false,
@@ -5694,14 +5688,14 @@
      ],
      "rejected": [],
      "tokens": 868,
-     "ms": 37.6
+     "ms": 37.3
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     "fetched": {
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      "tokens": 851,
-     "ms": 50.0
+     "ms": 44.3
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    "context7": {
@@ -5711,7 +5705,8 @@
     "tokens": 913,
     "ms": 2768,
     "library": "/websites/reactrouter",
-    "version_match": "unversioned"
+    "version_match": "unversioned",
+    "reused": true
    }
   },
   {
@@ -5722,14 +5717,19 @@
    "question": "How do I tell ESLint about browser global variables?",
    "why": "8: env: { browser: true } in .eslintrc (v8.57.1 language-options.md)",
    "line": "older",
-   "set": "held-out",
+   "set": "tuning",
    "grading": "[[[\"\\\"browser\\\": true\", \"browser: true\"]], []]",
    "lockdocs": {
-    "pass": true,
-    "missing": [],
+    "pass": false,
+    "missing": [
+     [
+      "\"browser\": true",
+      "browser: true"
+     ]
+    ],
     "rejected": [],
-    "tokens": 793,
-    "ms": 83.9
+    "tokens": 768,
+    "ms": 74.1
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    "variants": {
     "keyword": {
@@ -5742,7 +5742,7 @@
      ],
      "rejected": [],
      "tokens": 866,
-     "ms": 9.9
+     "ms": 7.3
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     "hybrid": {
      "pass": false,
@@ -5754,14 +5754,19 @@
      ],
      "rejected": [],
      "tokens": 843,
-     "ms": 38.1
+     "ms": 39.3
     },
     "fetched": {
-     "pass": true,
-     "missing": [],
+     "pass": false,
+     "missing": [
+      [
+       "\"browser\": true",
+       "browser: true"
+      ]
+     ],
      "rejected": [],
-     "tokens": 793,
-     "ms": 83.9
+     "tokens": 768,
+     "ms": 74.1
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@@ -5771,7 +5776,8 @@
     "tokens": 654,
     "ms": 2587,
     "library": "/eslint/eslint/v8.57.1",
-    "version_match": "exact"
+    "version_match": "exact",
+    "reused": true
    }
   },
   {
@@ -5782,18 +5788,14 @@
    "question": "How do I tell ESLint about browser global variables?",
    "why": "9: languageOptions: { globals: globals.browser } (v9.39.5 language-options.md)",
    "line": "newer",
-   "set": "held-out",
+   "set": "tuning",
    "grading": "[[[\"globals.browser\"]], []]",
    "lockdocs": {
-    "pass": false,
-    "missing": [
-     [
-      "globals.browser"
-     ]
-    ],
+    "pass": true,
+    "missing": [],
     "rejected": [],
-    "tokens": 731,
-    "ms": 88.7
+    "tokens": 741,
+    "ms": 79.7
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    "variants": {
     "keyword": {
@@ -5805,7 +5807,7 @@
      ],
      "rejected": [],
      "tokens": 1027,
-     "ms": 8.2
+     "ms": 5.6
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     "hybrid": {
      "pass": false,
@@ -5816,18 +5818,14 @@
      ],
      "rejected": [],
      "tokens": 1017,
-     "ms": 33.8
+     "ms": 37.8
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     "fetched": {
-     "pass": false,
-     "missing": [
-      [
-       "globals.browser"
-      ]
-     ],
+     "pass": true,
+     "missing": [],
      "rejected": [],
-     "tokens": 731,
-     "ms": 88.7
+     "tokens": 741,
+     "ms": 79.7
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@@ -5837,7 +5835,8 @@
     "tokens": 602,
     "ms": 2783,
     "library": "/eslint/eslint/v9.39.3",
-    "version_match": "same major"
+    "version_match": "same major",
+    "reused": true
    }
   },
   {
@@ -5848,14 +5847,14 @@
    "question": "How do I add a model field whose value the database computes from other columns?",
    "why": "5.0+: models.GeneratedField (5.1.15 docs/ref/models/fields.txt)",
    "line": "newer",
-   "set": "held-out",
+   "set": "tuning",
    "grading": "[[[\"GeneratedField\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 760,
-    "ms": 212.8
+    "tokens": 770,
+    "ms": 176.8
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    "variants": {
     "keyword": {
@@ -5867,7 +5866,7 @@
      ],
      "rejected": [],
      "tokens": 798,
-     "ms": 61.8
+     "ms": 48.2
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     "hybrid": {
      "pass": false,
@@ -5878,14 +5877,14 @@
      ],
      "rejected": [],
      "tokens": 803,
-     "ms": 99.3
+     "ms": 87.2
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     "fetched": {
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      "missing": [],
      "rejected": [],
-     "tokens": 760,
-     "ms": 212.8
+     "tokens": 770,
+     "ms": 176.8
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@@ -5895,7 +5894,8 @@
     "tokens": 616,
     "ms": 2802,
     "library": "/django/django",
-    "version_match": "unversioned"
+    "version_match": "unversioned",
+    "reused": true
    }
   },
   {
@@ -5906,14 +5906,14 @@
    "question": "How do I declare a group of query parameters with a Pydantic model?",
    "why": "0.115.0+: query parameter models (docs/en/docs/tutorial/query-param-models.md)",
    "line": "newer",
-   "set": "held-out",
+   "set": "tuning",
    "grading": "[[[\"Query Parameter Models\", \"FilterParams\", \"query parameter model\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
     "tokens": 901,
-    "ms": 75.3
+    "ms": 62.3
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    "variants": {
     "keyword": {
@@ -5926,8 +5926,8 @@
       ]
      ],
      "rejected": [],
-     "tokens": 888,
-     "ms": 17.9
+     "tokens": 891,
+     "ms": 13.0
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     "hybrid": {
      "pass": false,
@@ -5939,15 +5939,15 @@
       ]
      ],
      "rejected": [],
-     "tokens": 885,
-     "ms": 45.8
+     "tokens": 908,
+     "ms": 42.8
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     "fetched": {
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      "missing": [],
      "rejected": [],
      "tokens": 901,
-     "ms": 75.3
+     "ms": 62.3
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    "context7": {
@@ -5957,7 +5957,8 @@
     "tokens": 546,
     "ms": 2583,
     "library": "/websites/fastapi_tiangolo",
-    "version_match": "unversioned"
+    "version_match": "unversioned",
+    "reused": true
    }
   },
   {
@@ -5968,36 +5969,36 @@
    "question": "How do I send messages from many tasks to a single consumer task?",
    "why": "tokio::sync::mpsc",
    "line": "single",
-   "set": "held-out",
+   "set": "tuning",
    "grading": "[[[\"mpsc\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 884,
-    "ms": 61.2
+    "tokens": 881,
+    "ms": 53.1
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    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 903,
-     "ms": 28.2
+     "tokens": 851,
+     "ms": 22.2
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     "hybrid": {
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      "missing": [],
      "rejected": [],
-     "tokens": 827,
-     "ms": 55.4
+     "tokens": 842,
+     "ms": 52.5
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     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 884,
-     "ms": 61.2
+     "tokens": 881,
+     "ms": 53.1
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    },
    "context7": {
@@ -6007,7 +6008,8 @@
     "tokens": 1489,
     "ms": 2830,
     "library": "/websites/rs_tokio_tokio",
-    "version_match": "unversioned"
+    "version_match": "unversioned",
+    "reused": true
    }
   },
   {
@@ -6018,36 +6020,36 @@
    "question": "How do I validate an ISO 8601 datetime string?",
    "why": "3.23: z.string().datetime(); z.iso arrived in zod 4 (0 matches in v3.23.8 README)",
    "line": "older",
-   "set": "held-out",
+   "set": "tuning",
    "grading": "[[[\".datetime(\"]], [\"z.iso.\"]]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 1166,
-    "ms": 36.5
+    "tokens": 1165,
+    "ms": 35.0
    },
    "variants": {
     "keyword": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 958,
-     "ms": 6.8
+     "tokens": 985,
+     "ms": 5.2
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 841,
+     "tokens": 854,
      "ms": 34.7
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 1166,
-     "ms": 36.5
+     "tokens": 1165,
+     "ms": 35.0
     }
    },
    "context7": {
@@ -6059,7 +6061,8 @@
     "tokens": 1110,
     "ms": 3012,
     "library": "/colinhacks/zod/v3.24.2",
-    "version_match": "same major"
+    "version_match": "same major",
+    "reused": true
    }
   },
   {
@@ -6070,14 +6073,14 @@
    "question": "How do I validate an ISO 8601 datetime string?",
    "why": "4: z.iso.datetime() (v4.1.5 packages/docs/content/api.mdx)",
    "line": "newer",
-   "set": "held-out",
+   "set": "tuning",
    "grading": "[[[\"z.iso.datetime\", \"iso.datetime(\"]], []]",
    "lockdocs": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 1125,
-    "ms": 46.7
+    "tokens": 1158,
+    "ms": 43.3
    },
    "variants": {
     "keyword": {
@@ -6085,21 +6088,21 @@
      "missing": [],
      "rejected": [],
      "tokens": 510,
-     "ms": 14.0
+     "ms": 10.4
     },
     "hybrid": {
      "pass": true,
      "missing": [],
      "rejected": [],
      "tokens": 386,
-     "ms": 41.8
+     "ms": 43.1
     },
     "fetched": {
      "pass": true,
      "missing": [],
      "rejected": [],
-     "tokens": 1125,
-     "ms": 46.7
+     "tokens": 1158,
+     "ms": 43.3
     }
    },
    "context7": {
@@ -6109,7 +6112,8 @@
     "tokens": 1499,
     "ms": 2418,
     "library": "/colinhacks/zod/v4.0.1",
-    "version_match": "same major"
+    "version_match": "same major",
+    "reused": true
    }
   },
   {
@@ -6118,18 +6122,16 @@
    "package": "pydantic",
    "version": "1.10.18",
    "question": "How do I make model instances immutable?",
-   "why": "v1: class Config: allow_mutation = False / frozen = True (v1.10.18 docs/usage/model_config.md)",
+   "why": "v1: class Config: allow_mutation = False / frozen = True (v1.10.18 docs/usage/model_config.md). Rejects the v2 idiom model_config = ConfigDict",
    "line": "older",
-   "set": "held-out",
-   "grading": "[[[\"allow_mutation\"]], [\"model_config\"]]",
+   "set": "tuning",
+   "grading": "[[[\"allow_mutation\"]], [\"model_config = ConfigDict\"]]",
    "lockdocs": {
-    "pass": false,
+    "pass": true,
     "missing": [],
-    "rejected": [
-     "model_config"
-    ],
+    "rejected": [],
     "tokens": 924,
-    "ms": 55.2
+    "ms": 49.8
    },
    "variants": {
     "keyword": {
@@ -6137,7 +6139,7 @@
      "missing": [],
      "rejected": [],
      "tokens": 972,
-     "ms": 21.0
+     "ms": 15.1
     },
     "hybrid": {
      "pass": false,
@@ -6148,26 +6150,24 @@
      ],
      "rejected": [],
      "tokens": 949,
-     "ms": 49.2
+     "ms": 45.7
     },
     "fetched": {
-     "pass": false,
+     "pass": true,
      "missing": [],
-     "rejected": [
-      "model_config"
-     ],
+     "rejected": [],
      "tokens": 924,
-     "ms": 55.2
+     "ms": 49.8
     }
    },
    "context7": {
     "pass": false,
     "missing": [],
     "rejected": [
-     "model_config"
+     "model_config = ConfigDict"
     ],
-    "tokens": 1062,
-    "ms": 1885,
+    "tokens": 1092,
+    "ms": 1857,
     "library": "/pydantic/pydantic",
     "version_match": "unversioned"
    }
@@ -6180,18 +6180,14 @@
    "question": "How do I make model instances immutable?",
    "why": "v2: model_config = ConfigDict(frozen=True) (v2.9.2 docs/concepts/models.md)",
    "line": "newer",
-   "set": "held-out",
+   "set": "tuning",
    "grading": "[[[\"frozen=True\"]], []]",
    "lockdocs": {
-    "pass": false,
-    "missing": [
-     [
-      "frozen=True"
-     ]
-    ],
+    "pass": true,
+    "missing": [],
     "rejected": [],
-    "tokens": 914,
-    "ms": 70.8
+    "tokens": 888,
+    "ms": 60.7
    },
    "variants": {
     "keyword": {
@@ -6203,7 +6199,7 @@
      ],
      "rejected": [],
      "tokens": 829,
-     "ms": 26.4
+     "ms": 18.7
     },
     "hybrid": {
      "pass": false,
@@ -6214,62 +6210,1079 @@
      ],
      "rejected": [],
      "tokens": 917,
-     "ms": 53.4
+     "ms": 50.9
     },
     "fetched": {
-     "pass": false,
-     "missing": [
-      [
-       "frozen=True"
-      ]
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 888,
+     "ms": 60.7
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 1214,
+    "ms": 2487,
+    "library": "/pydantic/pydantic",
+    "version_match": "unversioned",
+    "reused": true
+   }
+  },
+  {
+   "id": "next15-form",
+   "project": "next15",
+   "package": "next",
+   "version": "15.1.0",
+   "question": "How do I build a search form that navigates to a results page with client-side navigation?",
+   "why": "15.0+: <Form> from next/form (v15.1.0 docs/01-app/03-api-reference/02-components/form.mdx)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"next/form\"]], []]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 898,
+    "ms": 82.2
+   },
+   "variants": {
+    "keyword": {
+     "pass": false,
+     "missing": [
+      [
+       "next/form"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 895,
+     "ms": 21.4
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "next/form"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 881,
+     "ms": 57.6
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 898,
+     "ms": 82.2
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 950,
+    "ms": 3170,
+    "library": "/vercel/next.js/v15.1.11",
+    "version_match": "same major"
+   }
+  },
+  {
+   "id": "next16-cache",
+   "project": "next16",
+   "package": "next",
+   "version": "16.3.6",
+   "question": "How do I cache the result of an expensive function across requests?",
+   "why": "16: the 'use cache' directive (v16.3.6 docs/01-app/03-api-reference/01-directives/use-cache.mdx)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"use cache\"]], []]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 856,
+    "ms": 117.5
+   },
+   "variants": {
+    "keyword": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 881,
+     "ms": 72.9
+    },
+    "hybrid": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 834,
+     "ms": 123.0
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 856,
+     "ms": 117.5
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 1258,
+    "ms": 3159,
+    "library": "/vercel/next.js/v16.2.9",
+    "version_match": "same major"
+   }
+  },
+  {
+   "id": "zod3-meta",
+   "project": "zod3",
+   "package": "zod",
+   "version": "3.23.8",
+   "question": "How do I attach a description to a schema?",
+   "why": "3.23: .describe(); .meta() arrived in zod 4 (0 matches in v3.23.8 README)",
+   "line": "older",
+   "set": "held-out",
+   "grading": "[[[\".describe(\"]], [\".meta(\"]]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 979,
+    "ms": 35.0
+   },
+   "variants": {
+    "keyword": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 858,
+     "ms": 5.2
+    },
+    "hybrid": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 957,
+     "ms": 35.0
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 979,
+     "ms": 35.0
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 132,
+    "ms": 2243,
+    "library": "/colinhacks/zod/v3.24.2",
+    "version_match": "same major"
+   }
+  },
+  {
+   "id": "zod4-meta",
+   "project": "zod4",
+   "package": "zod",
+   "version": "4.1.5",
+   "question": "How do I attach a description to a schema?",
+   "why": "4: .meta() with the global registry (v4.1.5 packages/docs/content/metadata.mdx)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\".meta(\"]], []]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 888,
+    "ms": 42.5
+   },
+   "variants": {
+    "keyword": {
+     "pass": false,
+     "missing": [
+      [
+       ".meta("
+      ]
+     ],
+     "rejected": [],
+     "tokens": 196,
+     "ms": 10.0
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       ".meta("
+      ]
+     ],
+     "rejected": [],
+     "tokens": 1139,
+     "ms": 43.3
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 888,
+     "ms": 42.5
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 1048,
+    "ms": 3495,
+    "library": "/colinhacks/zod/v4.0.1",
+    "version_match": "same major"
+   }
+  },
+  {
+   "id": "pyd2-computed",
+   "project": "pydantic2",
+   "package": "pydantic",
+   "version": "2.9.2",
+   "question": "How do I include a computed property when serializing a model?",
+   "why": "2: @computed_field (v2.9.2 docs/concepts/fields.md)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"computed_field\"]], []]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 896,
+    "ms": 59.2
+   },
+   "variants": {
+    "keyword": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 901,
+     "ms": 19.8
+    },
+    "hybrid": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 901,
+     "ms": 49.3
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 896,
+     "ms": 59.2
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 1135,
+    "ms": 2870,
+    "library": "/pydantic/pydantic",
+    "version_match": "unversioned"
+   }
+  },
+  {
+   "id": "pyd1-json",
+   "project": "pydantic1",
+   "package": "pydantic",
+   "version": "1.10.18",
+   "question": "How do I parse and validate a model from a JSON string?",
+   "why": "1: Model.parse_raw() (v1.10.18 docs/usage/models.md)",
+   "line": "older",
+   "set": "held-out",
+   "grading": "[[[\"parse_raw\"]], [\"model_validate_json\"]]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 962,
+    "ms": 50.0
+   },
+   "variants": {
+    "keyword": {
+     "pass": false,
+     "missing": [
+      [
+       "parse_raw"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 909,
+     "ms": 15.8
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "parse_raw"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 882,
+     "ms": 44.5
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 962,
+     "ms": 50.0
+    }
+   },
+   "context7": {
+    "pass": false,
+    "missing": [
+     [
+      "parse_raw"
+     ]
+    ],
+    "rejected": [
+     "model_validate_json"
+    ],
+    "tokens": 1319,
+    "ms": 2189,
+    "library": "/pydantic/pydantic",
+    "version_match": "unversioned"
+   }
+  },
+  {
+   "id": "pyd2-json",
+   "project": "pydantic2",
+   "package": "pydantic",
+   "version": "2.9.2",
+   "question": "How do I parse and validate a model from a JSON string?",
+   "why": "2: Model.model_validate_json() (v2.9.2 docs/concepts/models.md)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"model_validate_json\"]], []]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 876,
+    "ms": 61.4
+   },
+   "variants": {
+    "keyword": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 861,
+     "ms": 19.7
+    },
+    "hybrid": {
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+     "missing": [],
+     "rejected": [],
+     "tokens": 908,
+     "ms": 50.3
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 876,
+     "ms": 61.4
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 1319,
+    "ms": 1630,
+    "library": "/pydantic/pydantic",
+    "version_match": "unversioned"
+   }
+  },
+  {
+   "id": "sa20-dataclass",
+   "project": "sqlalchemy20",
+   "package": "sqlalchemy",
+   "version": "2.0.54",
+   "question": "How do I declare ORM models that are also Python dataclasses?",
+   "why": "2.0: MappedAsDataclass (rel_2_0_54 doc/build/orm/dataclasses.rst)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"MappedAsDataclass\"]], []]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 858,
+    "ms": 156.4
+   },
+   "variants": {
+    "keyword": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 1017,
+     "ms": 49.6
+    },
+    "hybrid": {
+     "pass": true,
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+     "rejected": [],
+     "tokens": 1017,
+     "ms": 89.0
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 858,
+     "ms": 156.4
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 976,
+    "ms": 2516,
+    "library": "/websites/sqlalchemy_en_20",
+    "version_match": "unversioned"
+   }
+  },
+  {
+   "id": "eslint8-plugins",
+   "project": "eslint8",
+   "package": "eslint",
+   "version": "8.57.1",
+   "question": "How do I add a plugin to my ESLint configuration?",
+   "why": "8: \"plugins\": [...] in .eslintrc (v8.57.1 docs/src/use/configure/plugins.md)",
+   "line": "older",
+   "set": "held-out",
+   "grading": "[[[\"\\\"plugins\\\": [\", \"plugins: [\"]], []]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 784,
+    "ms": 72.4
+   },
+   "variants": {
+    "keyword": {
+     "pass": false,
+     "missing": [
+      [
+       "\"plugins\": [",
+       "plugins: ["
+      ]
+     ],
+     "rejected": [],
+     "tokens": 895,
+     "ms": 8.3
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "\"plugins\": [",
+       "plugins: ["
+      ]
+     ],
+     "rejected": [],
+     "tokens": 905,
+     "ms": 38.4
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 784,
+     "ms": 72.4
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 990,
+    "ms": 2698,
+    "library": "/eslint/eslint/v8.57.1",
+    "version_match": "exact"
+   }
+  },
+  {
+   "id": "eslint9-plugins",
+   "project": "eslint9",
+   "package": "eslint",
+   "version": "9.39.5",
+   "question": "How do I add a plugin to my ESLint configuration?",
+   "why": "9: plugins: { name: plugin } in eslint.config.js (v9.39.5 docs/src/use/configure/plugins.md)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"plugins: {\"]], []]",
+   "lockdocs": {
+    "pass": false,
+    "missing": [
+     [
+      "plugins: {"
+     ]
+    ],
+    "rejected": [],
+    "tokens": 788,
+    "ms": 76.0
+   },
+   "variants": {
+    "keyword": {
+     "pass": false,
+     "missing": [
+      [
+       "plugins: {"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 943,
+     "ms": 6.3
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "plugins: {"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 943,
+     "ms": 36.3
+    },
+    "fetched": {
+     "pass": false,
+     "missing": [
+      [
+       "plugins: {"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 788,
+     "ms": 76.0
+    }
+   },
+   "context7": {
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+    "rejected": [],
+    "tokens": 959,
+    "ms": 2626,
+    "library": "/eslint/eslint/v9.39.3",
+    "version_match": "same major"
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+  },
+  {
+   "id": "vite6-envapi",
+   "project": "vite6",
+   "package": "vite",
+   "version": "6.4.3",
+   "question": "How does a plugin know which environment it is running in?",
+   "why": "6: this.environment in plugin hooks (v6.4.3 docs/guide/api-environment-plugins.md)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"this.environment\"]], []]",
+   "lockdocs": {
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+    "ms": 45.3
+   },
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+     "rejected": [],
+     "tokens": 917,
+     "ms": 8.0
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "this.environment"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 851,
+     "ms": 41.3
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 676,
+     "ms": 45.3
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 840,
+    "ms": 2923,
+    "library": "/vitejs/vite",
+    "version_match": "unversioned"
+   }
+  },
+  {
+   "id": "react18-context",
+   "project": "react18",
+   "package": "react",
+   "version": "18.3.1",
+   "question": "How do I provide a context value to child components?",
+   "why": "18: <SomeContext.Provider value> (@types/react 18.3.31)",
+   "line": "older",
+   "set": "held-out",
+   "grading": "[[[\".Provider\"]], [\"Starting in React 19\"]]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 823,
+    "ms": 77.4
+   },
+   "variants": {
+    "keyword": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 952,
+     "ms": 6.5
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       ".Provider"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 948,
+     "ms": 38.8
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 823,
+     "ms": 77.4
+    }
+   },
+   "context7": {
+    "pass": false,
+    "missing": [],
+    "rejected": [
+     "Starting in React 19"
+    ],
+    "tokens": 1155,
+    "ms": 2796,
+    "library": "/reactjs/react.dev",
+    "version_match": "unversioned"
+   }
+  },
+  {
+   "id": "react19-context",
+   "project": "react19",
+   "package": "react",
+   "version": "19.2.8",
+   "question": "How do I provide a context value to child components?",
+   "why": "19: render <SomeContext> as the provider; .Provider is legacy (react.dev createContext.md)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"Starting in React 19\", \"is a legacy way\"]], []]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 812,
+    "ms": 82.1
+   },
+   "variants": {
+    "keyword": {
+     "pass": false,
+     "missing": [
+      [
+       "Starting in React 19",
+       "is a legacy way"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 902,
+     "ms": 6.4
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "Starting in React 19",
+       "is a legacy way"
+      ]
      ],
      "rejected": [],
-     "tokens": 914,
-     "ms": 70.8
+     "tokens": 903,
+     "ms": 38.4
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 812,
+     "ms": 82.1
     }
    },
    "context7": {
     "pass": true,
     "missing": [],
     "rejected": [],
-    "tokens": 1214,
-    "ms": 2487,
-    "library": "/pydantic/pydantic",
+    "tokens": 778,
+    "ms": 2187,
+    "library": "/reactjs/react.dev",
+    "version_match": "unversioned"
+   }
+  },
+  {
+   "id": "rr7-routesfile",
+   "project": "rr7",
+   "package": "react-router",
+   "version": "7.1.1",
+   "question": "Where do I configure my app's routes?",
+   "why": "7 framework mode: app/routes.ts (react-router@7.1.1 docs/start/framework/routing.md)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"routes.ts\"]], []]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 898,
+    "ms": 43.4
+   },
+   "variants": {
+    "keyword": {
+     "pass": false,
+     "missing": [
+      [
+       "routes.ts"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 883,
+     "ms": 6.5
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "routes.ts"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 923,
+     "ms": 36.9
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 898,
+     "ms": 43.4
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 583,
+    "ms": 2735,
+    "library": "/websites/reactrouter",
+    "version_match": "unversioned"
+   }
+  },
+  {
+   "id": "dj51-facets",
+   "project": "django51",
+   "package": "django",
+   "version": "5.1.15",
+   "question": "How do I show counts next to the admin list filters?",
+   "why": "5.0+: ModelAdmin.show_facets (5.1.15 docs/ref/contrib/admin/index.txt)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"show_facets\"]], []]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 837,
+    "ms": 174.1
+   },
+   "variants": {
+    "keyword": {
+     "pass": false,
+     "missing": [
+      [
+       "show_facets"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 873,
+     "ms": 46.9
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "show_facets"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 912,
+     "ms": 86.6
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 837,
+     "ms": 174.1
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 440,
+    "ms": 2828,
+    "library": "/django/django",
+    "version_match": "unversioned"
+   }
+  },
+  {
+   "id": "tw3-source",
+   "project": "tailwind3",
+   "package": "tailwindcss",
+   "version": "3.4.19",
+   "question": "How do I tell Tailwind which files to scan for class names?",
+   "why": "v3: content: [...] in tailwind.config.js (v3 site content-configuration.mdx)",
+   "line": "older",
+   "set": "held-out",
+   "grading": "[[[\"content:\"]], [\"@source\"]]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 860,
+    "ms": 48.4
+   },
+   "variants": {
+    "keyword": {
+     "pass": false,
+     "missing": [
+      [
+       "content:"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 1276,
+     "ms": 3.0
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "content:"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 1209,
+     "ms": 33.0
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 860,
+     "ms": 48.4
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 511,
+    "ms": 1488,
+    "library": "/rails/tailwindcss-rails",
+    "version_match": "unversioned"
+   }
+  },
+  {
+   "id": "tw4-source",
+   "project": "tailwind4",
+   "package": "tailwindcss",
+   "version": "4.1.18",
+   "question": "How do I tell Tailwind which files to scan for class names?",
+   "why": "v4: automatic detection plus @source in CSS (v4 site detecting-classes-in-source-files.mdx)",
+   "line": "newer",
+   "set": "held-out",
+   "grading": "[[[\"@source\"]], []]",
+   "lockdocs": {
+    "pass": false,
+    "missing": [
+     [
+      "@source"
+     ]
+    ],
+    "rejected": [],
+    "tokens": 939,
+    "ms": 50.2
+   },
+   "variants": {
+    "keyword": {
+     "pass": false,
+     "missing": [
+      [
+       "@source"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 402,
+     "ms": 1.8
+    },
+    "hybrid": {
+     "pass": false,
+     "missing": [
+      [
+       "@source"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 434,
+     "ms": 31.0
+    },
+    "fetched": {
+     "pass": false,
+     "missing": [
+      [
+       "@source"
+      ]
+     ],
+     "rejected": [],
+     "tokens": 939,
+     "ms": 50.2
+    }
+   },
+   "context7": {
+    "pass": false,
+    "missing": [
+     [
+      "@source"
+     ]
+    ],
+    "rejected": [],
+    "tokens": 511,
+    "ms": 1274,
+    "library": "/rails/tailwindcss-rails",
+    "version_match": "unversioned"
+   }
+  },
+  {
+   "id": "tokio-interval",
+   "project": "axum08",
+   "package": "tokio",
+   "version": "1.43.0",
+   "question": "How do I run a task every few seconds?",
+   "why": "tokio::time::interval",
+   "line": "single",
+   "set": "held-out",
+   "grading": "[[[\"interval(\"]], []]",
+   "lockdocs": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 890,
+    "ms": 52.9
+   },
+   "variants": {
+    "keyword": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 877,
+     "ms": 20.4
+    },
+    "hybrid": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 840,
+     "ms": 53.1
+    },
+    "fetched": {
+     "pass": true,
+     "missing": [],
+     "rejected": [],
+     "tokens": 890,
+     "ms": 52.9
+    }
+   },
+   "context7": {
+    "pass": true,
+    "missing": [],
+    "rejected": [],
+    "tokens": 133,
+    "ms": 2762,
+    "library": "/websites/rs_tokio_tokio",
     "version_match": "unversioned"
    }
   }
  ],
  "summary": {
   "keyword": {
-   "answered": 87,
-   "passed": 51,
-   "total": 87,
-   "median_tokens": 888,
-   "median_ms": 26.4,
-   "p95_ms": 421.1
+   "answered": 105,
+   "passed": 59,
+   "total": 105,
+   "median_tokens": 883,
+   "median_ms": 19.1,
+   "p95_ms": 194.4
   },
   "hybrid": {
-   "answered": 87,
-   "passed": 53,
-   "total": 87,
-   "median_tokens": 899,
-   "median_ms": 41.6,
-   "p95_ms": 98.3
+   "answered": 105,
+   "passed": 60,
+   "total": 105,
+   "median_tokens": 904,
+   "median_ms": 40.6,
+   "p95_ms": 86.7
   },
   "fetched": {
-   "answered": 87,
-   "passed": 76,
-   "total": 87,
-   "median_tokens": 870,
-   "median_ms": 90.9,
-   "p95_ms": 721.9
+   "answered": 105,
+   "passed": 94,
+   "total": 105,
+   "median_tokens": 871,
+   "median_ms": 76.1,
+   "p95_ms": 369.3
   },
   "context7": {
-   "answered": 85,
-   "passed": 61,
-   "total": 87,
-   "median_tokens": 908,
-   "median_ms": 2487,
+   "answered": 103,
+   "passed": 76,
+   "total": 105,
+   "median_tokens": 910,
+   "median_ms": 2575,
    "p95_ms": 3320
   }
  },
@@ -6288,13 +7301,13 @@
   ]
  ],
  "context7_calls": {
-  "calls": 35,
+  "calls": 39,
   "rate_limited": 0,
   "errors": 2,
   "stopped": false,
   "limit": "200",
-  "remaining": "162",
-  "reused": 69
+  "remaining": "161",
+  "reused": 83
  },
  "runner": {
   "os": "Linux",

From 373aa977e869d2deb4b08aa98eaca7402f8bdb7a Mon Sep 17 00:00:00 2001
From: Kyle Tse <hi@kylet.se>
Date: Sat, 26 Sep 2026 00:30:27 +0000
Subject: [PATCH 4/4] docs: 0.3.0 benchmark results (105 questions), changelog,
 how it works

---
 CHANGELOG.md                   |    5 +-
 README.md                      |   18 +-
 bench/run.py                   |    2 +-
 docs/benchmarks.md             |  266 +++---
 docs/guide/how-it-works.md     |    6 +-
 docs/public/bench-results.json | 1536 ++++++++++++++++----------------
 6 files changed, 942 insertions(+), 891 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index c9da1f9..1dc703d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,9 +4,10 @@
 
 - **Docs sites follow your major.** For packages whose docs live in a separate website repository, `lockdocs fetch` takes the docs for the pinned major: the default branch when your major is the latest, a `vN` / `N.x` branch when the site keeps one (Tailwind CSS v3, Prisma v6), or the last commit before the next major was released. Pages about a later major are skipped. React keeps the latest-only rule (react.dev documents APIs before they ship). tokio's website (tutorial and topics) is added, and docs sites now work for crates and PyPI packages too.
 - **More of the docs are read.** Django's docs (reStructuredText in `.txt` files) were downloaded but not indexed; they are now. Docs pages written as React components (Tailwind's installation guides) are indexed. HTML headings in MDX split sections, and `export const title` names the page.
-- **Ranking.** A second BM25 over just the heading (or name) and first sentence keeps a long body from burying what an entry says it is. Question words that name a documented top-level API of the package ("run code *after* the response" in Next.js, which exports `after`) count as identifiers.
+- **Ranking.** A second BM25 over just the heading (or name) and first sentence keeps a long body from burying what an entry says it is. Question words that name a documented top-level API of the package ("run code *after* the response" in Next.js, which exports `after`) count as identifiers. Generic headings (Parameters, Returns, Examples) take their topic from the heading above; MDX heading ids (`{/*usage*/}`) are dropped; capitalized words in headings stay whole (TypeScript no longer matches "type"). Upgrade guides to an older major than yours and pages titled "(Deprecated)" rank lower unless the question is about changes. Code-only sections are embedded with their code, not their title alone. The stemmer pairs -ation/-ate and -ability/-able, and the synonym table adds parameter/param, JavaScript/JS, TypeScript/TS and database/DB.
+- **Answers.** The top result quotes the first paragraph of its page and parent section, with the short list or code block that follows, when they add something (React's "In React 19, forwardRef is no longer necessary" at the top of the page; the `@custom-variant` setup a Tailwind subsection builds on).
 - **Fetch.** GitHub API redirects (renamed repositories) keep the token, docs-site errors appear in the fetch note, and `lockdocs fetch` refreshes copies made by older versions.
-- **Benchmark:** 17 held-out questions (not used for tuning) in their own column; Context7 answers are reused only when the question and its grading are unchanged; the `pyd1-config` grader no longer rejects `ConfigDict`, which pydantic 1.10 also ships.
+- **Benchmark:** 105 questions (was 70). 17 questions written as held-out were used to diagnose misses after their first run and joined the main set; 18 new held-out questions, not used for tuning, have their own column. Context7 answers are reused only when the question and its grading are unchanged, and a Context7 library that answers HTTP 404 falls back to the next search result. The pydantic 1 graders reject the v2 idiom `model_config = ConfigDict` instead of `ConfigDict`, which pydantic 1.10 also ships. `bench.yml` takes a `variants` input for weight sweeps.
 
 ## 0.2.1
 
diff --git a/README.md b/README.md
index b7d68e9..93b2531 100644
--- a/README.md
+++ b/README.md
@@ -121,18 +121,18 @@ Out of the box lockdocs reads only your disk (plus the one-time embedding model
 ## Benchmarks
 
 <!-- bench:start -->
-70 questions whose correct answer depends on the version, over 15 libraries (zod, Next.js, React Router, pydantic, axum, tokio, Tailwind CSS, ESLint, Prisma, React, Vite, Express, SQLAlchemy, Django, FastAPI), each asked in a real project with that version installed. An answer passes when it contains the version-correct API and none of the other version's. Same questions and grader against Context7's anonymous API, on a GitHub-hosted runner ([run](https://github.com/SylphxAI/lockdocs/actions/runs/36125903106)):
+105 questions whose correct answer depends on the version, over 15 libraries (zod, Next.js, React Router, pydantic, axum, tokio, Tailwind CSS, ESLint, Prisma, React, Vite, Express, SQLAlchemy, Django, FastAPI), each asked in a real project with that version installed. An answer passes when it contains the version-correct API and none of the other version's. Same questions and grader against Context7's anonymous API, on a GitHub-hosted runner ([run](https://github.com/SylphxAI/lockdocs/actions/runs/36204404336)):
 
-| | correct | older majors | newer majors | tokio | median tokens | median latency |
-|---|---|---|---|---|---|---|
-| lockdocs + `lockdocs fetch` | 55/70 | 24/33 | 29/34 | 2/3 | 875 | 87 ms |
-| lockdocs, package files only | 46/70 | 22/33 | 22/34 | 2/3 | 915 | 49 ms |
-| Context7 (anonymous) | 49/70 | 12/33 | 34/34 | 3/3 | 908 | 2,011 ms |
+| | correct | older majors | newer majors | tokio | held-out | median tokens | median latency |
+|---|---|---|---|---|---|---|---|
+| lockdocs + `lockdocs fetch` | 96/105 | 38/45 | 53/55 | 5/5 | 16/18 | 866 | 97 ms |
+| lockdocs, package files only | 60/105 | 27/45 | 29/55 | 4/5 | 6/18 | 903 | 52 ms |
+| Context7 (anonymous) | 77/105 | 19/45 | 53/55 | 5/5 | 15/18 | 908 | 2,583 ms |
 <!-- bench:end -->
 
-- **Where versions matter most, lockdocs wins by 2x.** On older majors Context7 often answers with the newest API (all five pydantic 1 questions got pydantic 2 answers).
-- **Context7 is ahead on the newest majors (34/34 vs 29/34) and on tokio (3/3 vs 2/3)**, and we are working to close that. Its index covers docs websites that no package or tag ships (Prisma's docs now describe a later major), and lockdocs has a few ranking misses. The benchmark page lists every question and answer.
-- **~23x faster, no quota.** lockdocs latency is a fresh CLI process per question; `lockdocs fetch` is a one-time 0.6-5 s per project (median 2.4 s).
+- **Where versions matter most, lockdocs wins by 2x** (38/45 vs 19/45 on older majors). Context7 often answers with the newest API (pydantic 1 questions get pydantic 2 answers).
+- **Tied on the newest majors (53/55 each) and on tokio (5/5 each); ahead on held-out questions (16/18 vs 15/18)**, which were written before the ranking changes they measure and not used for tuning.
+- **~27x faster, fewer tokens, no quota.** lockdocs latency is a fresh CLI process per question; `lockdocs fetch` is a one-time download per project.
 
 Method, questions, per-question results and scripts: [benchmark page](https://sylphxai.github.io/lockdocs/benchmarks) and [`bench/`](bench/).
 
diff --git a/bench/run.py b/bench/run.py
index 2aa42e2..1a9cfad 100755
--- a/bench/run.py
+++ b/bench/run.py
@@ -270,7 +270,7 @@ def markdown(res, with_c7):
     if with_c7 and res["context7_calls"]:
         c = res["context7_calls"]
         out += ["", f"Context7 (anonymous): {c['calls']} HTTP calls, {c['rate_limited']} rate-limited (429), {c['errors']} other errors; ratelimit-limit header {c['limit']}, remaining {c['remaining']}."
-                + (f" {c['reused']} answers reused from the previous run's identical question and version (see bench/run.py --context7-cache)." if c.get("reused") else "")]
+                + (f" {c['reused']} answers reused from the previous run's identical question, grading and version (see bench/run.py --context7-cache)." if c.get("reused") else "")]
     head = "| question | version | " + " | ".join(n for n, _ in cols) + " | tokens (last lockdocs) | ms |" + (" Context7 library |" if with_c7 else "")
     out += ["", head, "|---|---|" + "---|" * len(cols) + "---|---|" + ("---|" if with_c7 else "")]
     for r in res["rows"]:
diff --git a/docs/benchmarks.md b/docs/benchmarks.md
index db313cf..3e8bebf 100644
--- a/docs/benchmarks.md
+++ b/docs/benchmarks.md
@@ -2,11 +2,12 @@
 
 ## Method
 
-- **Questions:** 70 questions whose correct answer depends on the version, in [`bench/questions.json`](https://github.com/SylphxAI/lockdocs/blob/main/bench/questions.json), over zod 3/4, Next.js 14/15/16, React Router 6/7, pydantic 1/2, axum 0.7/0.8, tokio, Tailwind CSS 3/4, ESLint 8/9, Prisma 5/6, React 18/19, Vite 5/6, Express 4/5, SQLAlchemy 1.4/2.0, Django 4.2/5.1 and FastAPI 0.88/0.115. Twin questions are worded identically for both versions; each records its source of truth.
+- **Questions:** 105 questions whose correct answer depends on the version, in [`bench/questions.json`](https://github.com/SylphxAI/lockdocs/blob/main/bench/questions.json), over zod 3/4, Next.js 14/15/16, React Router 6/7, pydantic 1/2, axum 0.7/0.8, tokio, Tailwind CSS 3/4, ESLint 8/9, Prisma 5/6, React 18/19, Vite 5/6, Express 4/5, SQLAlchemy 1.4/2.0, Django 4.2/5.1 and FastAPI 0.88/0.115. Twin questions are worded identically for both versions; each records its source of truth.
+- **Held-out questions:** 18 questions marked `held-out` are not used for tuning: they were written before the ranking changes they measure and have their own column. Held-out questions that are later used to diagnose a miss join the main set (their `history` field says so), and new ones replace them. The 0.3 round did this once: 17 questions first written as held-out (lockdocs 11/17, Context7 12/17 on their first run) are now in the main set.
 - **Projects:** one project per version in [`bench/projects`](https://github.com/SylphxAI/lockdocs/tree/main/bench/projects), installed at those pins by [`bench/setup.sh`](https://github.com/SylphxAI/lockdocs/blob/main/bench/setup.sh).
 - **Grading:** an answer passes when it contains at least one string from every `expect` group (the version-correct API, in code or prose form) and none of the `reject` strings (the other version's API). Case-insensitive; the same grader for every tool.
 - **lockdocs**, default settings (1,200-token budget), in three configurations: keyword only (`LOCKDOCS_EMBED=0`) on package files; hybrid on package files (the offline default once the model is downloaded); hybrid after `lockdocs fetch` added upstream docs at each version's tag. Index and fetch times are reported separately.
-- **Context7:** the anonymous API as its MCP server uses it: search the library, pick the top result and its listed version with the same major (exact when listed), then fetch context for the question. Rate-limit responses are recorded, not retried.
+- **Context7:** the anonymous API as its MCP server uses it: search the library, pick the top result and its listed version with the same major (exact when listed), then fetch context for the question. When that library answers HTTP 404, the next search result is tried, as an agent would. Rate-limit responses are recorded, not retried.
 - **Tokens:** tiktoken `o200k_base`. **Latency:** wall time per call from the same GitHub-hosted runner (for lockdocs: a fresh CLI process per question, including loading the model).
 - **Runner:** [`bench/run.py`](https://github.com/SylphxAI/lockdocs/blob/main/bench/run.py) via the [`bench` workflow](https://github.com/SylphxAI/lockdocs/actions/workflows/bench.yml). Reproduce: `bash bench/setup.sh && python3 bench/run.py target/release/lockdocs bench/projects out.json --fetch --context7`.
 
@@ -14,133 +15,168 @@
 
 <!-- results -->
 
-From [this run](https://github.com/SylphxAI/lockdocs/actions/runs/36125903106).
+From [this run](https://github.com/SylphxAI/lockdocs/actions/runs/36204404336).
 
-Tokenizer: tiktoken o200k_base. Runner: Linux x86_64. 70 questions.
+Tokenizer: tiktoken o200k_base. Runner: Linux x86_64. 105 questions.
 
-| | correct | older major | newer major | single version | median tokens | median latency | p95 latency |
-|---|---|---|---|---|---|---|---|
-| lockdocs, keyword only (BM25), package files | 41/70 | 20/33 | 19/34 | 2/3 | 898 | 22 ms | 397 ms |
-| lockdocs, hybrid (BM25 + embeddings), package files | 46/70 | 22/33 | 22/34 | 2/3 | 915 | 49 ms | 94 ms |
-| lockdocs, hybrid + upstream docs (after `lockdocs fetch`) | 55/70 | 24/33 | 29/34 | 2/3 | 875 | 87 ms | 491 ms |
-| Context7 (anonymous API) | 49/70 | 12/33 | 34/34 | 3/3 | 908 | 2011 ms | 3327 ms |
+| | correct | older major | newer major | single version | held-out | median tokens | median latency | p95 latency |
+|---|---|---|---|---|---|---|---|---|
+| lockdocs, keyword only (BM25), package files | 59/105 | 29/45 | 26/55 | 4/5 | 8/18 | 882 | 25 ms | 276 ms |
+| lockdocs, hybrid (BM25 + embeddings), package files | 60/105 | 27/45 | 29/55 | 4/5 | 6/18 | 903 | 52 ms | 103 ms |
+| lockdocs, hybrid + upstream docs (after `lockdocs fetch`) | 96/105 | 38/45 | 53/55 | 5/5 | 16/18 | 866 | 97 ms | 474 ms |
+| Context7 (anonymous API) | 77/105 | 19/45 | 53/55 | 5/5 | 15/18 | 908 | 2583 ms | 3398 ms |
 
-Context7 (anonymous): 4 HTTP calls, 0 rate-limited (429), 0 other errors; ratelimit-limit header 200, remaining 196. 67 answers reused from the previous run's identical question and version (see bench/run.py --context7-cache).
+Context7 (anonymous): 8 HTTP calls, 0 rate-limited (429), 4 other errors; ratelimit-limit header 200, remaining 190. 103 answers reused from the previous run's identical question, grading and version (see bench/run.py --context7-cache).
 
 | question | version | keyword | hybrid | fetched | context7 | tokens (last lockdocs) | ms | Context7 library |
 |---|---|---|---|---|---|---|---|---|
-| zod3-strict | zod@3.23.8 | ✅ | ✅ | ✅ | ✅ | 1019 | 84 | /colinhacks/zod/v3.24.2 (same major) |
-| zod4-strict | zod@4.1.5 | ✅ | ❌ | ✅ | ✅ | 946 | 134 | /colinhacks/zod/v4.0.1 (same major) |
-| zod3-email | zod@3.23.8 | ✅ | ✅ | ✅ | ✅ | 1167 | 40 | /colinhacks/zod/v3.24.2 (same major) |
-| zod4-email | zod@4.1.5 | ✅ | ✅ | ✅ | ✅ | 965 | 59 | /colinhacks/zod/v4.0.1 (same major) |
-| zod3-error | zod@3.23.8 | ✅ | ✅ | ✅ | ✅ | 985 | 46 | /colinhacks/zod/v3.24.2 (same major) |
-| zod4-error | zod@4.1.5 | ✅ | ✅ | ✅ | ✅ | 989 | 52 | /colinhacks/zod/v4.0.1 (same major) |
-| zod4-record | zod@4.1.5 | ❌ | ❌ | ✅ | ✅ | 1026 | 57 | /colinhacks/zod/v4.0.1 (same major) |
-| next14-cookies | next@14.2.35 | ❌ | ✅ | ❌ | ❌ | 849 | 342 | /vercel/next.js/v14.3.0-canary.87 (same major) |
-| next15-cookies | next@15.1.0 | ✅ | ✅ | ✅ | ✅ | 892 | 392 | /vercel/next.js/v15.1.11 (same major) |
-| next14-headers | next@14.2.35 | ✅ | ✅ | ✅ | ✅ | 892 | 80 | /vercel/next.js/v14.3.0-canary.87 (same major) |
-| next15-headers | next@15.1.0 | ✅ | ✅ | ✅ | ✅ | 872 | 84 | /vercel/next.js/v15.1.11 (same major) |
-| next14-nostore | next@14.2.35 | ✅ | ✅ | ✅ | ✅ | 761 | 82 | /vercel/next.js/v14.3.0-canary.87 (same major) |
-| next15-connection | next@15.1.0 | ✅ | ✅ | ✅ | ✅ | 798 | 93 | /vercel/next.js/v15.1.11 (same major) |
-| next15-after | next@15.1.0 | ✅ | ✅ | ❌ | ✅ | 879 | 92 | /vercel/next.js/v15.1.11 (same major) |
-| rr6-json | react-router@6.26.2 | ✅ | ✅ | ❌ | ❌ | 796 | 99 | /websites/reactrouter (unversioned) |
-| rr7-data | react-router@7.1.1 | ❌ | ✅ | ✅ | ✅ | 892 | 122 | /websites/reactrouter (unversioned) |
-| rr6-defer | react-router@6.26.2 | ✅ | ✅ | ✅ | ✅ | 895 | 47 | /websites/reactrouter (unversioned) |
-| rr6-future | react-router@6.26.2 | ✅ | ✅ | ✅ | ✅ | 815 | 52 | /websites/reactrouter (unversioned) |
-| rr7-router | react-router@7.1.1 | ✅ | ✅ | ✅ | ✅ | 838 | 51 | /websites/reactrouter (unversioned) |
-| pyd1-dict | pydantic@1.10.18 | ✅ | ✅ | ✅ | ❌ | 948 | 151 | /pydantic/pydantic (unversioned) |
-| pyd2-dict | pydantic@2.9.2 | ❌ | ❌ | ✅ | ✅ | 909 | 245 | /pydantic/pydantic (unversioned) |
-| pyd1-parse | pydantic@1.10.18 | ❌ | ❌ | ✅ | ❌ | 884 | 63 | /pydantic/pydantic (unversioned) |
-| pyd2-parse | pydantic@2.9.2 | ❌ | ❌ | ✅ | ✅ | 843 | 72 | /pydantic/pydantic (unversioned) |
-| pyd1-validator | pydantic@1.10.18 | ❌ | ✅ | ✅ | ❌ | 965 | 62 | /pydantic/pydantic (unversioned) |
-| pyd2-validator | pydantic@2.9.2 | ❌ | ✅ | ✅ | ✅ | 764 | 67 | /pydantic/pydantic (unversioned) |
-| pyd1-schema | pydantic@1.10.18 | ✅ | ✅ | ✅ | ❌ | 878 | 62 | /pydantic/pydantic (unversioned) |
-| pyd2-schema | pydantic@2.9.2 | ✅ | ✅ | ✅ | ✅ | 817 | 72 | /pydantic/pydantic (unversioned) |
-| pyd1-config | pydantic@1.10.18 | ❌ | ❌ | ❌ | ❌ | 945 | 59 | /pydantic/pydantic (unversioned) |
-| pyd2-config | pydantic@2.9.2 | ✅ | ✅ | ✅ | ✅ | 934 | 71 | /pydantic/pydantic (unversioned) |
-| axum07-path | axum@0.7.9 | ✅ | ✅ | ✅ | ❌ | 960 | 88 | /websites/rs_axum (unversioned) |
-| axum08-path | axum@0.8.1 | ✅ | ✅ | ✅ | ✅ | 925 | 94 | /websites/rs_axum (unversioned) |
-| axum07-extractor | axum@0.7.9 | ✅ | ✅ | ✅ | ❌ | 926 | 46 | /websites/rs_axum (unversioned) |
-| axum08-optional | axum@0.8.1 | ✅ | ✅ | ✅ | ✅ | 898 | 42 | /websites/rs_axum (unversioned) |
-| tokio-blocking | tokio@1.43.0 | ✅ | ✅ | ✅ | ✅ | 820 | 316 | /websites/rs_tokio_1_49_0 (unversioned) |
-| tokio-select | tokio@1.43.0 | ❌ | ❌ | ❌ | ✅ | 969 | 60 | /websites/rs_tokio_1_49_0 (unversioned) |
-| tokio-timeout | tokio@1.43.0 | ✅ | ✅ | ✅ | ✅ | 920 | 55 | /websites/rs_tokio_1_49_0 (unversioned) |
-| tw3-css | tailwindcss@3.4.19 | ❌ | ❌ | ❌ | ❌ | 959 | 62 | /rails/tailwindcss-rails (unversioned) |
-| tw4-css | tailwindcss@4.1.18 | ❌ | ❌ | ❌ | ✅ | 849 | 146 | /rails/tailwindcss-rails (unversioned) |
-| tw3-theme | tailwindcss@3.4.19 | ✅ | ✅ | ✅ | ✅ | 1035 | 41 | /rails/tailwindcss-rails (unversioned) |
-| tw4-theme | tailwindcss@4.1.18 | ❌ | ❌ | ✅ | ✅ | 1147 | 54 | /rails/tailwindcss-rails (unversioned) |
-| eslint8-config | eslint@8.57.1 | ✅ | ✅ | ✅ | ✅ | 813 | 407 | /eslint/eslint/v8.57.1 (exact) |
-| eslint9-config | eslint@9.39.5 | ✅ | ✅ | ✅ | ✅ | 741 | 360 | /eslint/eslint/v9.39.3 (same major) |
-| eslint8-ignore | eslint@8.57.1 | ❌ | ❌ | ✅ | ✅ | 854 | 84 | /eslint/eslint/v8.57.1 (exact) |
-| eslint9-ignore | eslint@9.39.5 | ❌ | ❌ | ✅ | ✅ | 825 | 83 | /eslint/eslint/v9.39.3 (same major) |
-| prisma5-bytes | @prisma/client@5.22.0 | ❌ | ❌ | ❌ | ❌ | 878 | 78 | /websites/prisma_io (unversioned) |
-| prisma6-bytes | @prisma/client@6.19.3 | ✅ | ✅ | ❌ | ✅ | 878 | 95 | /prisma/web (unversioned) |
-| prisma5-fts | prisma@5.22.0 | ❌ | ❌ | ❌ | ❌ | 915 | 70 | /prisma/web (unversioned) |
-| prisma6-fts | prisma@6.19.3 | ❌ | ❌ | ❌ | ✅ | 850 | 90 | /prisma/web (unversioned) |
-| react18-action | react@18.3.1 | ✅ | ✅ | ❌ | ❌ | 951 | 129 | /reactjs/react.dev (unversioned) |
-| react19-action | react@19.2.8 | ❌ | ✅ | ✅ | ✅ | 869 | 417 | /reactjs/react.dev (unversioned) |
-| react18-use | react@18.3.1 | ❌ | ❌ | ✅ | ❌ | 804 | 48 | /reactjs/react.dev (unversioned) |
-| react19-use | react@19.2.8 | ❌ | ❌ | ✅ | ✅ | 859 | 94 | /reactjs/react.dev (unversioned) |
-| vite5-env | vite@5.4.21 | ✅ | ✅ | ✅ | ❌ | 907 | 164 | /vitejs/vite/v5.4.21 (exact) |
-| vite6-env | vite@6.4.3 | ✅ | ✅ | ✅ | ✅ | 803 | 142 | /vitejs/vite (unversioned) |
-| express4-wildcard | express@4.21.2 | ❌ | ❌ | ✅ | ❌ | 730 | 86 | /expressjs/express (unversioned) |
-| express5-wildcard | express@5.2.1 | ❌ | ❌ | ✅ | ✅ | 944 | 87 | /expressjs/express/v5.2.0 (same major) |
-| sa14-column | sqlalchemy@1.4.54 | ✅ | ✅ | ✅ | ❌ | 869 | 855 | /websites/sqlalchemy_en_20 (unversioned) |
-| sa20-column | sqlalchemy@2.0.54 | ❌ | ✅ | ✅ | ✅ | 841 | 1036 | /websites/sqlalchemy_en_20 (unversioned) |
-| sa14-base | sqlalchemy@1.4.54 | ✅ | ✅ | ✅ | ❌ | 831 | 152 | /websites/sqlalchemy_en_20 (unversioned) |
-| sa20-base | sqlalchemy@2.0.54 | ✅ | ✅ | ✅ | ✅ | 860 | 167 | /websites/sqlalchemy_en_20 (unversioned) |
-| dj42-dbdefault | django@4.2.30 | ❌ | ❌ | ❌ | ✅ | 852 | 483 | /django/django/4.2.21 (same major) |
-| dj51-dbdefault | django@5.1.15 | ❌ | ❌ | ❌ | ✅ | 858 | 491 | /django/django (unversioned) |
-| dj42-login | django@4.2.30 | ✅ | ✅ | ✅ | ✅ | 816 | 87 | /django/django/4.2.21 (same major) |
-| dj51-login | django@5.1.15 | ✅ | ✅ | ✅ | ✅ | 855 | 92 | /django/django (unversioned) |
-| fa088-lifespan | fastapi@0.88.0 | ❌ | ❌ | ❌ | ❌ | 833 | 181 | /websites/fastapi_tiangolo (unversioned) |
-| fa0115-lifespan | fastapi@0.115.14 | ❌ | ❌ | ✅ | ✅ | 867 | 231 | /websites/fastapi_tiangolo (unversioned) |
-| fa088-annotated | fastapi@0.88.0 | ❌ | ❌ | ✅ | ❌ | 875 | 69 | /websites/fastapi_tiangolo (unversioned) |
-| fa0115-annotated | fastapi@0.115.14 | ✅ | ✅ | ✅ | ✅ | 838 | 70 | /websites/fastapi_tiangolo (unversioned) |
-| next15-proxy | next@15.1.0 | ✅ | ✅ | ✅ | ❌ | 831 | 90 | /vercel/next.js/v15.1.11 (same major) |
-| next16-proxy | next@16.3.6 | ✅ | ✅ | ✅ | ✅ | 869 | 630 | /vercel/next.js/v16.2.9 (same major) |
+| zod3-strict | zod@3.23.8 | ✅ | ✅ | ✅ | ✅ | 1075 | 87 | /colinhacks/zod/v3.24.2 (same major) |
+| zod4-strict | zod@4.1.5 | ✅ | ❌ | ✅ | ✅ | 1015 | 142 | /colinhacks/zod/v4.0.1 (same major) |
+| zod3-email | zod@3.23.8 | ✅ | ✅ | ✅ | ✅ | 1119 | 47 | /colinhacks/zod/v3.24.2 (same major) |
+| zod4-email | zod@4.1.5 | ✅ | ✅ | ✅ | ✅ | 903 | 60 | /colinhacks/zod/v4.0.1 (same major) |
+| zod3-error | zod@3.23.8 | ✅ | ✅ | ✅ | ✅ | 991 | 47 | /colinhacks/zod/v3.24.2 (same major) |
+| zod4-error | zod@4.1.5 | ✅ | ✅ | ✅ | ✅ | 991 | 60 | /colinhacks/zod/v4.0.1 (same major) |
+| zod4-record | zod@4.1.5 | ❌ | ❌ | ✅ | ✅ | 946 | 55 | /colinhacks/zod/v4.0.1 (same major) |
+| next14-cookies | next@14.2.35 | ❌ | ✅ | ❌ | ❌ | 926 | 395 | /vercel/next.js/v14.3.0-canary.87 (same major) |
+| next15-cookies | next@15.1.0 | ✅ | ✅ | ✅ | ✅ | 866 | 448 | /vercel/next.js/v15.1.11 (same major) |
+| next14-headers | next@14.2.35 | ✅ | ✅ | ✅ | ✅ | 896 | 94 | /vercel/next.js/v14.3.0-canary.87 (same major) |
+| next15-headers | next@15.1.0 | ✅ | ✅ | ✅ | ✅ | 870 | 106 | /vercel/next.js/v15.1.11 (same major) |
+| next14-nostore | next@14.2.35 | ✅ | ✅ | ✅ | ✅ | 843 | 97 | /vercel/next.js/v14.3.0-canary.87 (same major) |
+| next15-connection | next@15.1.0 | ✅ | ✅ | ✅ | ✅ | 754 | 108 | /vercel/next.js/v15.1.11 (same major) |
+| next15-after | next@15.1.0 | ✅ | ✅ | ✅ | ✅ | 827 | 100 | /vercel/next.js/v15.1.11 (same major) |
+| rr6-json | react-router@6.26.2 | ✅ | ✅ | ❌ | ❌ | 796 | 120 | /websites/reactrouter (unversioned) |
+| rr7-data | react-router@7.1.1 | ✅ | ❌ | ✅ | ✅ | 876 | 144 | /websites/reactrouter (unversioned) |
+| rr6-defer | react-router@6.26.2 | ✅ | ✅ | ✅ | ✅ | 872 | 50 | /websites/reactrouter (unversioned) |
+| rr6-future | react-router@6.26.2 | ✅ | ✅ | ✅ | ✅ | 755 | 56 | /websites/reactrouter (unversioned) |
+| rr7-router | react-router@7.1.1 | ✅ | ✅ | ✅ | ✅ | 807 | 58 | /websites/reactrouter (unversioned) |
+| pyd1-dict | pydantic@1.10.18 | ✅ | ✅ | ✅ | ❌ | 846 | 157 | /pydantic/pydantic (unversioned) |
+| pyd2-dict | pydantic@2.9.2 | ❌ | ✅ | ✅ | ✅ | 952 | 279 | /pydantic/pydantic (unversioned) |
+| pyd1-parse | pydantic@1.10.18 | ❌ | ❌ | ✅ | ❌ | 845 | 64 | /pydantic/pydantic (unversioned) |
+| pyd2-parse | pydantic@2.9.2 | ❌ | ✅ | ✅ | ✅ | 825 | 76 | /pydantic/pydantic (unversioned) |
+| pyd1-validator | pydantic@1.10.18 | ✅ | ✅ | ✅ | ❌ | 961 | 62 | /pydantic/pydantic (unversioned) |
+| pyd2-validator | pydantic@2.9.2 | ❌ | ✅ | ✅ | ✅ | 775 | 77 | /pydantic/pydantic (unversioned) |
+| pyd1-schema | pydantic@1.10.18 | ✅ | ✅ | ✅ | ❌ | 818 | 68 | /pydantic/pydantic (unversioned) |
+| pyd2-schema | pydantic@2.9.2 | ✅ | ✅ | ✅ | ✅ | 880 | 79 | /pydantic/pydantic (unversioned) |
+| pyd1-config | pydantic@1.10.18 | ❌ | ❌ | ❌ | ❌ | 923 | 64 | /pydantic/pydantic (unversioned) |
+| pyd2-config | pydantic@2.9.2 | ✅ | ✅ | ✅ | ✅ | 952 | 80 | /pydantic/pydantic (unversioned) |
+| axum07-path | axum@0.7.9 | ✅ | ✅ | ✅ | ❌ | 1020 | 103 | /websites/rs_axum (unversioned) |
+| axum08-path | axum@0.8.1 | ✅ | ✅ | ✅ | ✅ | 962 | 97 | /websites/rs_axum (unversioned) |
+| axum07-extractor | axum@0.7.9 | ✅ | ✅ | ✅ | ❌ | 912 | 46 | /websites/rs_axum (unversioned) |
+| axum08-optional | axum@0.8.1 | ✅ | ✅ | ✅ | ✅ | 891 | 41 | /websites/rs_axum (unversioned) |
+| tokio-blocking | tokio@1.43.0 | ✅ | ✅ | ✅ | ✅ | 823 | 363 | /websites/rs_tokio_1_49_0 (unversioned) |
+| tokio-select | tokio@1.43.0 | ❌ | ❌ | ✅ | ✅ | 962 | 69 | /websites/rs_tokio_1_49_0 (unversioned) |
+| tokio-timeout | tokio@1.43.0 | ✅ | ✅ | ✅ | ✅ | 941 | 63 | /websites/rs_tokio_1_49_0 (unversioned) |
+| tw3-css | tailwindcss@3.4.19 | ❌ | ❌ | ✅ | ❌ | 971 | 170 | /rails/tailwindcss-rails (unversioned) |
+| tw4-css | tailwindcss@4.1.18 | ❌ | ❌ | ✅ | ✅ | 979 | 193 | /rails/tailwindcss-rails (unversioned) |
+| tw3-theme | tailwindcss@3.4.19 | ✅ | ✅ | ✅ | ✅ | 1003 | 63 | /rails/tailwindcss-rails (unversioned) |
+| tw4-theme | tailwindcss@4.1.18 | ❌ | ❌ | ✅ | ✅ | 1144 | 64 | /rails/tailwindcss-rails (unversioned) |
+| eslint8-config | eslint@8.57.1 | ✅ | ✅ | ✅ | ✅ | 796 | 474 | /eslint/eslint/v8.57.1 (exact) |
+| eslint9-config | eslint@9.39.5 | ✅ | ✅ | ✅ | ✅ | 720 | 417 | /eslint/eslint/v9.39.3 (same major) |
+| eslint8-ignore | eslint@8.57.1 | ❌ | ❌ | ✅ | ✅ | 854 | 88 | /eslint/eslint/v8.57.1 (exact) |
+| eslint9-ignore | eslint@9.39.5 | ❌ | ❌ | ✅ | ✅ | 849 | 99 | /eslint/eslint/v9.39.3 (same major) |
+| prisma5-bytes | @prisma/client@5.22.0 | ❌ | ❌ | ❌ | ❌ | 846 | 385 | /websites/prisma_io (unversioned) |
+| prisma6-bytes | @prisma/client@6.19.3 | ✅ | ✅ | ✅ | ✅ | 848 | 438 | /prisma/web (unversioned) |
+| prisma5-fts | prisma@5.22.0 | ❌ | ❌ | ✅ | ❌ | 849 | 385 | /prisma/web (unversioned) |
+| prisma6-fts | prisma@6.19.3 | ❌ | ❌ | ✅ | ✅ | 846 | 471 | /prisma/web (unversioned) |
+| react18-action | react@18.3.1 | ✅ | ❌ | ❌ | ❌ | 832 | 409 | /reactjs/react.dev (unversioned) |
+| react19-action | react@19.2.8 | ❌ | ✅ | ✅ | ✅ | 872 | 464 | /reactjs/react.dev (unversioned) |
+| react18-use | react@18.3.1 | ❌ | ❌ | ✅ | ❌ | 823 | 99 | /reactjs/react.dev (unversioned) |
+| react19-use | react@19.2.8 | ❌ | ❌ | ✅ | ✅ | 854 | 104 | /reactjs/react.dev (unversioned) |
+| vite5-env | vite@5.4.21 | ✅ | ✅ | ✅ | ❌ | 897 | 186 | /vitejs/vite/v5.4.21 (exact) |
+| vite6-env | vite@6.4.3 | ✅ | ✅ | ✅ | ✅ | 839 | 165 | /vitejs/vite (unversioned) |
+| express4-wildcard | express@4.21.2 | ❌ | ❌ | ✅ | ❌ | 813 | 96 | /expressjs/express (unversioned) |
+| express5-wildcard | express@5.2.1 | ❌ | ❌ | ✅ | ✅ | 932 | 97 | /expressjs/express/v5.2.0 (same major) |
+| sa14-column | sqlalchemy@1.4.54 | ✅ | ✅ | ✅ | ❌ | 852 | 978 | /websites/sqlalchemy_en_20 (unversioned) |
+| sa20-column | sqlalchemy@2.0.54 | ❌ | ✅ | ✅ | ✅ | 815 | 1167 | /websites/sqlalchemy_en_20 (unversioned) |
+| sa14-base | sqlalchemy@1.4.54 | ✅ | ✅ | ✅ | ❌ | 828 | 166 | /websites/sqlalchemy_en_20 (unversioned) |
+| sa20-base | sqlalchemy@2.0.54 | ✅ | ✅ | ✅ | ✅ | 863 | 190 | /websites/sqlalchemy_en_20 (unversioned) |
+| dj42-dbdefault | django@4.2.30 | ❌ | ❌ | ✅ | ✅ | 812 | 1185 | /django/django/4.2.21 (same major) |
+| dj51-dbdefault | django@5.1.15 | ❌ | ✅ | ✅ | ✅ | 802 | 1214 | /django/django (unversioned) |
+| dj42-login | django@4.2.30 | ✅ | ✅ | ✅ | ✅ | 790 | 206 | /django/django/4.2.21 (same major) |
+| dj51-login | django@5.1.15 | ✅ | ✅ | ✅ | ✅ | 736 | 207 | /django/django (unversioned) |
+| fa088-lifespan | fastapi@0.88.0 | ❌ | ❌ | ❌ | ❌ | 873 | 203 | /websites/fastapi_tiangolo (unversioned) |
+| fa0115-lifespan | fastapi@0.115.14 | ❌ | ❌ | ✅ | ✅ | 828 | 257 | /websites/fastapi_tiangolo (unversioned) |
+| fa088-annotated | fastapi@0.88.0 | ❌ | ❌ | ✅ | ❌ | 865 | 76 | /websites/fastapi_tiangolo (unversioned) |
+| fa0115-annotated | fastapi@0.115.14 | ✅ | ✅ | ✅ | ✅ | 766 | 82 | /websites/fastapi_tiangolo (unversioned) |
+| next15-proxy | next@15.1.0 | ✅ | ✅ | ✅ | ❌ | 797 | 104 | /vercel/next.js/v15.1.11 (same major) |
+| next16-proxy | next@16.3.6 | ✅ | ✅ | ✅ | ✅ | 816 | 718 | /vercel/next.js/v16.2.9 (same major) |
+| next14-params | next@14.2.35 | ✅ | ✅ | ✅ | ✅ | 881 | 97 | /vercel/next.js/v14.3.0-canary.87 (same major) |
+| next15-params | next@15.1.0 | ❌ | ❌ | ✅ | ✅ | 880 | 105 | /vercel/next.js/v15.1.11 (same major) |
+| tw3-dark | tailwindcss@3.4.19 | ✅ | ✅ | ✅ | ✅ | 896 | 66 | /erimicel/select2-tailwindcss-theme (unversioned) |
+| tw4-dark | tailwindcss@4.1.18 | ❌ | ❌ | ✅ | ❌ | 874 | 68 | /erimicel/select2-tailwindcss-theme (unversioned) |
+| react18-ref | react@18.3.1 | ✅ | ✅ | ✅ | ✅ | 899 | 101 | /reactjs/react.dev (unversioned) |
+| react19-ref | react@19.2.8 | ❌ | ❌ | ✅ | ✅ | 796 | 111 | /reactjs/react.dev (unversioned) |
+| rr6-types | react-router@6.26.2 | ✅ | ✅ | ✅ | ❌ | 790 | 57 | /websites/reactrouter (unversioned) |
+| rr7-types | react-router@7.1.1 | ❌ | ❌ | ✅ | ✅ | 851 | 58 | /websites/reactrouter (unversioned) |
+| eslint8-globals | eslint@8.57.1 | ❌ | ❌ | ❌ | ✅ | 768 | 95 | /eslint/eslint/v8.57.1 (exact) |
+| eslint9-globals | eslint@9.39.5 | ❌ | ❌ | ✅ | ✅ | 741 | 96 | /eslint/eslint/v9.39.3 (same major) |
+| dj51-generated | django@5.1.15 | ❌ | ❌ | ✅ | ✅ | 750 | 218 | /django/django (unversioned) |
+| fa0115-querymodel | fastapi@0.115.14 | ❌ | ❌ | ✅ | ✅ | 887 | 85 | /websites/fastapi_tiangolo (unversioned) |
+| tokio-channel | tokio@1.43.0 | ✅ | ✅ | ✅ | ✅ | 881 | 71 | /websites/rs_tokio_tokio (unversioned) |
+| zod3-datetime | zod@3.23.8 | ✅ | ✅ | ✅ | ❌ | 1162 | 44 | /colinhacks/zod/v3.24.2 (same major) |
+| zod4-datetime | zod@4.1.5 | ✅ | ✅ | ✅ | ✅ | 1158 | 61 | /colinhacks/zod/v4.0.1 (same major) |
+| pyd1-frozen | pydantic@1.10.18 | ✅ | ❌ | ✅ | ❌ | 930 | 69 | /pydantic/pydantic (unversioned) |
+| pyd2-frozen | pydantic@2.9.2 | ❌ | ❌ | ✅ | ✅ | 884 | 82 | /pydantic/pydantic (unversioned) |
+| next15-form (held-out) | next@15.1.0 | ❌ | ❌ | ✅ | ✅ | 898 | 103 | /vercel/next.js/v15.1.11 (same major) |
+| next16-cache (held-out) | next@16.3.6 | ✅ | ✅ | ✅ | ✅ | 856 | 142 | /vercel/next.js/v16.2.9 (same major) |
+| zod3-meta (held-out) | zod@3.23.8 | ✅ | ✅ | ✅ | ✅ | 975 | 45 | /colinhacks/zod/v3.24.2 (same major) |
+| zod4-meta (held-out) | zod@4.1.5 | ❌ | ❌ | ✅ | ✅ | 888 | 55 | /colinhacks/zod/v4.0.1 (same major) |
+| pyd2-computed (held-out) | pydantic@2.9.2 | ✅ | ✅ | ✅ | ✅ | 892 | 82 | /pydantic/pydantic (unversioned) |
+| pyd1-json (held-out) | pydantic@1.10.18 | ❌ | ❌ | ✅ | ❌ | 938 | 70 | /pydantic/pydantic (unversioned) |
+| pyd2-json (held-out) | pydantic@2.9.2 | ✅ | ✅ | ✅ | ✅ | 872 | 79 | /pydantic/pydantic (unversioned) |
+| sa20-dataclass (held-out) | sqlalchemy@2.0.54 | ✅ | ✅ | ✅ | ✅ | 867 | 193 | /websites/sqlalchemy_en_20 (unversioned) |
+| eslint8-plugins (held-out) | eslint@8.57.1 | ❌ | ❌ | ✅ | ✅ | 784 | 90 | /eslint/eslint/v8.57.1 (exact) |
+| eslint9-plugins (held-out) | eslint@9.39.5 | ❌ | ❌ | ❌ | ✅ | 788 | 101 | /eslint/eslint/v9.39.3 (same major) |
+| vite6-envapi (held-out) | vite@6.4.3 | ✅ | ❌ | ✅ | ✅ | 673 | 62 | /vitejs/vite (unversioned) |
+| react18-context (held-out) | react@18.3.1 | ✅ | ❌ | ✅ | ❌ | 823 | 98 | /reactjs/react.dev (unversioned) |
+| react19-context (held-out) | react@19.2.8 | ❌ | ❌ | ✅ | ✅ | 812 | 104 | /reactjs/react.dev (unversioned) |
+| rr7-routesfile (held-out) | react-router@7.1.1 | ❌ | ❌ | ✅ | ✅ | 898 | 55 | /websites/reactrouter (unversioned) |
+| dj51-facets (held-out) | django@5.1.15 | ❌ | ❌ | ✅ | ✅ | 769 | 209 | /django/django (unversioned) |
+| tw3-source (held-out) | tailwindcss@3.4.19 | ❌ | ❌ | ✅ | ✅ | 860 | 62 | /rails/tailwindcss-rails (unversioned) |
+| tw4-source (held-out) | tailwindcss@4.1.18 | ❌ | ❌ | ❌ | ❌ | 939 | 67 | /rails/tailwindcss-rails (unversioned) |
+| tokio-interval (held-out) | tokio@1.43.0 | ✅ | ✅ | ✅ | ✅ | 890 | 65 | /websites/rs_tokio_tokio (unversioned) |
 
 Index build per project (cold cache, all direct deps, package files):
 
-axum07 345 ms, axum08 401 ms, django42 473 ms, django51 480 ms, eslint8 182 ms, eslint9 80 ms, express4 72 ms, express5 48 ms, fastapi0115 83 ms, fastapi088 71 ms, next14 378 ms, next15 603 ms, next16 868 ms, prisma5 92 ms, prisma6 123 ms, pydantic1 98 ms, pydantic2 176 ms, react18 361 ms, react19 659 ms, rr6 279 ms, rr7 524 ms, sqlalchemy14 466 ms, sqlalchemy20 604 ms, tailwind3 50 ms, tailwind4 46 ms, vite5 91 ms, vite6 90 ms, zod3 65 ms, zod4 106 ms
+axum07 391 ms, axum08 382 ms, django42 532 ms, django51 534 ms, eslint8 185 ms, eslint9 78 ms, express4 81 ms, express5 48 ms, fastapi0115 89 ms, fastapi088 69 ms, next14 391 ms, next15 576 ms, next16 1070 ms, prisma5 97 ms, prisma6 125 ms, pydantic1 106 ms, pydantic2 184 ms, react18 370 ms, react19 662 ms, rr6 290 ms, rr7 515 ms, sqlalchemy14 500 ms, sqlalchemy20 650 ms, tailwind3 46 ms, tailwind4 44 ms, vite5 93 ms, vite6 100 ms, zod3 73 ms, zod4 115 ms
 
 `lockdocs fetch` per project (one-time; upstream docs from GitHub at the version tag):
 
-- axum07: 1636 ms (axum@0.7.9 2 files, tokio@1.41.1 1 files)
-- axum08: 2101 ms (tokio@1.43.0 1 files)
-- django42: 4897 ms (django@4.2.30 601 files)
-- django51: 4876 ms (django@5.1.15 629 files)
-- eslint8: 3197 ms (eslint@8.57.1 409 files)
-- eslint9: 3391 ms (eslint@9.39.5 435 files)
-- express4: 2984 ms (@types/express@4.17.25 6 files, express@4.21.2 10 files)
-- express5: 3046 ms (@types/express@5.0.6 38 files, express@5.2.1 40 files)
-- fastapi0115: 2482 ms (fastapi@0.115.14 180 files)
-- fastapi088: 2335 ms (fastapi@0.88.0 113 files)
-- next14: 4976 ms (next@14.2.35 318 files, react@18.3.1 3 files, react-dom@18.3.1 3 files)
-- next15: 3429 ms (next@15.1.0 365 files, react@19.0.0 184 files, react-dom@19.0.0 184 files)
-- next16: 4143 ms (next@16.3.6 458 files, react@19.2.8 183 files, react-dom@19.2.8 183 files)
-- prisma5: 1697 ms (@prisma/client@5.22.0 2 files, prisma@5.22.0 2 files)
-- prisma6: 1739 ms (@prisma/client@6.19.3 2 files, prisma@6.19.3 2 files)
-- pydantic1: 1635 ms (pydantic@1.10.18 176 files)
-- pydantic2: 1223 ms (pydantic@2.9.2 80 files)
-- react18: 2396 ms (react@18.3.1 3 files, react-dom@18.3.1 3 files)
-- react19: 3314 ms (@types/react@19.2.18 180 files, react@19.2.8 183 files, react-dom@19.2.8 183 files)
-- rr6: 2184 ms (react@18.3.1 3 files, react-dom@18.3.1 3 files, react-router@6.26.2 118 files, react-router-dom@6.26.2 118 files)
-- rr7: 2112 ms (react@19.0.0 184 files, react-dom@19.0.0 184 files, react-router@7.1.1 68 files)
-- sqlalchemy14: 3270 ms (sqlalchemy@1.4.54 179 files)
-- sqlalchemy20: 3201 ms (sqlalchemy@2.0.54 198 files)
-- tailwind3: 725 ms (tailwindcss@3.4.19 2 files)
-- tailwind4: 2472 ms (tailwindcss@4.1.18 200 files)
-- vite5: 1379 ms (vite@5.4.21 37 files)
-- vite6: 1511 ms (vite@6.4.3 47 files)
-- zod3: 612 ms (zod@3.23.8 4 files)
-- zod4: 1219 ms (zod@4.1.5 18 files)
+- axum07: 2469 ms (axum@0.7.9 2 files, tokio@1.41.1 18 files)
+- axum08: 2192 ms (tokio@1.43.0 18 files)
+- django42: 4160 ms (django@4.2.30 601 files)
+- django51: 4787 ms (django@5.1.15 629 files)
+- eslint8: 3476 ms (eslint@8.57.1 409 files)
+- eslint9: 3330 ms (eslint@9.39.5 435 files)
+- express4: 3582 ms (@types/express@4.17.25 6 files, express@4.21.2 10 files)
+- express5: 2913 ms (@types/express@5.0.6 38 files, express@5.2.1 40 files)
+- fastapi0115: 2264 ms (fastapi@0.115.14 180 files)
+- fastapi088: 2594 ms (fastapi@0.88.0 113 files)
+- next14: 3699 ms (next@14.2.35 318 files, react@18.3.1 140 files, react-dom@18.3.1 140 files)
+- next15: 4137 ms (next@15.1.0 365 files, react@19.0.0 184 files, react-dom@19.0.0 184 files)
+- next16: 3730 ms (next@16.3.6 458 files, react@19.2.8 183 files, react-dom@19.2.8 183 files)
+- prisma5: 6014 ms (@prisma/client@5.22.0 236 files, prisma@5.22.0 236 files)
+- prisma6: 3632 ms (@prisma/client@6.19.3 247 files, prisma@6.19.3 247 files)
+- pydantic1: 1757 ms (pydantic@1.10.18 176 files)
+- pydantic2: 1177 ms (pydantic@2.9.2 80 files)
+- react18: 2923 ms (@types/react@18.3.31 137 files, react@18.3.1 140 files, react-dom@18.3.1 140 files)
+- react19: 2912 ms (@types/react@19.2.18 180 files, react@19.2.8 183 files, react-dom@19.2.8 183 files)
+- rr6: 2148 ms (react@18.3.1 140 files, react-dom@18.3.1 140 files, react-router@6.26.2 118 files, react-router-dom@6.26.2 118 files)
+- rr7: 2033 ms (react@19.0.0 184 files, react-dom@19.0.0 184 files, react-router@7.1.1 68 files)
+- sqlalchemy14: 2995 ms (sqlalchemy@1.4.54 179 files)
+- sqlalchemy20: 3057 ms (sqlalchemy@2.0.54 198 files)
+- tailwind3: 3464 ms (tailwindcss@3.4.19 192 files)
+- tailwind4: 7799 ms (tailwindcss@4.1.18 224 files)
+- vite5: 1136 ms (vite@5.4.21 37 files)
+- vite6: 1367 ms (vite@6.4.3 47 files)
+- zod3: 630 ms (zod@3.23.8 4 files)
+- zod4: 1337 ms (zod@4.1.5 18 files)
 
 ## Reading the results
 
-- **lockdocs is ahead overall (55/70 vs 49/70), on older majors by a wide margin (24/33 vs 12/33), on tokens (875 vs 908 median) and on latency (87 ms vs 2,011 ms).** Context7 serves one or a few indexed versions per library, so questions about the version you actually pinned often get the newest API.
-- **Context7 is ahead on the newest majors (34/34 vs 29/34) and on tokio (3/3 vs 2/3).** lockdocs misses where the answer lives only in a docs website that tracks a different major than the pinned one (Prisma 6: the Prisma docs now describe a later major), and on a few ranking misses (Next.js `after`, Tailwind 4's `@import "tailwindcss"`, Django `db_default`, tokio `select!` for "whichever finishes first").
-- **Configurations matter.** Keyword-only on package files: 41/70. Adding the local embedding model: 46/70. Adding `lockdocs fetch` (upstream docs at each version's git tag, plus docs-site repositories when the pinned major is the current one): 55/70.
+- **lockdocs is ahead overall (96/105 vs 77/105) and on older majors by 2x (38/45 vs 19/45), ties Context7 on the newest majors (53/55 each) and on tokio (5/5 each), and is ahead on the held-out questions (16/18 vs 15/18).** It also uses fewer tokens (866 vs 908 median) and answers in 97 ms instead of 2,583 ms.
+- **Where each still misses.** lockdocs: seven older-major questions (among them Next.js 14 `cookies()`, React Router 6 `json()`, FastAPI 0.88 `on_event`, Prisma 5 `Buffer`, ESLint 8 `env`), and two held-out newer-major questions (ESLint 9 plugins, Tailwind 4 `@source`). Context7 mostly answers older-major questions with the newest API, and two of its Tailwind answers came from unrelated libraries its search ranked first.
+- **Configurations matter.** Keyword-only on package files: 59/105. Adding the local embedding model: 60/105. Adding `lockdocs fetch` (upstream docs at each version's git tag, plus docs-site repositories for your major): 96/105.
 - Latency for lockdocs is a fresh CLI process per question, including loading the embedding model; the MCP server keeps it loaded.
-- Context7 answers for questions unchanged since the previous run on the same pinned version were reused from that run (disclosed in the results line) to stay within the anonymous quota.
+- Context7 answers for questions whose wording, grading and pinned version are unchanged since the previous run were reused from that run (disclosed in the results line) to stay within the anonymous quota.
 - Contributions of new version-sensitive questions are welcome.
diff --git a/docs/guide/how-it-works.md b/docs/guide/how-it-works.md
index 357f047..2be4f67 100644
--- a/docs/guide/how-it-works.md
+++ b/docs/guide/how-it-works.md
@@ -3,8 +3,8 @@
 1. **Resolve.** Every lockfile in the project directory, and in monorepo roots above it for ecosystems not found yet, becomes a list of exact `(ecosystem, name, version)` triples. Direct dependencies are marked.
 2. **Locate.** Each package's files are found on disk (see [Ecosystems](./ecosystems)). If the installed version differs from the lockfile, the answer says so and shows the installed one; with fetching enabled it reads the pinned version instead.
 3. **Extract.** Markdown and reStructuredText are split into heading-scoped sections (long ones at paragraph boundaries, never inside code fences). HTML headings in MDX (`<h3 id="…">@import</h3>`) count as headings, and `export const title` names the page. Docs pages written as React components (Tailwind's installation guides) become sections too: step titles are headings, JSX text is prose, and `code:` strings are code blocks. Source files are parsed with tree-sitter (TypeScript, Python, Rust, Go) into symbols with a signature (the declaration without its body), a cleaned doc comment, a qualified path and a line number.
-4. **Index.** Each entry becomes weighted terms: names and headings count most, doc prose next, signatures and code examples least. The tokenizer keeps identifiers whole and also splits camelCase, snake_case and digits; a light stemmer and a short programming synonym table (dict/dump, parse/validate, error/exception, ...) bridge wording. The index is cached on disk per package, version and source location, so a version is indexed once.
-5. **Rank.** BM25 over the full text, BM25 over just the heading (or name) and first sentence, so a long body does not bury what an entry says it is, and embedding similarity (a static model2vec model: a text's vector is the mean of its WordPiece token vectors, so embedding every symbol of Next.js takes well under a second), each normalized to its best hit. Then signals that matter for docs: entries whose name or heading contains a query word, identifiers written in the question (`model_dump`, `z.object`) and plain question words that name a documented top-level API of the package ("run code *after* the response" in Next.js, which exports `after`), changelog sections only when the question is about changes, and lower weight for private modules, bundled tooling and legacy copies. Deprecation notes among the top results ("use `model_validate` instead") lift the API they point to.
-6. **Pack.** Results are added in rank order until the token budget is spent (the last one trimmed at a line boundary), each with a `package@version path:line` citation.
+4. **Index.** Each entry becomes weighted terms: names and headings count most, doc prose next, signatures and code examples least. The tokenizer keeps identifiers whole and also splits camelCase, snake_case and digits; a light stemmer (plurals, -ing, -ed, -ation/-ate, -ability/-able) and a short programming synonym table (dict/dump, parse/validate, parameter/param, JavaScript/JS, ...) bridge wording. The index is cached on disk per package, version and source location, so a version is indexed once.
+5. **Rank.** BM25 over the full text, BM25 over just the heading (or name) and first sentence, so a long body does not bury what an entry says it is, and embedding similarity (a static model2vec model: a text's vector is the mean of its WordPiece token vectors, so embedding every symbol of Next.js takes well under a second), each normalized to its best hit. Then signals that matter for docs: entries whose name or heading contains a query word, identifiers written in the question (`model_dump`, `z.object`) and plain question words that name a documented top-level API of the package ("run code *after* the response" in Next.js, which exports `after`), changelog sections only when the question is about changes, and lower weight for private modules, bundled tooling, legacy copies, upgrade guides to an older major than yours ("Migrating to v6" in ESLint 9) and pages titled "(Deprecated)". Generic headings such as Parameters, Returns or Examples take their topic from the heading above them. Deprecation notes among the top results ("use `model_validate` instead") lift the API they point to.
+6. **Pack.** The top result also quotes the first paragraph of its page and parent section (with the short list or code block that follows), when they add something: a deprecation notice at the top of the page, or the setup a subsection builds on. Results are added in rank order until the token budget is spent (the last one trimmed at a line boundary), each with a `package@version path:line` citation.
 
 `api` is exact rather than ranked: it finds entries whose name matches the last segment of the symbol, scores qualifiers (`Router` in `axum::Router::route`), follows re-exports, and adds overloads, members and other matches.
diff --git a/docs/public/bench-results.json b/docs/public/bench-results.json
index e801f94..a0b9a14 100644
--- a/docs/public/bench-results.json
+++ b/docs/public/bench-results.json
@@ -2,13 +2,13 @@
  "tokenizer": "tiktoken o200k_base",
  "index": {
   "axum07": {
-   "ms": 271,
+   "ms": 391,
    "report": {
     "missing": [],
-    "ms": 259,
+    "ms": 378,
     "packages": [
      {
-      "build_ms": 149,
+      "build_ms": 164,
       "ecosystem": "cargo",
       "package": "axum@0.7.9",
       "sections": 262,
@@ -16,7 +16,7 @@
       "symbols": 236
      },
      {
-      "build_ms": 218,
+      "build_ms": 319,
       "ecosystem": "cargo",
       "package": "tokio@1.41.1",
       "sections": 551,
@@ -27,13 +27,13 @@
    }
   },
   "axum08": {
-   "ms": 285,
+   "ms": 382,
    "report": {
     "missing": [],
-    "ms": 274,
+    "ms": 370,
     "packages": [
      {
-      "build_ms": 137,
+      "build_ms": 170,
       "ecosystem": "cargo",
       "package": "axum@0.8.1",
       "sections": 272,
@@ -41,7 +41,7 @@
       "symbols": 264
      },
      {
-      "build_ms": 236,
+      "build_ms": 324,
       "ecosystem": "cargo",
       "package": "tokio@1.43.0",
       "sections": 561,
@@ -52,13 +52,13 @@
    }
   },
   "django42": {
-   "ms": 375,
+   "ms": 532,
    "report": {
     "missing": [],
-    "ms": 359,
+    "ms": 516,
     "packages": [
      {
-      "build_ms": 309,
+      "build_ms": 451,
       "ecosystem": "pypi",
       "package": "django@4.2.30",
       "sections": 159,
@@ -69,13 +69,13 @@
    }
   },
   "django51": {
-   "ms": 371,
+   "ms": 534,
    "report": {
     "missing": [],
-    "ms": 353,
+    "ms": 517,
     "packages": [
      {
-      "build_ms": 303,
+      "build_ms": 453,
       "ecosystem": "pypi",
       "package": "django@5.1.15",
       "sections": 159,
@@ -86,13 +86,13 @@
    }
   },
   "eslint8": {
-   "ms": 130,
+   "ms": 185,
    "report": {
     "missing": [],
-    "ms": 126,
+    "ms": 179,
     "packages": [
      {
-      "build_ms": 97,
+      "build_ms": 144,
       "ecosystem": "npm",
       "package": "eslint@8.57.1",
       "sections": 27,
@@ -103,13 +103,13 @@
    }
   },
   "eslint9": {
-   "ms": 59,
+   "ms": 78,
    "report": {
     "missing": [],
-    "ms": 55,
+    "ms": 73,
     "packages": [
      {
-      "build_ms": 24,
+      "build_ms": 39,
       "ecosystem": "npm",
       "package": "eslint@9.39.5",
       "sections": 28,
@@ -120,13 +120,13 @@
    }
   },
   "express4": {
-   "ms": 53,
+   "ms": 81,
    "report": {
     "missing": [],
-    "ms": 49,
+    "ms": 77,
     "packages": [
      {
-      "build_ms": 4,
+      "build_ms": 2,
       "ecosystem": "npm",
       "package": "@types/express@4.17.25",
       "sections": 5,
@@ -134,7 +134,7 @@
       "symbols": 35
      },
      {
-      "build_ms": 16,
+      "build_ms": 22,
       "ecosystem": "npm",
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@@ -7162,7 +7174,7 @@
      ],
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@@ -7173,7 +7185,7 @@
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@@ -7184,7 +7196,7 @@
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@@ -7198,7 +7210,8 @@
     "tokens": 511,
     "ms": 1274,
     "library": "/rails/tailwindcss-rails",
-    "version_match": "unversioned"
+    "version_match": "unversioned",
+    "reused": true
    }
   },
   {
@@ -7216,7 +7229,7 @@
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     "rejected": [],
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-    "ms": 52.9
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@@ -7224,21 +7237,21 @@
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+     "ms": 27.5
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      "missing": [],
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     "fetched": {
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    "context7": {
@@ -7248,7 +7261,8 @@
     "tokens": 133,
     "ms": 2762,
     "library": "/websites/rs_tokio_tokio",
-    "version_match": "unversioned"
+    "version_match": "unversioned",
+    "reused": true
    }
   }
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@@ -7257,33 +7271,33 @@
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    "passed": 59,
    "total": 105,
-   "median_tokens": 883,
-   "median_ms": 19.1,
-   "p95_ms": 194.4
+   "median_tokens": 882,
+   "median_ms": 24.6,
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   "hybrid": {
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    "passed": 60,
    "total": 105,
-   "median_tokens": 904,
-   "median_ms": 40.6,
-   "p95_ms": 86.7
+   "median_tokens": 903,
+   "median_ms": 52.4,
+   "p95_ms": 103.2
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   "fetched": {
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-   "passed": 94,
+   "passed": 96,
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-   "median_tokens": 871,
-   "median_ms": 76.1,
-   "p95_ms": 369.3
+   "median_tokens": 866,
+   "median_ms": 96.9,
+   "p95_ms": 473.9
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   "context7": {
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-   "passed": 76,
+   "answered": 105,
+   "passed": 77,
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-   "median_tokens": 910,
-   "median_ms": 2575,
-   "p95_ms": 3320
+   "median_tokens": 908,
+   "median_ms": 2583,
+   "p95_ms": 3398
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  "variants": [
@@ -7301,13 +7315,13 @@
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  "context7_calls": {
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+  "calls": 8,
   "rate_limited": 0,
-  "errors": 2,
+  "errors": 4,
   "stopped": false,
   "limit": "200",
-  "remaining": "161",
-  "reused": 83
+  "remaining": "190",
+  "reused": 103
  },
  "runner": {
   "os": "Linux",