fix(detector/jvm): discriminator guard on KtorRouteDetector + scala/kotlin fixtures

Earlier parity runs showed Kotlin ~14× over-detection vs the Java reference.
Root cause: KtorRouteDetector matched `routing {}`, `get("...") {}`,
`post("...") {}`, and `install(...)` on ANY Kotlin file regardless of imports —
generic DSL patterns that appear in non-Ktor code (custom routing DSLs, test
helpers, coroutine builders).

Adds:
- `io.ktor` import discriminator guard to KtorRouteDetector: returns
  EmptyResult immediately if no io.ktor import is present in the file
- Negative tests: TestKtorRoutesNoFireOnPlainDSL (realistic plain Kotlin with
  Ktor-shaped patterns but no import) and TestKtorRoutesNoFireOnFixturePlainUtils
- Scala structures detector confirmed clean: emits only class/interface/method
  nodes; TestScalaStructuresNoFrameworkEmissions added to lock this in
- Minimal Scala + Kotlin fixtures under testdata/.../jvm-suite/ covering
  Akka, Cats Effect, Slick, Ktor, Spring Boot, Exposed, plus plain files

All 831 tests pass; 5 parity tests pass.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

Author: aksOps

go/internal/detector/jvm/kotlin/ktor_routes.go

@@ -12,6 +12,10 @@ import (
 // KtorRouteDetector mirrors Java KtorRouteDetector regex tier. Detects
 // `routing { get("/p") { } }` blocks, `route("/api") {` prefixes,
 // `authenticate("...") {` guards, and `install(...)` features.
+//
+// REQUIRES a Ktor-specific discriminator import (`io.ktor`) to avoid false
+// positives on plain Kotlin code that uses similar DSL idioms (e.g. custom
+// routing DSLs, test fixtures, or coroutine builders named `routing`/`get`).
 type KtorRouteDetector struct{}
 
 func NewKtorRouteDetector() *KtorRouteDetector { return &KtorRouteDetector{} }
@@ -71,6 +75,14 @@ func (d KtorRouteDetector) Detect(ctx *detector.Context) *detector.Result {
 	if text == "" {
 		return detector.EmptyResult()
 	}
+
+	// Discriminator: require an io.ktor import to avoid false positives on
+	// plain Kotlin code that uses DSL patterns (routing {}, get("...") {})
+	// without any Ktor dependency.
+	if !strings.Contains(text, "io.ktor") {
+		return detector.EmptyResult()
+	}
+
 	fp := ctx.FilePath
 	var nodes []*model.CodeNode
 

go/internal/detector/jvm/kotlin/ktor_routes_test.go

@@ -90,6 +90,50 @@ func TestKtorRoutesNegative(t *testing.T) {
 	}
 }
 
+// TestKtorRoutesNoFireOnPlainDSL verifies the import discriminator prevents false
+// positives when plain Kotlin code uses DSL patterns that visually resemble Ktor
+// (routing {}, get("/path") {}, install(...)) but has no io.ktor import.
+func TestKtorRoutesNoFireOnPlainDSL(t *testing.T) {
+	d := NewKtorRouteDetector()
+	plainWithDSL := `package com.example
+
+fun runTest() {
+    routing { println("not ktor") }
+    get("/fake") { doSomething() }
+    post("/fake") { doSomething() }
+    install(Something)
+}
+`
+	ctx := &detector.Context{FilePath: "src/PlainUtils.kt", Language: "kotlin", Content: plainWithDSL}
+	r := d.Detect(ctx)
+	if len(r.Nodes) != 0 {
+		t.Fatalf("expected 0 nodes on plain Kotlin DSL without io.ktor import, got %d nodes", len(r.Nodes))
+	}
+}
+
+// TestKtorRoutesNoFireOnFixturePlainUtils verifies zero framework emissions on
+// the PlainUtils.kt fixture (stdlib only, no framework imports).
+func TestKtorRoutesNoFireOnFixturePlainUtils(t *testing.T) {
+	d := NewKtorRouteDetector()
+	plainUtils := `package com.example.utils
+
+fun add(a: Int, b: Int): Int = a + b
+
+fun greet(name: String): String = "Hello, $name!"
+
+class Counter(initial: Int) {
+    private var count = initial
+    fun increment() { count++ }
+    fun value(): Int = count
+}
+`
+	ctx := &detector.Context{FilePath: "src/PlainUtils.kt", Language: "kotlin", Content: plainUtils}
+	r := d.Detect(ctx)
+	if len(r.Nodes) != 0 {
+		t.Fatalf("expected 0 framework nodes on PlainUtils.kt, got %d", len(r.Nodes))
+	}
+}
+
 func TestKtorRoutesDeterminism(t *testing.T) {
 	d := NewKtorRouteDetector()
 	ctx := &detector.Context{FilePath: "src/Routes.kt", Language: "kotlin", Content: ktorRoutesSample}

go/internal/detector/jvm/scala/scala_structures_test.go

@@ -121,6 +121,44 @@ func TestScalaStructuresNegative(t *testing.T) {
 	}
 }
 
+// TestScalaStructuresNoFrameworkEmissions verifies the structures detector emits
+// ONLY structural nodes (class/interface/method) on plain Scala files — no
+// framework-flavored (endpoint, middleware, guard) nodes regardless of content.
+func TestScalaStructuresNoFrameworkEmissions(t *testing.T) {
+	d := NewScalaStructuresDetector()
+	plainUtils := `package com.example.utils
+
+object PlainUtils {
+  def add(a: Int, b: Int): Int = a + b
+  def greet(name: String): String = s"Hello, $name!"
+}
+
+class Counter(initial: Int) {
+  private var count = initial
+  def increment(): Unit = { count += 1 }
+  def value: Int = count
+}
+`
+	ctx := &detector.Context{FilePath: "PlainUtils.scala", Language: "scala", Content: plainUtils}
+	r := d.Detect(ctx)
+	for _, n := range r.Nodes {
+		switch n.Kind {
+		case model.NodeClass, model.NodeInterface, model.NodeMethod:
+			// expected structural nodes — OK
+		default:
+			t.Errorf("unexpected framework node kind %q (id=%q) on plain Scala file", n.Kind, n.ID)
+		}
+	}
+	for _, e := range r.Edges {
+		switch e.Kind {
+		case model.EdgeImports, model.EdgeExtends, model.EdgeImplements:
+			// expected structural edges — OK
+		default:
+			t.Errorf("unexpected framework edge kind %q on plain Scala file", e.Kind)
+		}
+	}
+}
+
 func TestScalaStructuresDeterminism(t *testing.T) {
 	d := NewScalaStructuresDetector()
 	ctx := &detector.Context{FilePath: "src/A.scala", Language: "scala", Content: scalaStructuresSample}

go/testdata/fixture-multi-lang/services/jvm-suite/kotlin/ExposedRepo.kt

@@ -0,0 +1,20 @@
+package com.example.exposed
+
+import org.jetbrains.exposed.sql.Table
+import org.jetbrains.exposed.sql.insert
+import org.jetbrains.exposed.sql.selectAll
+import org.jetbrains.exposed.sql.transactions.transaction
+
+object Users : Table("users") {
+    val id   = integer("id").autoIncrement()
+    val name = varchar("name", 128)
+    override val primaryKey = PrimaryKey(id)
+}
+
+fun insertUser(name: String) = transaction {
+    Users.insert { it[Users.name] = name }
+}
+
+fun listUsers(): List<String> = transaction {
+    Users.selectAll().map { it[Users.name] }
+}

go/testdata/fixture-multi-lang/services/jvm-suite/kotlin/KtorService.kt

@@ -0,0 +1,24 @@
+package com.example.ktor
+
+import io.ktor.server.application.*
+import io.ktor.server.routing.*
+import io.ktor.server.response.*
+import io.ktor.server.engine.embeddedServer
+import io.ktor.server.netty.Netty
+
+fun Application.module() {
+    routing {
+        route("/api") {
+            get("/health") {
+                call.respondText("OK")
+            }
+            post("/echo") {
+                call.respondText("echo")
+            }
+        }
+    }
+}
+
+fun main() {
+    embeddedServer(Netty, port = 8080, module = Application::module).start(wait = true)
+}

go/testdata/fixture-multi-lang/services/jvm-suite/kotlin/PlainParser.kt

@@ -0,0 +1,18 @@
+package com.example.parser
+
+fun parseInts(s: String): List<Int> =
+    s.split(",").mapNotNull { it.trim().toIntOrNull() }
+
+fun tokenize(s: String): List<String> =
+    s.split("\\s+".toRegex()).filter { it.isNotEmpty() }
+
+data class Token(val kind: String, val value: String)
+
+interface Parseable {
+    fun parse(input: String): List<Token>
+}
+
+class SimpleParser : Parseable {
+    override fun parse(input: String): List<Token> =
+        tokenize(input).map { Token("word", it) }
+}

go/testdata/fixture-multi-lang/services/jvm-suite/kotlin/PlainUtils.kt

@@ -0,0 +1,15 @@
+package com.example.utils
+
+fun add(a: Int, b: Int): Int = a + b
+
+fun greet(name: String): String = "Hello, $name!"
+
+fun <A> reverseList(xs: List<A>): List<A> = xs.reversed()
+
+class Counter(initial: Int) {
+    private var count = initial
+    fun increment() { count++ }
+    fun value(): Int = count
+}
+
+data class Pair<A, B>(val first: A, val second: B)

go/testdata/fixture-multi-lang/services/jvm-suite/kotlin/SpringBootApp.kt

@@ -0,0 +1,19 @@
+package com.example.spring
+
+import org.springframework.boot.autoconfigure.SpringBootApplication
+import org.springframework.boot.runApplication
+import org.springframework.web.bind.annotation.GetMapping
+import org.springframework.web.bind.annotation.RestController
+
+@SpringBootApplication
+class SpringBootApp
+
+fun main(args: Array<String>) {
+    runApplication<SpringBootApp>(*args)
+}
+
+@RestController
+class GreetController {
+    @GetMapping("/hello")
+    fun hello(): String = "Hello, Spring!"
+}

go/testdata/fixture-multi-lang/services/jvm-suite/scala/AkkaService.scala

@@ -0,0 +1,18 @@
+package com.example.akka
+
+import akka.actor.{Actor, ActorSystem, Props}
+import akka.actor.ActorRef
+
+class GreetActor extends Actor {
+  def receive: Receive = {
+    case msg: String => println(s"Got: $msg")
+  }
+}
+
+object AkkaService {
+  def main(args: Array[String]): Unit = {
+    val system = ActorSystem("demo")
+    val ref: ActorRef = system.actorOf(Props[GreetActor](), "greeter")
+    ref ! "hello"
+  }
+}

go/testdata/fixture-multi-lang/services/jvm-suite/scala/CatsEffectApp.scala

@@ -0,0 +1,12 @@
+package com.example.cats
+
+import cats.effect.{IO, IOApp}
+import cats.effect.ExitCode
+
+object CatsEffectApp extends IOApp {
+  def run(args: List[String]): IO[ExitCode] =
+    IO.println("hello cats").as(ExitCode.Success)
+
+  def fetchData(url: String): IO[String] =
+    IO.delay(s"response from $url")
+}