CodeGraph

Cross-language code intelligence for AI agents and developers.

CodeGraph builds a semantic graph of your codebase — functions, classes, imports, call chains — and exposes it through 28 MCP tools, a VS Code extension, and a persistent memory layer. AI agents get structured code understanding instead of grepping through files.

Quick Start

MCP Server (Claude Code, Cursor, any MCP client)

Add to ~/.claude.json (or your MCP client config):

{
  "mcpServers": {
    "codegraph": {
      "command": "/path/to/codegraph-server",
      "args": ["--mcp"]
    }
  }
}

The server indexes the current working directory automatically.

VS Code Extension

Install the VSIX:

code --install-extension codegraph-0.13.0.vsix

The extension starts the server automatically and registers all tools as Language Model Tools for Copilot.

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Configuration

MCP Server flags

Flag	Default	Description
--workspace <path>	current dir	Directories to index (repeatable for multi-project)
--exclude <dir>	—	Directories to skip (repeatable)
--embedding-model <model>	bge-small	bge-small (384d, fast) or jina-code-v2 (768d, 6x slower)
--max-files <n>	5000	Maximum files to index

VS Code settings

{
  "codegraph.indexOnStartup": true,
  "codegraph.indexPaths": ["/path/to/project-a", "/path/to/project-b"],
  "codegraph.excludePatterns": ["**/cmake-build-debug/**", "**/generated/**"],
  "codegraph.embeddingModel": "bge-small",
  "codegraph.maxFileSizeKB": 1024,
  "codegraph.debug": false
}

Full-body embeddings are enabled by default. Function body text is captured at parse time with zero I/O overhead.

Built-in exclusions (always skipped): node_modules, target, dist, build, out, .git, __pycache__, vendor, DerivedData, tmp, coverage, logs.

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Tools (28)

Code Analysis (5)

Tool	What it does
get_ai_context	Primary context tool. Intent-aware (explain/modify/debug/test) with token budgeting. Returns source, related symbols, imports, siblings, debug hints.
get_edit_context	Everything needed before editing: source + callers + tests + memories + git history
get_curated_context	Cross-codebase context for a natural language query ("how does auth work?")
analyze_impact	Blast radius prediction — what breaks if you modify, delete, or rename
analyze_complexity	Cyclomatic complexity with breakdown (branches, loops, nesting, exceptions, early returns)

Code Navigation (13)

Tool	What it does
symbol_search	Find symbols by name or natural language (hybrid BM25 + semantic search)
get_callers / get_callees	Who calls this? What does it call? (with transitive depth)
get_detailed_symbol	Full symbol info: source, callers, callees, complexity
get_symbol_info	Quick metadata: signature, visibility, kind
get_dependency_graph	File/module import relationships with depth control
get_call_graph	Function call chains (callers and callees)
find_by_imports	Find files importing a module
find_by_signature	Search by param count, return type, modifiers
find_entry_points	Main functions, HTTP handlers, CLI commands, event handlers
find_implementors	Find all functions registered as ops struct callbacks
find_related_tests	Tests that exercise a given function
traverse_graph	Custom graph traversal with edge/node type filters

Indexing (3)

Tool	What it does
reindex_workspace	Full or incremental workspace reindex
index_files	Add/update specific files without full reindex
index_directory	Add directory to graph alongside existing data

Memory (7)

Persistent AI context across sessions — debugging insights, architectural decisions, known issues.

Tool	What it does
memory_store / memory_get / memory_search	Store, retrieve, search memories (BM25 + semantic)
memory_context	Get memories relevant to a file/function
memory_list / memory_invalidate / memory_stats	Browse, retire, monitor

All tool names are prefixed with codegraph_ (e.g. codegraph_get_ai_context). Tools that target a specific symbol accept uri + line or nodeId from symbol_search results.

CodeGraph Pro

Additional tools available in CodeGraph Pro:

Tool	What it does
scan_security	Security vulnerability scan (40+ patterns, 13 languages, architectural violations)
analyze_coupling	Module coupling metrics and instability scores
find_unused_code	Dead code detection with confidence scoring
find_duplicates	Detect duplicate/near-duplicate functions
find_similar / cluster_symbols / compare_symbols	Embedding-based code similarity
cross_project_search	Search across all indexed projects
mine_git_history / mine_git_history_for_file / search_git_history	Git history mining and semantic search

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Languages

17 languages parsed via tree-sitter — functions, imports, call graph, complexity metrics, dependency graphs, symbol search, and impact analysis:

TypeScript/JS, Python, Rust, Go, C, C++, Java, Kotlin, C#, PHP, Ruby, Swift, Tcl, Verilog/SystemVerilog, COBOL, Fortran

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Architecture

MCP Client (Claude, Cursor, ...)        VS Code Extension
        |                                       |
    MCP (stdio)                            LSP Protocol
        |                                       |
        └───────────┐               ┌───────────┘
                    ▼               ▼
            ┌─────────────────────────────┐
            │       codegraph-server      │
            ├─────────────────────────────┤
            │  17 tree-sitter parsers     │
            │  Semantic graph engine      │
            │  AI query engine (BM25)     │
            │  Memory layer (RocksDB)     │
            │  Full-body embeddings (BGE) │
            │  HNSW vector index          │
            └─────────────────────────────┘

A single Rust binary serves both MCP and LSP protocols.

• Indexing: ~60 files/sec. Incremental re-indexing on file changes.
• Queries: Sub-100ms. Cross-file import and call resolution at index time.
• Embeddings: Full-body (function bodies captured at parse time, zero disk I/O). Auto-downloads model on first run.

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Building from Source

git clone https://github.com/codegraph-ai/codegraph
cd codegraph
cargo build --release -p codegraph-server    # Rust server
cd vscode && npm install && npm run esbuild  # VS Code extension
npx @vscode/vsce package                     # VSIX

Requires Rust stable, Node.js 18+, VS Code 1.90+.

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License

Apache-2.0