CodeGraph
by JohnXu22786
README.md
[简体中文](README.zh.md)
# CodeGraph
A code knowledge graph plugin: parses a codebase into a queryable index, so agents can answer structural questions like "who calls this function" or "what does this module depend on". Good for quickly understanding large codebases, or as a risk-screening tool before making changes.
Self-contained implementation: Python standard library + SQLite, no mandatory third-party dependencies. Ships a CLI, a Python API, and a stdio tool server (MCP-style JSON-RPC 2.0) that any plugin-based harness can load as a subprocess.
## Features
- **Call graph**: `callers` / `callees` — who calls a given function/method, and what it calls
- **Dependency graph**: `deps` / `dependents` — what a module or file imports and who imports it (internal resolution vs. external dependencies)
- **Full-text search**: `search` — local full-text search over symbol names, docstrings and signatures (SQLite FTS5, no external service)
- **Impact analysis**: `impact` — transitive closure listing "who would be affected if this symbol changed"
- **Incremental indexing**: content-hash comparison re-parses only changed files; deleted files are cleaned up automatically
- **Visualization export**: `export dot|json` — Graphviz DOT / JSON, ready to drop into visualization tools
- **Query cache**: the tool server caches read-only queries with a 30-second TTL
- **Two parse engines**: tree-sitter (precise, optional install) and a regex scanner (zero-dependency fallback), chosen automatically
## How it works
```
file discovery (include/exclude/size limit)
→ syntax extraction (symbols, call sites, import statements)
→ SQLite storage (files / symbols / calls / imports + FTS5)
→ cross-file resolution (call targets → symbols, imports → files)
→ queries (CLI / tool server / Python API)
```
Cross-file resolution is heuristic and tries, in priority order: exact match in the same file → files reachable by import → same package/module family → globally unique name. Call sites that fail to resolve keep their raw text and are marked `unresolved` (external code, standard library, third-party packages).
## Installation
```bash
# Option A: install as a Python package (provides the codegraph command)
pip install -e .
# Optional: install tree-sitter grammar packages for markedly better parse precision
pip install -e ".[treesitter]"
# Option B: use directly from the repo without installing
set PYTHONPATH=src # Windows
export PYTHONPATH=src # Linux/macOS
python -m codegraph --help
```
Requires Python ≥ 3.10. Supported languages: Python, JavaScript, TypeScript, Go, Java, Rust.
## Quick start
```bash
cd examples/demo
# 1. Build the index (incremental; refresh at any time)
codegraph index
# indexed 4 files (4 changed, 0 skipped, 0 removed) ... 6 symbols, 7 calls, 3 imports
# 2. Ask questions
codegraph callers services.orders.create_order # who calls create_order → app.run
codegraph callees app.run # what app.run calls
codegraph deps services.billing # what the billing module depends on
codegraph dependents services.billing # who depends on billing
codegraph search "coupon" # full-text search
codegraph impact services.billing.price # impact (transitive callers)
codegraph status # index statistics
codegraph export dot -o graph.dot # export a visualization
```
## Command line
| Command | Description | Example |
|---|---|---|
| `init` | Write a starter `codegraph.json` config at the project root | `codegraph init` |
| `index [--force]` | Build/refresh the index; `--force` re-parses everything | `codegraph index --force` |
| `status` | Statistics: file/symbol/call/import counts, resolution rates, per-language breakdown | `codegraph status` |
| `callers SYMBOL` | Direct callers | `codegraph callers pkg.cart.Cart.add` |
| `callees SYMBOL` | Callees | `codegraph callees app.main` |
| `deps MODULE` | Module dependencies | `codegraph deps web/index.ts` |
| `dependents MODULE` | Reverse dependencies | `codegraph dependents pkg.pricing` |
| `impact SYMBOL [--depth N]` | Transitive callers | `codegraph impact billing.price --depth 3` |
| `search TEXT` | Full-text search | `codegraph search "shopping cart"` |
| `export dot\|json [-o FILE]` | Export the graph | `codegraph export json -o g.json` |
| `serve` | Start the stdio tool server | `codegraph serve` |
Common options (before or after the subcommand): `--root` project root, `--config` config file, `--db` override database path, `--json` machine-readable output.
## Tool interface (harness integration)
`codegraph serve` starts a stdio tool server: reads newline-delimited JSON-RPC 2.0 messages from stdin, writes responses to stdout, and sends all logs to stderr. It implements the handshake subset MCP needs (`initialize`, `tools/list`, `tools/call`, `ping`) and works with any MCP client or harness that speaks JSON-RPC directly.
**8 tools** (full JSON Schemas are in `plugin.json`):
| Tool | Arguments | Returns |
|---|---|---|
| `callers` | symbol, limit | List of direct callers (symbol, file:line) |
| `callees` | symbol, limit | List of callees (with resolved/unresolved markers) |
| `deps` | module, limit | Dependency list (with resolved file paths) |
| `dependents` | module, limit | Reverse dependency list |
| `search` | query, limit | Symbols hit by full-text search |
| `impact` | symbol, depth, limit | Transitive callers (with depth levels) |
| `overview` | — | Index statistics |
| `reindex` | force | Refresh the index (the only writable tool) |
All tools except `reindex` are read-only and share a 30-second TTL query cache. When no index exists, read-only tools return an error with `isError: true`.
Minimal conversation example:
```json
{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2024-11-05","capabilities":{},"clientInfo":{"name":"any-harness"}}}
{"jsonrpc":"2.0","method":"notifications/initialized"}
{"jsonrpc":"2.0","id":2,"method":"tools/list"}
{"jsonrpc":"2.0","id":3,"method":"tools/call","params":{"name":"callers","arguments":{"symbol":"pkg.pricing.price"}}}
```
## Installing in DSH
dsh (DeepSeek Harness, a plugin-based agent harness) loads this plugin through its built-in MCP client, with a single line of configuration:
```bash
dsh plugin --profile demo add github:JohnXu22786/codegraph
```
Remove with:
```bash
dsh plugin --profile demo remove dsh-codegraph
```
See **[docs/dsh-integration.md](docs/dsh-integration.md)** for the full integration guide.
The repo also ships a self-contained Node bridge (`index.js` + `dsh.bundle` + `cordis.patch.yml`): once installed, the eight codegraph tools are registered directly as `codegraph_callers` / `codegraph_callees` / `codegraph_deps` / `codegraph_dependents` / `codegraph_search` / `codegraph_impact` / `codegraph_overview` / `codegraph_reindex`. Each call runs the Python CLI with `--json` against the configured root (default: the harness working directory; override per call with the `root` argument). No index yet? Call `codegraph_reindex` first — read-only tools return a readable error until then.
## Configuration
`codegraph.json` (at the project root, generated by `codegraph init`; key fields shown below — `exclude` has 17 defaults, abbreviated here):
```json
{
"root": ".",
"include": [],
"exclude": [".git", "node_modules", "dist", "build", "venv", "target", ".cg"],
"max_file_kb": 512,
"incremental": true,
"engine": "auto",
"language_map": {}
}
```
- `include`: when non-empty, only matching path prefixes/globs are indexed
- `exclude`: directory names or glob patterns pruned during the walk
- `max_file_kb`: files larger than this are skipped (usually big/generated files)
- `engine`: `auto` (tree-sitter when grammar packages exist, otherwise regex) / `quick` / `deep`
- `language_map`: custom extension mapping, e.g. `{".md": "markdown"}` reserved
- The database lives at `<root>/.cg/cg.sqlite` by default (that directory is excluded by default, so the index never includes itself)
Environment variable overrides: `CODEGRAPH_ROOT`, `CODEGRAPH_DB`, `CODEGRAPH_MAX_FILE_KB`, `CODEGRAPH_ENGINE`.
## Incremental indexing
On by default. Every `index` run computes a SHA-256 of each file's content and compares it with what the database recorded: unchanged files are skipped (second-level refreshes), changed files have all their lines atomically replaced (delete + insert within a single transaction), and deleted files are removed from the store. `--force` or `reindex force=true` forces a full re-parse.
## Exporting visualizations
```bash
codegraph export dot -o graph.dot # Graphviz format: symbols as nodes, calls as solid edges, unresolved calls as dashed edges, module imports as dotted file-to-file edges
codegraph export json -o graph.json # structured data: files/symbols/calls/imports/meta
```
## Known limitations
- The regex engine (`engine: quick`) is not string/comment aware: `foo(` inside a string can be recorded as a call site; signatures are single-line only
- The tree-sitter engine (`engine: deep`) does not yet extract symbols for a few node shapes like arrow-function constants or object methods
- Cross-file call resolution is heuristic: same-name methods stay `unresolved` when not globally unique; dynamic calls (reflection, `getattr`, dynamic `import`) cannot be resolved
- Macro invocations (e.g. `println!`) are not recorded as call sites
- These only affect precision in edge cases, never the core query path; index quality improves by installing tree-sitter grammar packages
## Directory structure
```
├── pyproject.toml # packaging and dependency declarations
├── plugin.json # plugin manifest: entry, tool schemas, config schema
├── README.md
├── docs/
│ └── dsh-integration.md # harness integration guide
├── examples/demo/ # a demo project you can try immediately
├── src/codegraph/
│ ├── cli.py # command-line entry
│ ├── config.py # config loading (file + environment variables)
│ ├── models.py # data models (symbols/calls/imports)
│ ├── store.py # SQLite storage layer + FTS5
│ ├── builder.py # index building (incremental)
│ ├── resolver.py # cross-file resolution
│ ├── queries.py # query API
│ ├── exporter.py # DOT/JSON export
│ ├── cache.py # TTL query cache
│ ├── scanner/ # file discovery + two parse engines
│ │ ├── walk.py # discovery and ignore rules
│ │ ├── quick.py # regex engine (zero-dependency)
│ │ └── deep.py # tree-sitter engine (optional)
│ └── server/ # stdio tool server
│ ├── handlers.py # tool definitions/execution/rendering
│ └── mcp.py # JSON-RPC protocol layer
└── tests/ # 124 unit/integration tests (+ node:test bridge cases)
```
## Tests
```bash
python -m unittest discover -s tests -t .
```
## License
MIT — see [LICENSE](LICENSE).
This server cannot be deployed
Maintenance
ActivityMaintained
ResponsivenessWithin a week