CodeRadar v0.6.6
Live semantic graph of your codebase — incremental, queryable, LLM-writable.
CodeRadar maintains an incrementally updatable graph of your code's logical structure, enabling LLMs and developer tools to both query and safely rewrite code through a unified pipeline.
Why CodeRadar
CodeGraph pioneered the semantic code graph for agents — CodeRadar builds on that foundation with capabilities CodeGraph doesn't have:
| Capability | CodeGraph | CodeRadar |
|---|---|---|
| Mutate code | ❌ Read-only | ✅ AST-aware body replacement, indent preservation, WriteGuard safety |
| Temporal queries | ❌ | ✅ Macrame bitemporal DB — query the graph as it existed at any point in time |
| Rewrite safety | ❌ | ✅ Dry-run mutation plans, stale-write rejection, automatic rollback on tainted updates |
| Semantic fallback resolution | ❌ | ✅ L4 embedding-based resolution when structural resolution fails |
| Python-native embedding | ❌ | ✅ Native Python integration for embeddings, GraphRAG, and ML pipelines |
| Zero runtime boot | 1.4s Node.js startup | ✅ <50ms — Python process is already warm |
| LLM-driven refactoring | ❌ | ✅ plan_body_replacement() — LLM proposes, CodeRadar validates, applies, and rolls back on error |
The key insight: CodeGraph answers "what is this codebase?" — CodeRadar answers that and "what was it yesterday?" and "what would it look like if I changed X?" and "apply that change safely."
Performance
Head-to-head benchmarks (N=5 median, lower is better):
| Codebase | Files | Lang | CodeRadar | CodeGraph 1.5.0 | Ratio |
|---|---|---|---|---|---|
| CodeRadar self | 84 | Python+Rust | 554ms | 1,434ms | 0.39× (faster) |
| codegraph-main | 558 | TypeScript | 12,232ms | 6,970ms | 1.75× |
CodeRadar wins on small-to-medium Python/Rust projects due to zero runtime boot overhead. On large TypeScript codebases, CodeGraph's hand-written per-language Rust walkers and flat-buffer emission are still faster than the generic .scm-query engine, but the gap narrowed from 2.77× to 1.75×. See performance-roadmap.md for the optimization backlog.
Architecture
Python Layer (CLI, Visualizers, Framework Resolvers, GraphRAG, MCP Server)
│
PyO3 FFI + register_synthetic_edge() bridge
│
Rust Core (ProjectedGraph, Tree-sitter 41-lang, Parallel Extraction,
Resolution Cascade L1-L3, Query Engine, Mutation Engine, Smell Engine)
│
Macrame DB (bitemporal persistence with valid_from/valid_to timestamps)
| Metric | Value |
|---|---|
| Languages indexed | 41 (12 Tier 1, 29 Tier 2, 330+ Tier 3) |
| Tests | 556 (200 Rust + 356 Python) |
| MCP Tools | 18 (explore, search, node, affected, resolve, query, search_similar, module_children, as_of, traverse, get_smells, replace_body, update_signature, rename, create_entity, compute_embeddings, reindex, update_file) |
| Query surface | Pest structural + Macrame agent traversals + vector search |
| Frameworks | Django, Flask, FastAPI, Go, Actix, Express, Spring Boot, Laravel, ASP.NET, Rails, NestJS, Vue Router, React Router |
| Agents | MCP server with explore, node, search, affected tools |
Quick Start
pip install coderadar-rs
# Initial analysis (includes framework detection)
coderadar init src/
# Query
coderadar query "functions where is_async == true"
# Explore call flows
coderadar explore UserService.create --direction downstream
# Watch for changes
coderadar watch src/ --debounce 50
# Visualize
coderadar visualize module_graph --format graphviz src/
Python API
import coderadar
# Initial analysis
graph = coderadar.analyze("src/")
# Query
for cls in graph.query("classes where inherits_from contains 'BaseModel'"):
print(cls.name, [m.name for m in cls.methods])
# Framework-aware exploration (Django/Flask/FastAPI/Go/Actix routes included)
flow = graph.explore(["UserService.create"], direction="downstream")
# Callers (includes framework edges: route → handler)
callers = graph.callers_of("views.py::user_detail")
# Update after file change
report = graph.update_file("src/core/engine.py")
# Mutation (LLM-driven)
plan = graph.plan_body_replacement(
entity_id="src/auth.py::validate_user",
new_body=" return bool(re.match(r'^[^@]+@[^@]+$', email))",
dry_run=True
)
# Module children resolution
children = graph.module_children("src/auth.py::auth")
for cls in children["classes"]:
print(cls["name"], cls["grammar_kind"])
# Temporal queries (Macrame bitemporal)
past = graph.as_of("2026-08-01T00:00:00Z")
Language Support
| Tier | Languages | Resolution | Mutation |
|---|---|---|---|
| Tier 1 | Python, TypeScript, JavaScript, Rust, Go, Java, C, C++, Ruby, PHP, C#, Kotlin | Import → Signature → Framework | Full tool suite |
| Tier 2 | Swift, Scala, Lua, Elixir, Zig, R, Bash, Dart, Protobuf, Dockerfile, SQL, HCL, CMake, GraphQL, Erlang, Haskell, Nix, Shell, Groovy, Perl, SystemVerilog, OCaml, Clojure, F#, Verilog, Julia, PowerShell, Emacs Lisp, Objective-C | Import → Signature | replace_body, create_entity |
| Tier 3 | Shell, SQL, HTML, CSS, YAML, TOML, JSON, Markdown + 280 more | Signature Match only | replace_body, create_entity |
Resolution Cascade
| Layer | Method | Confidence | Languages |
|---|---|---|---|
| L1 | Import + Scope | 0.80–0.89 | All |
| L2 | Signature Match | 0.40–0.79 | All |
| L3 | Framework Resolvers | 0.80–1.00 | Python, Go, Rust |
| L4 | Embedding (Python) | 0.20–0.39 | Python |
| L5 | LSP Override | 1.00 | Optional, disabled by default |
Stack Graphs (L1 in v3.3 spec) was deferred to post-v1. CodeGraph ships 30+ languages at production scale with zero Stack Graphs dependency — compiler-grade scope disambiguation is not required for MCP agent use cases.
Framework Resolvers
CodeRadar detects and extracts framework-specific patterns that tree-sitter can't see:
| Framework | Language | Detection | Extracted Patterns |
|---|---|---|---|
| Django | Python | manage.py |
path() routes, DRF router.register(), admin registrations, .as_view() handlers |
| Flask | Python | @app.route |
Route decorators, Flask-RESTful add_resource(), Blueprint registration |
| FastAPI | Python | APIRouter |
@app.get()/@router.post() routes, Depends() injection chains, include_router() |
| Go | Go | go.mod |
gin.GET(), mux.HandleFunc(), Chi/Echo/Fiber route patterns |
| Actix | Rust | Cargo.toml |
App::new().route(), web::resource(), #[get]/#[post] attribute macros |
| Express | JS/TS | package.json |
app.get(), router.post(), chained .route() builder, app.use() middleware |
| Spring Boot | Java | pom.xml/build.gradle |
@GetMapping, @PostMapping, @RequestMapping(method=...), class-level @RequestMapping prefix, [controller] token replacement |
| Laravel | PHP | composer.json |
Route::get(), Route::resource(), Route::group() prefix propagation, [Controller::class, 'method'] array + 'Controller@method' string syntax |
| ASP.NET | C# | .csproj/.sln |
[HttpGet], [HttpPost], [Route("api/[controller]")] token replacement, Minimal API app.MapGet() |
| Rails | Ruby | Gemfile |
has_many/belongs_to/has_one associations, before_action/after_action callbacks |
| NestJS | TS | package.json |
@Controller route prefix, @Get/@Post routes, @Module dependency edges |
| Vue Router | JS/TS | package.json |
createRouter route objects, lazy import() component resolution, addRoute dynamic routes |
| React Router | JSX/TSX | package.json |
JSX <Route> declarations, v6 data router objects, <Link>/<NavLink> navigation tracking |
Framework edges are registered in the Rust graph — agents can trace from URL patterns to handler functions via callers_of() / callees_of().
v0.6.6 Feature Highlights
- Base-resolution heuristics — language-family filtering (TypeScript/JavaScript treated as one inheritance family), import-aware base resolution, and
@//~/→src/path-alias normalization. TypeScriptimport { X, type T } from '...'now parses correctly (previously misclassified as an empty module); ambiguous base candidates are surfaced viaindex_edge_stats(real-world: 4 → 0) - Traversal honesty —
traverse_unresolved+ an MCP warning reveal targets the walk couldn't follow instead of silently truncating; all four mutation renderers emit a loud ⚠️unverified_siteswarning;traverse(as_of=<ts>)now reads the Macrame bitemporal ledger (downstream) - Correctness fixes — edges were being asserted with the 9999 open sentinel as
valid_from(breaking temporal reads); inline date math double-added the epoch offset (every timestamp was ~year 5910);Class.methodsis now derived denormalization (querymethod_countreturns real values);get_smellsandas_ofrelease the graph read lock before long-running work - Smell golden tests — exact-signal snapshots for deep-nesting, brain-method, excessive-returns, and a positive god-class fixture
- 574 tests, 0 failures — 207 Rust + 367 Python
v0.6.5 Feature Highlights
- Native Rust code-smell engine — 9 structural smells (god-class, long-method, long-parameter-list, deep-nesting, data-class, high-cyclomatic-complexity, brain-method, excessive-returns, too-many-fields) with severity tiers, exposed via the
codegraph_get_smellsMCP tool (filter byentity_idand/orrule_id) - AST metrics pass — cyclomatic complexity, nesting depth, and return count computed during single-pass extraction (
Function.metrics), so the engine needs no source re-parse; class-level roll-ups (WMC, max-method cyclomatic, CBO) derived from the resolved graph - Class-field extraction — class-level
@fieldcaptures now populateClass.fields(previously always empty), unblocking the class-scope rules - Generalized
traversebinding — native-Rust BFS across all 4 edge kinds (calls, imports, extends, overrides) withpy.allow_threads, replacing the pure-Python fallback - Resolve back-fill —
subclasses,importers, andoverridesreverse indexes populated (previously silently empty); cross-file MRO; TS/JSextends/implementsbase capture; Module concepts emitted so IMPORTS edges persist to Macrame - 556 tests, 0 failures — 200 Rust + 356 Python
v0.6.4 Feature Highlights
- Query engine fixed — Pest
WHEREclauses now match (atomicpathrule yieldedPath([]), non-silentoperand/valuewrappers fell through to a string-literal arm;name == "x"/name contains "x"/caller_count > 0all returned 0 rows). Fixed path parsing, operand/value recursion, and Int/Float mixed comparison arms. and/orchains fixed — boolean folds panicked (parts.remove(1)assumed the keyword was a pest pair, but string literals are silent); rewritten as left-associative folds.importsquery fixed —target_kindis now derived fromImportResolution(function/class/module/import/external/wildcard/dynamic/unresolved) soimports where target_kind == "external"works.traverseedge filter fixed —codegraph_traversereturned "No neighbors" because the fallback filtered entitykind("function") against edge types ("calls"); now matches the edge type case-insensitively.- Anonymous functions skipped — anon callbacks no longer collapse to one empty-name
"file::"entity; named functions stay accurate (calls still attributed to enclosing fn via stack frames). - Query UX — single-quoted strings now parse; empty-query prompt shows even without a loaded graph.
- 531 tests, 0 failures — 180 Rust + 351 Python (extended E2E + TestQueryTool with real-row assertions)
v0.6.3 Feature Highlights
- Mutation safety hardened — stale-write rejection (every edit carries an xxh3_64 content hash of its span, verified before any write →
RejectedStaleon mismatch) and automatic rollback on tainted updates (backup → atomic write → tree-sitter post-parse → restore on introduced syntax errors) - WriteGuard wired up — mutation writes are suppressed in a shared process-wide guard so the file watcher doesn't re-index the engine's own writes
- create_entity fixed — language-aware code rendering (Python/Rust/Go/JS/TS/Java/C#/PHP/Ruby), real byte spans for top/end anchors, project-relative path canonicalization
- Honest error reporting —
update_filesurfacesfully_applied=Falseinstead of swallowing failures;search_similarcaches the embedding model - 524 tests, 0 failures — 176 Rust + 348 Python
v0.6.0 Feature Highlights
- 17 MCP tools — full query surface: explore, search, node, affected, resolve, query (Pest), search_similar (embeddings), module_children, as_of (temporal), traverse (graph walk), replace_body, update_signature, rename, create_entity, compute_embeddings, reindex, update_file
- Embeddings pipeline — compute + store + search_similar across ALL entity types (functions, classes, modules, imports, constants, type aliases); fastembed/BGE-small, xxHash dedup, auto-trigger on first search_similar call
- Mutation pipeline — plan-review-apply via dry_run toggle; rename cascades to all references; create_entity with language-aware placement
- 13 framework resolvers — Django, Flask, FastAPI, Go, Actix, Express, Spring Boot, Laravel, ASP.NET, Rails, NestJS, Vue Router, React Router
- 41 languages — 12 Tier 1, 29 Tier 2, 330+ Tier 3 via tree-sitter-language-pack 1.14
- 509 tests, 0 failures — 168 Rust + 341 Python, full E2E and MCP coverage
v0.5.7 Feature Highlights
- 13 framework resolvers — Django, Flask, FastAPI, Go, Actix, Express, Spring Boot, Laravel, ASP.NET, Rails, NestJS, Vue Router, React Router — detect route registrations, model associations, controller callbacks, and navigation links across 7 languages
- 10 new languages — Bash, Dart, Protobuf, Dockerfile, SQL, HCL, CMake, GraphQL, Erlang, Haskell (28 languages total across 3 tiers)
- QueryPlanner — natural-language intent classifier routing to MacrameQuery primitives
- 476 tests, 0 failures — 163 Rust + 313 Python, full E2E coverage
v0.5.6 Feature Highlights
- 9 framework resolvers — Django, Flask, FastAPI, Go, Actix, Express, Spring Boot, Laravel, ASP.NET — detect route registrations and synthesize handler edges across 6 languages
- 10 new languages — Bash, Dart, Protobuf, Dockerfile, SQL, HCL, CMake, GraphQL, Erlang, Haskell (28 languages total across 3 tiers)
- QueryPlanner — natural-language intent classifier routing to MacrameQuery primitives
- 451 tests, 0 failures — 163 Rust + 288 Python, full E2E coverage
v0.5.4 Feature Highlights
- Single-pass cursor-driven extraction — QueryCursor directly drives entity emission, eliminating the two-pass tag→walk pipeline. Inline fn-ref subtree scanning during function emission. 37% faster on real-world TypeScript codebases.
- Parallel extraction pipeline — 3-phase design: collect → parallel parse/tag/walk (fragment merge) → sequential projection commit.
- 18-language query files — per-language
.scmqueries with automated compile validation. C/C++ and TypeScript/JavaScript query files split to eliminate grammar mismatches. - Query compilation caching —
CompiledQuerywraps pre-compiled queries + pre-indexed capture tags; compiles once per language, not per file. grammar_kindfield — raw tree-sitter node kind on every Class entity (e.g.class_declaration/structfor Swift)- Function-as-value capture — detects
self.on_click = handler, callback assignments, return values, kwargs - Cross-file fn-ref — resolves imported names across module boundaries
- Noise filtering — builtin type filter (70+ types), literal receiver filter, name stoplist (12 names)
- Docstring extraction — preceding comment runs for all languages, not just
@docstringcaptures - Elixir
def/defp— precise extraction via predicate queries __all__detection —=,+=,.extend(),.append()patternsmodule.children()— resolves child entity IDs to full dicts- Parameter annotations — type annotations extracted and filtered for builtins
- Live file watcher —
notify-based debounced watcher with incremental re-indexing - Graphviz visualizer — call graph rendering with SCC cycle highlighting
- Scoped call resolution — per-file resolution with caller/callee tracking
- Benchmark pipeline — balanced (50 modules × 1000 calls) and heavy (100 modules × 4000 calls) correctness tests
Project Structure
core_indexer/ # Rust core
queries/ # 18 .scm query files (one per language)
src/
extract/ # Tree-sitter: tagger (query cursor) + walker (hierarchy) + docstring + decorators
update/ # Incremental diff + patch + WAL
resolve/ # Resolution cascade (import_graph, orchestrator, signature, cache, stack_graph stub)
query/ # Pest grammar + execution engine
mutation/ # AST-aware refactoring (rope, indent, WriteGuard)
fs/ # File watcher (notify) + git integration
graph.rs # In-memory ProjectedGraph + parallel extraction + reverse indexes
smells/ # Native code-smell engine (metrics pass, 9 rules, engine, registry)
storage.rs # Macrame concept/edge persistence
lib.rs # PyO3 FFI bindings
py_agent/src/coderadar/ # Python layer
resolvers/ # 13 framework resolvers: Django, Flask, FastAPI, Go, Actix, Express, Spring Boot, Laravel, ASP.NET, Rails, NestJS, Vue Router, React Router
embedding/ # Content-addressed dedup
agent/ # GraphRAG query pipeline
lsp/ # Persistent LSP warm pool
mutation/ # Tool router for LLM
mcp/ # MCP server (explore, node, search, affected, get_smells, …)
query/ # Query planner + templates + cache
visualizers/ # Mermaid + Graphviz (SCC cycle highlighting)
docs/ # Specifications + code review + performance roadmap
tests/ # 356 Python tests (E2E, MCP, smells, framework resolvers, benchmarks)
Configuration
# .coderadar.toml
[project]
languages = ["python"]
roots = ["src/", "tests/"]
[resolution]
min_confidence = 0.3
[macrame]
db_path = ".coderadar/store/coderadar.db"
[mutation]
enabled = true
default_dry_run = true
[performance]
worker_threads = 4
debounce_ms = 50
License
MIT — incorporates techniques from CodeGraph (MIT License).
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