Skip to content
View loulanyue's full-sized avatar
🎯
Focusing
🎯
Focusing
  • Louisville

Block or report loulanyue

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
loulanyue/README.md

LoulanYue — bilingual open-source AI systems engineering profile with live telemetry

01 ORIGINAL SYSTEMS  02 100K+ UPSTREAM  03 ENGINEERING MAP  04 PRINCIPLES


01 / OPEN SYSTEMS · 自有开放系统 (4 项目)

沉淀可复用的工程协议、多智能体控制面、能力层与系统知识架构,按实时星标倒序排列,支持左右滑动浏览。


项目与实时星标 / System & Stars 🌟

核心定位与工程说明 / Focus & Architecture
dream-xi-ai  🌟 435  TEAM 面向复杂交付的多智能体控制面,统一规划、执行、验证与风险治理。
spec-kit-zh  🌟 337  SPEC 把规格、上下文与智能体协作编排为可复用的开放工程协议。
interview-notes  🌟 306  KNOW 将后端知识重构为面向判断、设计与演进的工程决策系统。
awesome-claude-notes  🌟 267  DIST 沉淀可移植的智能体能力层,跨工具复用角色、技能与工作流。


02 / 100K+ UPSTREAM IMPACT · 头部上游工程 (20 核心旗舰项目 / 195 PR)

Upstream PRs Merged Open Top Flagships Total Star Reach

严格过滤非代码类与文档收录类项目,精选 20 个具备生产级架构、智能体运行时与核心算力基建的高星上游工程贡献,支持横向左右滑动浏览,项目与 PR 均可直接点击跳转。


上游项目与实时星标 / Repository & Stars 🌟

贡献 PR / Pull Request

核心工程焦点与贡献说明 / Contribution Summary
openclaw/openclaw  🌟 387.5K PR #127690  OPEN CODEBLOCK SYNTAX · 遵循 CommonMark 规范严格检查代码块闭合行空白后缀,防止伪闭合行破坏高亮格式。
react/react  🌟 247.9K PR #37354  OPEN LAZY MODULE SAFETY · DEV 环境下安全检验 moduleObject 非空非原始值,防御动态 import 返回 null 时的未捕获异常。
affaan-m/ECC  🌟 243.0K PR #2836  OPEN SYMLINK TRAVERSAL · 在扫描脚本中支持符号链接技能与规约目录递归遍历,提升模块化加载能力。
NousResearch/hermes-agent  🌟 236.1K PR #91407  CLOSED APPROVAL DISPATCH · 打通受保护文件写入在 runs SSE 与桌面端审批事件流,消除静默超时。
n8n-io/n8n  🌟 202.4K PR #36857  OPEN ERROR ROUTING · 在节点执行循环中捕获异常并接入 continueOnFail 策略,支持将错误安全路由至分支。
anomalyco/opencode  🌟 201.2K PR #38763  CLOSED MODEL REPLAY · 保留失败回合的推理签名链与上下文,确保工具调用可被模型安全重放。
tensorflow/tensorflow  🌟 197.6K PR #125964  OPEN TYPE DIAGNOSTICS · 替换裸 assert 为显式 TypeError 异常类型与白名单提示,改进算子类型推导防御。
ultraworkers/claw-code  🌟 195.1K PR #3294  OPEN IMMUTABLE ACTIONS · 将 CI 流程中的浮动 tag 锁定为不可变 commit SHA 并保留版本注释,强化供应链安全。
Significant-Gravitas/AutoGPT  🌟 186.9K PR #14109  OPEN SESSION ISOLATION · 引入 parent_session_id 并打通子会话归属校验与权限隔离,防止跨会话状态越权。
ollama/ollama  🌟 179.4K PR #17920  OPEN THREAD QUOTA · 支持 OLLAMA_NUM_THREAD 环境变量全局配置,避免在容器 CPU 配额限制下发生推理性能暴降。
microsoft/markitdown  🌟 176.1K PR #2330  OPEN CLI ENDPOINT CONFIG · 支持多模态模型端点环境变量回退,便于自动化 Agent 与容器化环境无缝集成。
firecrawl/firecrawl  🌟 172.0K PR #4399  OPEN SDK RESOLUTION · 修复 Python SDK v1 客户端中 get_version 回退搜索顶层模块的路径缺陷。
AUTOMATIC1111/stable-diffusion-webui  🌟 164.6K PR #17474  OPEN WORKSPACE RESILIENCE · 增加 git fetch 全量标签回退策略,解决浅克隆或老版本 Git 检出时的异常崩溃。
huggingface/transformers  🌟 164.4K PR #48203  CLOSED ATTENTION VALIDATION · 在模型配置中强化注意力头数与 KV 头数的整除校验,防止前向传播异常。
langflow-ai/langflow  🌟 153.6K PR #14733  OPEN MCP NUMERICS · 在 MCP 传输层拦截 float inf/nan 特殊浮点值,防御下游 JSON 序列化崩溃。
langgenius/dify  🌟 153.4K PR #41172  OPEN JSON-RPC PROTOCOL · 在 MCP 错误响应构造中防止 request_id=0 被布尔回退误覆盖为 1。
open-webui/open-webui  🌟 149.8K PR #28914  CLOSED WEBHOOK ROUTING · 扩展支持现代 Teams Power Automate 与 Workflows 域名,保障卡片消息可靠投递。
langchain-ai/langchain  🌟 144.9K PR #39837  CLOSED ASYNC TEMPLATES · 在 MultiModal 消息模板中为 DictPromptTemplate 分支启用异步 aformat 渲染。
github/spec-kit  🌟 131.2K PR #4294  OPEN TOML ESCAPES · 补齐 TOML v1.0 规范中缺失的 \b (退格) 与 \f (换页) 字符短转义序列。
ggml-org/llama.cpp  🌟 125.5K PR #27651  CLOSED GGUF PRECISION · 修复模型参数量为 0 时字符剥离导致空串位数计算失真的边界缺陷。


03 / UPSTREAM ENGINEERING MAP · 上游工程版图 (127 项目 / 195 PR)

Public PRs Open Merged Projects Project Stars

跨智能体运行时、AI 工作流平台、模型系统、数据接入与工程工具链展开的 127 个公开上游项目协作。

💡 矩阵视图:支持横向左右滑动 / 左右滚动浏览 6 大工程领域的全部分类与 29 个上游项目。


🤖 智能体运行时与编码终端
19 项目 · 49 PR

openclaw/openclaw
🌟 387.5K · 9 PR (3O/2M/4C)

obra/superpowers
🌟 277.3K · 1 PR (1O/0M/0C)

affaan-m/ECC
🌟 243.0K · 2 PR (2O/0M/0C)

NousResearch/hermes-agent
🌟 236.1K · 8 PR (5O/0M/3C)

multica-ai/andrej-karpathy-skills
🌟 206.8K · 1 PR (1O/0M/0C)

anomalyco/opencode
🌟 201.2K · 6 PR (0O/0M/6C)

ultraworkers/claw-code
🌟 195.1K · 1 PR (1O/0M/0C)

Significant-Gravitas/AutoGPT
🌟 186.9K · 2 PR (2O/0M/0C)

ollama/ollama
🌟 179.4K · 2 PR (2O/0M/0C)

msitarzewski/agency-agents
🌟 147.9K · 2 PR (2O/0M/0C)

garrytan/gstack
🌟 129.5K · 2 PR (2O/0M/0C)

farion1231/cc-switch
🌟 129.3K · 2 PR (2O/0M/0C)

ggml-org/llama.cpp
🌟 125.5K · 2 PR (1O/0M/1C)

nextlevelbuilder/ui-ux-pro-max-skill
🌟 120.7K · 2 PR (1O/1M/0C)

browser-use/browser-use
🌟 110.4K · 2 PR (2O/0M/0C)

DietrichGebert/ponytail
🌟 110.1K · 1 PR (1O/0M/0C)

google-gemini/gemini-cli
🌟 106.7K · 2 PR (1O/0M/1C)

JuliusBrussee/caveman
🌟 100.8K · 1 PR (1O/0M/0C)

camel-ai/camel
🌟 17.6K · 1 PR (1O/0M/0C)

-

-

-

-

-

-

-

-

-

-

-
⚡ AI 工作流与体验平台
16 项目 · 44 PR
react/react
🌟 247.9K · 1 PR (1O/0M/0C)
n8n-io/n8n
🌟 202.4K · 1 PR (1O/0M/0C)
langflow-ai/langflow
🌟 153.6K · 5 PR (4O/0M/1C)
langgenius/dify
🌟 153.4K · 12 PR (5O/3M/4C)
open-webui/open-webui
🌟 149.8K · 10 PR (0O/0M/10C)
langchain-ai/langchain
🌟 144.9K · 3 PR (0O/0M/3C)
Shubhamsaboo/awesome-llm-apps
🌟 134.0K · 1 PR (1O/0M/0C)
Comfy-Org/ComfyUI
🌟 129.8K · 2 PR (2O/0M/0C)
shadcn-ui/ui
🌟 122.0K · 2 PR (2O/0M/0C)
harry0703/MoneyPrinterTurbo
🌟 116.2K · 1 PR (0O/0M/1C)
axios/axios
🌟 109.2K · 1 PR (1O/0M/0C)
supabase/supabase
🌟 108.4K · 1 PR (1O/0M/0C)
fastapi/fastapi
🌟 101.8K · 1 PR (0O/0M/1C)
pallets/flask
🌟 72.1K · 1 PR (0O/0M/1C)
Comfy-Org/ComfyUI_frontend
🌟 2.0K · 1 PR (1O/0M/0C)
langgenius/graphon
🌟 76 · 1 PR (1O/0M/0C)
- - - - - - - - - - - - - -
🔌 数据、检索与工具接入
18 项目 · 20 PR
public-apis/public-apis
🌟 470.1K · 1 PR (1O/0M/0C)
microsoft/markitdown
🌟 176.1K · 1 PR (1O/0M/0C)
firecrawl/firecrawl
🌟 172.0K · 2 PR (2O/0M/0C)
f/prompts.chat
🌟 167.9K · 1 PR (1O/0M/0C)
x1xhlol/system-prompts-and-models-of-ai-tools
🌟 143.1K · 1 PR (1O/0M/0C)
clash-verge-rev/clash-verge-rev
🌟 140.0K · 1 PR (1O/0M/0C)
excalidraw/excalidraw
🌟 130.4K · 1 PR (1O/0M/0C)
rustdesk/rustdesk
🌟 121.8K · 1 PR (0O/1M/0C)
2dust/v2rayN
🌟 114.6K · 1 PR (1O/0M/0C)
immich-app/immich
🌟 112.6K · 1 PR (0O/0M/1C)
Graphify-Labs/graphify
🌟 110.2K · 2 PR (2O/0M/0C)
fatedier/frp
🌟 109.0K · 1 PR (1O/0M/0C)
diegosouzapw/OmniRoute
🌟 54.7K · 1 PR (0O/1M/0C)
qdrant/qdrant
🌟 34.2K · 1 PR (0O/0M/1C)
pydantic/pydantic
🌟 28.6K · 1 PR (0O/1M/0C)
teng-lin/notebooklm-py
🌟 18.9K · 1 PR (0O/1M/0C)
googleapis/mcp-toolbox
🌟 16.3K · 1 PR (0O/0M/1C)
OpenAtomFoundation/pikiwidb
🌟 6.1K · 1 PR (1O/0M/0C)
- - - - - - - - - - - -
🧠 模型训练与机器学习系统
18 项目 · 25 PR
tensorflow/tensorflow
🌟 197.6K · 1 PR (1O/0M/0C)
AUTOMATIC1111/stable-diffusion-webui
🌟 164.6K · 2 PR (2O/0M/0C)
huggingface/transformers
🌟 164.4K · 3 PR (1O/0M/2C)
openai/whisper
🌟 107.9K · 1 PR (1O/0M/0C)
deepseek-ai/DeepSeek-V3
🌟 104.4K · 1 PR (1O/0M/0C)
rasbt/LLMs-from-scratch
🌟 103.7K · 1 PR (0O/1M/0C)
pytorch/pytorch
🌟 102.6K · 3 PR (2O/0M/1C)
vllm-project/vllm
🌟 90.0K · 3 PR (2O/1M/0C)
hiyouga/LlamaFactory
🌟 74.3K · 1 PR (1O/0M/0C)
scikit-learn/scikit-learn
🌟 67.1K · 1 PR (0O/0M/1C)
karpathy/nanoGPT
🌟 62.5K · 1 PR (1O/0M/0C)
meta-llama/llama
🌟 59.6K · 1 PR (1O/0M/0C)
BerriAI/litellm
🌟 57.2K · 1 PR (1O/0M/0C)
facebookresearch/segment-anything
🌟 54.8K · 1 PR (1O/0M/0C)
suno-ai/bark
🌟 39.2K · 1 PR (1O/0M/0C)
huggingface/diffusers
🌟 34.4K · 1 PR (1O/0M/0C)
karpathy/micrograd
🌟 17.3K · 1 PR (1O/0M/0C)
sktime/sktime
🌟 10.0K · 1 PR (0O/1M/0C)
- - - - - - - - - - - -
🛠️ 核心开发框架与工程工具链
26 项目 · 26 PR
vuejs/vue
🌟 210.7K · 1 PR (1O/0M/0C)
flutter/flutter
🌟 178.6K · 1 PR (1O/0M/0C)
github/gitignore
🌟 175.4K · 1 PR (1O/0M/0C)
twbs/bootstrap
🌟 174.6K · 1 PR (1O/0M/0C)
Genymobile/scrcpy
🌟 148.2K · 1 PR (1O/0M/0C)
vercel/next.js
🌟 141.9K · 1 PR (1O/0M/0C)
microsoft/PowerToys
🌟 138.1K · 1 PR (1O/0M/0C)
github/spec-kit
🌟 131.2K · 1 PR (1O/0M/0C)
react/react-native
🌟 126.4K · 1 PR (1O/0M/0C)
electron/electron
🌟 122.7K · 1 PR (0O/0M/1C)
nodejs/node
🌟 119.6K · 1 PR (1O/0M/0C)
rust-lang/rust
🌟 116.2K · 1 PR (0O/0M/1C)
godotengine/godot
🌟 116.1K · 1 PR (0O/0M/1C)
mrdoob/three.js
🌟 114.8K · 1 PR (0O/0M/1C)
d3/d3
🌟 113.5K · 1 PR (1O/0M/0C)
microsoft/TypeScript
🌟 110.7K · 1 PR (1O/0M/0C)
tauri-apps/tauri
🌟 110.5K · 1 PR (1O/0M/0C)
denoland/deno
🌟 108.3K · 1 PR (0O/0M/1C)
microsoft/terminal
🌟 104.7K · 1 PR (1O/0M/0C)
neovim/neovim
🌟 102.0K · 1 PR (1O/0M/0C)
angular/angular
🌟 101.0K · 1 PR (1O/0M/0C)
pandas-dev/pandas
🌟 49.6K · 1 PR (0O/0M/1C)
astral-sh/ruff
🌟 49.3K · 1 PR (1O/0M/0C)
psf/black
🌟 41.8K · 1 PR (1O/0M/0C)
python-poetry/poetry
🌟 34.3K · 1 PR (1O/0M/0C)
facebook/pyrefly
🌟 6.9K · 1 PR (1O/0M/0C)
- - - -
📚 工程知识与生态
30 项目 · 31 PR
codecrafters-io/build-your-own-x
🌟 542.8K · 1 PR (1O/0M/0C)
freeCodeCamp/freeCodeCamp
🌟 454.6K · 1 PR (0O/0M/1C)
EbookFoundation/free-programming-books
🌟 395.2K · 1 PR (1O/0M/0C)
donnemartin/system-design-primer
🌟 365.9K · 1 PR (1O/0M/0C)
nilbuild/developer-roadmap
🌟 365.4K · 1 PR (1O/0M/0C)
jwasham/coding-interview-university
🌟 359.7K · 1 PR (1O/0M/0C)
vinta/awesome-python
🌟 315.9K · 1 PR (0O/0M/1C)
practical-tutorials/project-based-learning
🌟 280.7K · 1 PR (1O/0M/0C)
trimstray/the-book-of-secret-knowledge
🌟 240.2K · 1 PR (1O/0M/0C)
TheAlgorithms/Python
🌟 224.0K · 1 PR (0O/0M/1C)
trekhleb/javascript-algorithms
🌟 196.6K · 1 PR (1O/0M/0C)
jackfrued/Python-100-Days
🌟 185.6K · 1 PR (1O/0M/0C)
avelino/awesome-go
🌟 182.2K · 1 PR (1O/0M/0C)
521xueweihan/HelloGitHub
🌟 172.8K · 1 PR (1O/0M/0C)
jlevy/the-art-of-command-line
🌟 162.2K · 1 PR (1O/0M/0C)
Snailclimb/JavaGuide
🌟 158.0K · 1 PR (1O/0M/0C)
airbnb/javascript
🌟 148.1K · 1 PR (1O/0M/0C)
ripienaar/free-for-dev
🌟 135.1K · 1 PR (1O/0M/0C)
krahets/hello-algo
🌟 129.6K · 1 PR (1O/0M/0C)
microsoft/generative-ai-for-beginners
🌟 118.5K · 1 PR (1O/0M/0C)
jaywcjlove/awesome-mac
🌟 111.7K · 1 PR (0O/1M/0C)
VoltAgent/awesome-design-md
🌟 110.3K · 1 PR (1O/0M/0C)
papers-we-love/papers-we-love
🌟 109.0K · 1 PR (0O/1M/0C)
goldbergyoni/nodebestpractices
🌟 105.6K · 2 PR (2O/0M/0C)
Anduin2017/HowToCook
🌟 102.0K · 1 PR (1O/0M/0C)
ruanyf/weekly
🌟 101.2K · 1 PR (1O/0M/0C)
mtdvio/every-programmer-should-know
🌟 100.3K · 1 PR (1O/0M/0C)
tailwindlabs/tailwindcss
🌟 97.3K · 1 PR (1O/0M/0C)
DuGuQiuBai/Java
🌟 14.5K · 1 PR (0O/0M/1C)
baomidou/mybatis-plus-doc
🌟 753 · 1 PR (0O/0M/1C)

📋 切换为文本列表视图 / Switch to Text List View
  • 🤖 智能体运行时与编码终端 · AGENT RUNTIMES & CODING INTERFACES (19 项目 / 49 PR)

    • openclaw/openclaw 🌟 387.5K · 9 PR (3 Open / 2 Merged / 4 Closed)
      • PR #127690 OPEN · fix(discord): require whitespace-only suffix for closing code fence lines
      • PR #127109 OPEN · fix(node-host): duplicate skill-bin refreshes on concurrent commands (#127095)
      • PR #121494 CLOSED · fix(cli-session): preserve heartbeat context across policy gaps [AI-assisted]
      • PR #114840 CLOSED · fix(gateway): make busyStaleThresholdMs configurable in channel health policy
      • PR #114596 OPEN · fix(gateway): respect configured tools.media.image.maxBytes for image attachments
      • PR #114449 MERGED · fix(cli-compaction): treat no_compactable_entries as a benign compaction skip (#114385)
      • PR #112478 MERGED · fix(infra): preserve large inode identity in session migrations
      • PR #111779 CLOSED · fix: keep streaming OpenAI-compatible requests admitted
      • PR #111352 CLOSED · docs: link macOS onboarding to app download
    • obra/superpowers 🌟 277.3K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #2201 OPEN · docs(using-superpowers): add Gemini CLI to platform adaptation reference list
    • affaan-m/ECC 🌟 243.0K · 2 PR (2 Open / 0 Merged / 0 Closed)
      • PR #2836 OPEN · fix(skills): support symlinked directories in skill and rule scan scripts
      • PR #2833 OPEN · docs(rules): add naming conventions to TypeScript/JavaScript coding style
    • NousResearch/hermes-agent 🌟 236.1K · 8 PR (5 Open / 0 Merged / 3 Closed)
      • PR #91407 CLOSED · fix(desktop): strip routing @mention token before remote DM delivery (#91397)
      • PR #91376 OPEN · fix(stream): do not misclassify stream with final usage chunk as mid-stream drop — closes #91373
      • PR #91367 OPEN · fix(update): check and apply config migrations on current checkout / retry paths — closes #91360
      • PR #89605 OPEN · fix(plugins): add isatty guard to _resolve_tool_override_grant — closes #89600
      • PR #82992 OPEN · fix(desktop): show approvals for protected file writes
      • PR #82114 OPEN · fix(gateway): honor approval scope capabilities
      • PR #73059 CLOSED · fix(agent): log warning when client abort shuts down 0 active sockets (#72975)
      • PR #71997 CLOSED · fix(gateway): release rejected native clarifies before steering
    • multica-ai/andrej-karpathy-skills 🌟 206.8K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #199 OPEN · docs: update curl raw URLs to multica-ai organization repository
    • anomalyco/opencode 🌟 201.2K · 6 PR (0 Open / 0 Merged / 6 Closed)
      • PR #44871 CLOSED · docs(readme): add explicit bun and pnpm global install commands
      • PR #39298 CLOSED · fix(core): bound ripgrep search execution with default wall-clock deadline (#39208)
      • PR #39225 CLOSED · fix(core): bound ripgrep search execution with default wall-clock deadline (#39208)
      • PR #38763 CLOSED · fix(core): preserve reasoning metadata on errored assistant turns
      • PR #38711 CLOSED · fix(core): preserve reasoning metadata on errored assistant turns
      • PR #37726 CLOSED · fix(cli): package parcel watcher binding
    • ultraworkers/claw-code 🌟 195.1K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #3294 OPEN · ci: pin third-party GitHub Actions to immutable commit SHAs
    • Significant-Gravitas/AutoGPT 🌟 186.9K · 2 PR (2 Open / 0 Merged / 0 Closed)
      • PR #14109 OPEN · fix(copilot): record parent session provenance for sub-sessions
      • PR #14108 OPEN · feat(compose): make redis cluster image selectable via REDIS_IMAGE (#14012)
    • ollama/ollama 🌟 179.4K · 2 PR (2 Open / 0 Merged / 0 Closed)
      • PR #17920 OPEN · envconfig: support OLLAMA_NUM_THREAD for operator thread count configuration
      • PR #17917 OPEN · anthropic: preserve xhigh reasoning effort in FromMessagesRequest (#17906)
    • msitarzewski/agency-agents 🌟 147.9K · 2 PR (2 Open / 0 Merged / 0 Closed)
      • PR #801 OPEN · docs(engineering): add Core Mission section to Senior Developer agent prompt
      • PR #797 OPEN · fix(agents): remove non-standard tools key from agent frontmatters (#796)
    • garrytan/gstack 🌟 129.5K · 2 PR (2 Open / 0 Merged / 0 Closed)
      • PR #2680 OPEN · fix(discover-skills): ignore external wrapper host claude dir in root template discovery
      • PR #2675 OPEN · fix(codex): close unclosed bash code fence in consult resume block (#2671)
    • farion1231/cc-switch 🌟 129.3K · 2 PR (2 Open / 0 Merged / 0 Closed)
      • PR #6765 OPEN · fix(i18n): use kanji 億 for Japanese token count formatting
      • PR #6722 OPEN · fix(hermes): apply new provider base_url in apply_switch_defaults (#6717)
    • ggml-org/llama.cpp 🌟 125.5K · 2 PR (1 Open / 0 Merged / 1 Closed)
      • PR #27651 CLOSED · gguf-py: prevent empty string when rounding zero in model_weight_count_rounded_notation
      • PR #27522 OPEN · server: observe resumable stream cancellation during first result wait (#27481)
    • nextlevelbuilder/ui-ux-pro-max-skill 🌟 120.7K · 2 PR (1 Open / 1 Merged / 0 Closed)
      • PR #456 MERGED · docs: add openclaw to AI assistant CLI initialization list in README
      • PR #453 OPEN · feat(design-system): add --rtl flag for right-to-left UI/UX guidance (#409)
    • browser-use/browser-use 🌟 110.4K · 2 PR (2 Open / 0 Merged / 0 Closed)
      • PR #5535 OPEN · fix(browser): preserve CHROME_DEFAULT_ARGS ordering when ignore_default_args is set (#5397)
      • PR #5508 OPEN · fix(browser): catch corrupt EOCD seek errors during CRX extraction
    • DietrichGebert/ponytail 🌟 110.1K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #749 OPEN · fix(skill): clarify full read rule for large docs and data files (#745)
    • google-gemini/gemini-cli 🌟 106.7K · 2 PR (1 Open / 0 Merged / 1 Closed)
      • PR #29006 OPEN · fix(core): strip quotes and handle block scalars in simple frontmatter parser
      • PR #28546 CLOSED · fix(core): strip Authorization header when using GEMINI_API_KEY auth (#28538)
    • JuliusBrussee/caveman 🌟 100.8K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #905 OPEN · docs(gemini): add caveman-help and caveman-stats skill references
    • camel-ai/camel 🌟 17.6K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #4281 OPEN · fix(toolkits): remove unsafe retry on send_message in WhatsAppToolkit
  • ⚡ AI 工作流与体验平台 · AI WORKFLOW & EXPERIENCE PLATFORMS (16 项目 / 44 PR)

    • react/react 🌟 247.9K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #37354 OPEN · fix(ReactLazy): safely check default property on moduleObject
    • n8n-io/n8n 🌟 202.4K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #36857 OPEN · fix(Snowflake Node): Route query errors when continueOnFail is enabled
    • langflow-ai/langflow 🌟 153.6K · 5 PR (4 Open / 0 Merged / 1 Closed)
      • PR #14733 OPEN · fix(agentic): handle float infinity in replace_none_and_null_with_empty_str
      • PR #14690 OPEN · refactor(auth): drop unmaintained passlib and unpin bcrypt (#14685)
      • PR #14177 OPEN · fix(mcp): reap cancelled session transports
      • PR #14153 OPEN · fix: preserve secret values for connected components
      • PR #14144 CLOSED · fix(lfx): isolate component tool message suppression
    • langgenius/dify 🌟 153.4K · 12 PR (5 Open / 3 Merged / 4 Closed)
      • PR #41235 MERGED · fix(api): enforce APP_EDIT RBAC permission on MCP server refresh endpoint
      • PR #41172 OPEN · chore(governance): add @loulanyue as co-maintainer for vector db and workflow nodes in CODEOWNERS
      • PR #41116 OPEN · fix(mcp): preserve request_id when id is 0 in create_mcp_error_response
      • PR #40933 CLOSED · fix(web): widen browserslist iOS floor from 16.4 to 15 to restore -webkit-mask-* prefixes
      • PR #40908 OPEN · fix(structured-output): fall back to prompt injection when native handler does not set response_format
      • PR #40412 CLOSED · fix(knowledge): stop treating HTTP 404 as invalid endpoint in external API validation
      • PR #40410 CLOSED · fix(auth): resolve relative OAuth redirect_url against CONSOLE_WEB_URL
      • PR #40407 CLOSED · fix(dify-agent): filter blank SystemPromptParts and use name fallback for empty tool descriptions
      • PR #40405 OPEN · fix(web): use SERVER_CONSOLE_API_URL for system-features in auth-group layouts
      • PR #40400 MERGED · fix(vdb): add document_id keyword mapping and fix VectorType in elasticsearch-ja adapter
      • PR #39754 MERGED · fix(workflow): provide default values for AgentNodeData fields (#39743)
      • PR #39636 OPEN · fix(app): respect WORKFLOW_MAX_EXECUTION_TIME in workflow queue managers
    • open-webui/open-webui 🌟 149.8K · 10 PR (0 Open / 0 Merged / 10 Closed)
      • PR #28914 CLOSED · fix(webhook): recognize modern Teams Power Automate and PowerPlatform workflow URLs
      • PR #28888 CLOSED · fix(retrieval): ignore in-flight route errors and unroute on Playwright loader teardown (#28869)
      • PR #28712 CLOSED · fix(retrieval): prevent BM25 full-collection OOM when native hybrid search fails
      • PR #28569 CLOSED · fix(playground): prefix generated image URLs with WEBUI_BASE_URL
      • PR #28218 CLOSED · fix: avoid duplicate base model removal
      • PR #27990 CLOSED · fix(oauth): normalize OAuth sub claim to str to prevent PostgreSQL type mismatch
      • PR #27989 CLOSED · fix: normalize OAuth sub claim to str to prevent PostgreSQL type mismatch
      • PR #27727 CLOSED · fix: keep calendar search end within bigint range
      • PR #27585 CLOSED · fix(retrieval): JSON-serialize complex & boolean params in DoclingLoader
      • PR #27584 CLOSED · fix(retrieval): JSON-serialize complex & boolean params in DoclingLoader
    • langchain-ai/langchain 🌟 144.9K · 3 PR (0 Open / 0 Merged / 3 Closed)
      • PR #39837 CLOSED · core: await prompt.aformat for DictPromptTemplate in async multimodal formatting
      • PR #39836 CLOSED · fix(core): await aformat on DictPromptTemplate in multimodal chat prompt (#39835)
      • PR #39215 CLOSED · fix(core): allow unsized iterables (generators) in ContextThreadPoolExecutor.map
    • Shubhamsaboo/awesome-llm-apps 🌟 134.0K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #1112 OPEN · fix(financial-coach): use raw regex strings and normalize gallery link in README
    • Comfy-Org/ComfyUI 🌟 129.8K · 2 PR (2 Open / 0 Merged / 0 Closed)
      • PR #15795 OPEN · fix(comfy_api): robust PyAV ColorPrimaries, ColorRange, and ColorTrc imports
      • PR #15794 OPEN · fix(api): provide fallback for PyAV color enums in comfy_api (#15784)
    • shadcn-ui/ui 🌟 122.0K · 2 PR (2 Open / 0 Merged / 0 Closed)
      • PR #11593 OPEN · fix(ui): expose aria-expanded on SidebarTrigger
      • PR #11580 OPEN · fix(registry): fix message-scroller scrollbar strobing during autoscroll on classic scrollbar platforms (#11576)
    • harry0703/MoneyPrinterTurbo 🌟 116.2K · 1 PR (0 Open / 0 Merged / 1 Closed)
      • PR #1261 CLOSED · fix(webui): decouple upload_post_enabled and auto_upload checkboxes (#1258)
    • axios/axios 🌟 109.2K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #11167 OPEN · fix(parseHeaders): use null-prototype object to prevent Object prototype collisions
    • supabase/supabase 🌟 108.4K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #49508 OPEN · docs(auth): fix hashedNonce scope in Google auth nonce example (#49406)
    • fastapi/fastapi 🌟 101.8K · 1 PR (0 Open / 0 Merged / 1 Closed)
      • PR #16237 CLOSED · refactor(encoders): include PurePath in ENCODERS_BY_TYPE mapping
    • pallets/flask 🌟 72.1K · 1 PR (0 Open / 0 Merged / 1 Closed)
    • Comfy-Org/ComfyUI_frontend 🌟 2.0K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #13776 OPEN · fix: avoid large option lists in node previews
    • langgenius/graphon 🌟 76 · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #258 OPEN · fix(response-stream): treat GraphEdgeSkippedEvent as cleared for paths_map (dify#40865)
  • 🔌 数据、检索与工具接入 · DATA, RETRIEVAL & TOOL CONNECTIVITY (18 项目 / 20 PR)

    • public-apis/public-apis 🌟 470.1K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #7027 OPEN · Add Ollama API to Machine Learning category
    • microsoft/markitdown 🌟 176.1K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #2330 OPEN · feat(cli): support MARKITDOWN_CU_ENDPOINT and MARKITDOWN_DOCINTEL_ENDPOINT env vars
    • firecrawl/firecrawl 🌟 172.0K · 2 PR (2 Open / 0 Merged / 0 Closed)
      • PR #4399 OPEN · fix(python-sdk): resolve package version from parent init in v1 client
      • PR #4061 OPEN · docs: document FoundationDB client prerequisite
    • f/prompts.chat 🌟 167.9K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #1245 OPEN · fix(kids): align MagicWords sentence blanks order in zh and ja level 2-1 (#1231)
    • x1xhlol/system-prompts-and-models-of-ai-tools 🌟 143.1K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #494 OPEN · docs(readme): add structured directory index of AI tools and system prompts
    • clash-verge-rev/clash-verge-rev 🌟 140.0K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #7814 OPEN · fix(config): quote date-like strings in runtime config yaml emitter (#7809)
    • excalidraw/excalidraw 🌟 130.4K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #11956 OPEN · docs(readme): add pnpm and bun install commands to quick start
    • rustdesk/rustdesk 🌟 121.8K · 1 PR (0 Open / 1 Merged / 0 Closed)
      • PR #15964 MERGED · docs(readme): fix broken Screenshots section anchor link
    • 2dust/v2rayN 🌟 114.6K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #10030 OPEN · docs(readme): improve tip punctuation and phrasing
    • immich-app/immich 🌟 112.6K · 1 PR (0 Open / 0 Merged / 1 Closed)
      • PR #30983 CLOSED · docs(docker-compose): fix grammar in health check start interval note
    • Graphify-Labs/graphify 🌟 110.2K · 2 PR (2 Open / 0 Merged / 0 Closed)
      • PR #3038 OPEN · fix(wiki): disambiguate duplicate god node and community slugs in index (#3033)
      • PR #2995 OPEN · fix(validate): report missing source/target nodes when nodes list is empty
    • fatedier/frp 🌟 109.0K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #5509 OPEN · docs(readme): add official documentation links to README.md
    • diegosouzapw/OmniRoute 🌟 54.7K · 1 PR (0 Open / 1 Merged / 0 Closed)
      • PR #7540 MERGED · fix(sse): preserve custom tool output images
    • qdrant/qdrant 🌟 34.2K · 1 PR (0 Open / 0 Merged / 1 Closed)
      • PR #10061 CLOSED · fix: add maximum: 65536 to VectorParams.size OpenAPI schema
    • pydantic/pydantic 🌟 28.6K · 1 PR (0 Open / 1 Merged / 0 Closed)
      • PR #13698 MERGED · Fix typo in documentation
    • teng-lin/notebooklm-py 🌟 18.9K · 1 PR (0 Open / 1 Merged / 0 Closed)
      • PR #1974 MERGED · fix(chat): classify empty conversations as fresh
    • googleapis/mcp-toolbox 🌟 16.3K · 1 PR (0 Open / 0 Merged / 1 Closed)
      • PR #3650 CLOSED · fix(config): reject duplicate flat primitive names
    • OpenAtomFoundation/pikiwidb 🌟 6.1K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #3289 OPEN · fix(cache): fix unsigned loop underflow and avoid excess allocations in ZPopMax/ZPopMin (#3269)
  • 🧠 模型训练与机器学习系统 · MODEL TRAINING & ML SYSTEMS (18 项目 / 25 PR)

    • tensorflow/tensorflow 🌟 197.6K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #125964 OPEN · fix(python): raise informative TypeError for unsupported dtypes in tf.range
    • AUTOMATIC1111/stable-diffusion-webui 🌟 164.6K · 2 PR (2 Open / 0 Merged / 0 Closed)
      • PR #17474 OPEN · fix(launch): robust fallback in git_fix_workspace and format checkout error
      • PR #17473 OPEN · fix(api): mask sensitive gradio_auth and api_auth flags in /sdapi/v1/cmd-flags (#17411)
    • huggingface/transformers 🌟 164.4K · 3 PR (1 Open / 0 Merged / 2 Closed)
      • PR #48203 CLOSED · fix(glm): validate num_attention_heads is divisible by num_key_value_heads in GlmConfig
      • PR #48179 CLOSED · fix(processing): convert tensor to numpy array before np.cumsum in processors (#48177)
      • PR #47763 OPEN · Fix HuBERT positional conv embedding padding sensitivity when conv_pos_batch_norm=True (#47739)
    • openai/whisper 🌟 107.9K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #2833 OPEN · fix(audio): normalize negative axis in pad_or_trim
    • deepseek-ai/DeepSeek-V3 🌟 104.4K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #1597 OPEN · fix(inference): preserve index metadata when converting fp8 to bf16
    • rasbt/LLMs-from-scratch 🌟 103.7K · 1 PR (0 Open / 1 Merged / 0 Closed)
      • PR #1071 MERGED · fix(gpt_generate): safely evaluate eos_id check on tensor
    • pytorch/pytorch 🌟 102.6K · 3 PR (2 Open / 0 Merged / 1 Closed)
      • PR #194684 OPEN · docs(nn.functional): fix grouped_mm docstring for supported dtypes, bias, and out_dtype (#191652)
      • PR #192023 CLOSED · [Inductor] Fix KeyError: 'complex64' by adding complex dtypes to _type_of
      • PR #191904 OPEN · [AOTI] Fix CPU ISA capability check in _load_aoti to recognize safe supersets (#191713)
    • vllm-project/vllm 🌟 90.0K · 3 PR (2 Open / 1 Merged / 0 Closed)
      • PR #53551 OPEN · fix(entrypoints): raise descriptive error when no models available in CLI
      • PR #53245 OPEN · [Bugfix] Validate Mamba-1 ssm_state_dtype compatibility with model_dtype (#53239)
      • PR #50704 MERGED · [Bugfix][Models] Accept Qwen3_5MoeTextConfig in Qwen3_5MoeProcessingInfo for transformers 5.x compatibility
    • hiyouga/LlamaFactory 🌟 74.3K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #10660 OPEN · Fix packed position IDs in multimodal collator
    • scikit-learn/scikit-learn 🌟 67.1K · 1 PR (0 Open / 0 Merged / 1 Closed)
      • PR #34794 CLOSED · FIX DictionaryLearning with split_sign=True respects feature count, dtype and fit_transform
    • karpathy/nanoGPT 🌟 62.5K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #753 OPEN · fix(model): handle temperature=0.0 in GPT.generate with greedy argmax decoding
    • meta-llama/llama 🌟 59.6K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #1464 OPEN · fix(generation): handle empty prompt_tokens gracefully in Llama.generate
    • BerriAI/litellm 🌟 57.2K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #35556 OPEN · fix(proxy): support async call_types in pre_call_hook string responses and preserve raw message
    • facebookresearch/segment-anything 🌟 54.8K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #865 OPEN · fix(scripts): change --crop-overlap-ratio CLI argument type from int to float
    • suno-ai/bark 🌟 39.2K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #674 OPEN · fix(generation): support PyTorch 2.4+ weights_only default in _load_model
    • huggingface/diffusers 🌟 34.4K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #14562 OPEN · Fix LCM LoRA SDXL distillation state dict loading and saving
    • karpathy/micrograd 🌟 17.3K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #128 OPEN · feat(nn): normalize scalar inputs in Neuron.call and add unit tests
    • sktime/sktime 🌟 10.0K · 1 PR (0 Open / 1 Merged / 0 Closed)
      • PR #10558 MERGED · [BUG] FlowState predict_proba uses HistogramQPD
  • 🛠️ 核心开发框架与工程工具链 · ENGINEERING FRAMEWORKS & TOOLCHAINS (26 项目 / 26 PR)

    • vuejs/vue 🌟 210.7K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #13385 OPEN · docs(readme): fix grammar and extra space in sponsor link
    • flutter/flutter 🌟 178.6K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #191655 OPEN · docs(readme): use relative link for Contributing to Flutter in Documentation section
    • github/gitignore 🌟 175.4K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #4899 OPEN · Add .pyright/ to Python.gitignore
    • twbs/bootstrap 🌟 174.6K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #42869 OPEN · docs(accessibility): add interactive modal accessibility diagnostic exercise (#42851)
    • Genymobile/scrcpy 🌟 148.2K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #6997 OPEN · docs: fix relative links to README.md in doc pages
    • vercel/next.js 🌟 141.9K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #97845 OPEN · docs(readme): use standard relative paths for license, code of conduct, and contributing guidelines
    • microsoft/PowerToys 🌟 138.1K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #50102 OPEN · docs(devdocs): update docs.microsoft.com to learn.microsoft.com
    • github/spec-kit 🌟 131.2K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #4294 OPEN · fix(toml): add standard \b and \f escape sequences to escape_toml_basic
    • react/react-native 🌟 126.4K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #58130 OPEN · docs(readme): use relative links for LICENSE and SUPPORT.md
    • electron/electron 🌟 122.7K · 1 PR (0 Open / 0 Merged / 1 Closed)
      • PR #53169 CLOSED · docs: use relative links for CODE_OF_CONDUCT.md and LICENSE in README.md
    • nodejs/node 🌟 119.6K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #65530 OPEN · doc: fix grammatical typo in maintaining-dependencies.md
    • rust-lang/rust 🌟 116.2K · 1 PR (0 Open / 0 Merged / 1 Closed)
      • PR #161725 CLOSED · docs(readme): align Getting Started link reference casing
    • godotengine/godot 🌟 116.1K · 1 PR (0 Open / 0 Merged / 1 Closed)
      • PR #122794 CLOSED · doc: Fix time unit for RenderingDevice.get_captured_timestamp_gpu_time (#122366)
    • mrdoob/three.js 🌟 114.8K · 1 PR (0 Open / 0 Merged / 1 Closed)
      • PR #34366 CLOSED · docs(readme): add installation section with npm, yarn, pnpm, and bun
    • d3/d3 🌟 113.5K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #4134 OPEN · docs(readme): add installation section with npm, yarn, pnpm, and bun
    • microsoft/TypeScript 🌟 110.7K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #63994 OPEN · docs(readme): update blog link to devblogs and use relative CONTRIBUTING.md links
    • tauri-apps/tauri 🌟 110.5K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #15916 OPEN · docs(readme): add yarn, pnpm, bun, and cargo commands for create-tauri-app
    • denoland/deno 🌟 108.3K · 1 PR (0 Open / 0 Merged / 1 Closed)
      • PR #36686 CLOSED · docs(readme): add Cargo installation command
    • microsoft/terminal 🌟 104.7K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #20583 OPEN · docs(readme): update docs.microsoft.com links to learn.microsoft.com
    • neovim/neovim 🌟 102.0K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #41477 OPEN · fix(health): pass dummy argument to echo in check_performance (#41476)
    • angular/angular 🌟 101.0K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #70375 OPEN · docs(router): clarify onSameUrlNavigation relationship with runGuardsAndResolvers (#70367)
    • pandas-dev/pandas 🌟 49.6K · 1 PR (0 Open / 0 Merged / 1 Closed)
      • PR #66917 CLOSED · TYP: broaden rollforward, rollback, and is_on_offset type hints to accept datetime.date
    • astral-sh/ruff 🌟 49.3K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #27972 OPEN · fix(rules): recognize standard library underscore-prefixed public members in PLC2701 and SLF001
    • psf/black 🌟 41.8K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #5338 OPEN · fix(comments): treat # pyright:, # ruff:, and # cython: as pragmas in contains_pragma_comment
    • python-poetry/poetry 🌟 34.3K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #10983 OPEN · tests: deduplicate environment check output helper
    • facebook/pyrefly 🌟 6.9K · 1 PR (1 Open / 0 Merged / 0 Closed)
      • PR #4175 OPEN · Fix suppressions after nested multiline f-strings
  • 📚 工程知识与生态 · ENGINEERING KNOWLEDGE & ECOSYSTEMS (30 项目 / 31 PR)



04 / SYSTEMS THESIS & OPERATING PRINCIPLES · 系统主张与工程原则

ZH  连接自有系统与上游基础设施,把可复现的问题转化为可审查、可维护、可持续演进的公共工程
EN  Connecting original systems with upstream infrastructure—turning reproducible failures into reviewable, maintainable, and evolvable public engineering

Java Python TypeScript Rust Shell GitHub Actions

01  THINK IN SYSTEMS / 系统思考    02  GROUND IN EVIDENCE / 证据驱动    03  DESIGN FOR REVIEW / 面向审查    04  MAINTAIN FOR LONGEVITY / 长期维护

Explore upstream pull requests Explore all repositories

数据每日自动更新 · Updated 2026-08-25 UTC via automated telemetry.

Pinned Loading

  1. openclaw/openclaw openclaw/openclaw Public

    Your own personal AI assistant. Any OS. Any Platform. The lobster way. 🦞

    TypeScript 388k 81.4k

  2. NousResearch/hermes-agent NousResearch/hermes-agent Public

    The agent that grows with you

    Python 236k 47.7k

  3. anomalyco/opencode anomalyco/opencode Public

    The open source coding agent.

    TypeScript 201k 26.1k

  4. spec-kit-zh spec-kit-zh Public

    Chinese-localized spec-driven development toolkit for Codex, Claude Code, Cursor, and other AI coding agents.

    Python 337 26

  5. dream-xi-ai dream-xi-ai Public

    🏄 Dream XI AI turns isolated AI agents into a World Cup-level dream team.🏄 Dream XI AI 是一个面向复杂任务执行的 Multi-Agent 协作平台,借鉴足球“梦之队”阵型理念,将不同能力的 AI Agent 抽象为队长、组织核心、前锋、后卫、门将等角色,实现任务规划、工具执行、结果评审、风险拦截和最终交付的…

    TypeScript 435 16

  6. awesome-claude-notes awesome-claude-notes Public

    Community-maintained distribution of reusable AI coding agents, commands, skills, hooks, and cross-harness workflows.

    JavaScript 267 13