CodraGraph
Graph-powered code intelligence for AI agents. Index any codebase into a knowledge graph, then query it via MCP or CLI.
Works with Cursor, Claude Code, Codex, Windsurf, Cline, OpenCode, and any MCP-compatible tool.

Why?
AI coding tools don't understand your codebase structure. They edit a function without knowing 47 other functions depend on it. CodraGraph fixes this by precomputing every dependency, call chain, and relationship into a queryable graph.
Three commands to give your AI agent full codebase awareness.
Quick Start
npx @codragraph/cli analyze
That's it. This indexes the codebase, installs agent skills, registers Claude Code hooks, and creates AGENTS.md / CLAUDE.md context files — all in one command.
To configure MCP for your editor, run npx @codragraph/cli setup once — or set it up manually below.
codragraph setup auto-detects your editors and writes the correct global MCP config. You only need to run it once.
Editor Support
| Claude Code | Yes | Yes | Yes (PreToolUse) | Full |
| Cursor | Yes | Yes | — | MCP + Skills |
| Codex | Yes | Yes | — | MCP + Skills |
| Windsurf | Yes | — | — | MCP |
| OpenCode | Yes | Yes | — | MCP + Skills |
Claude Code gets the deepest integration: MCP tools + agent skills + PreToolUse hooks that automatically enrich grep/glob/bash calls with knowledge graph context.
MCP Setup (manual)
If you prefer to configure manually instead of using codragraph setup:
Claude Code (full support — MCP + skills + hooks)
claude mcp add codragraph -- npx -y @codragraph/cli@latest mcp
claude mcp add codragraph -- cmd /c npx -y @codragraph/cli@latest mcp
Codex (full support — MCP + skills)
codex mcp add codragraph -- npx -y @codragraph/cli@latest mcp
Cursor / Windsurf
Add to ~/.cursor/mcp.json (global — works for all projects):
{
"mcpServers": {
"codragraph": {
"command": "npx",
"args": ["-y", "@codragraph/cli@latest", "mcp"]
}
}
}
OpenCode
Add to ~/.config/opencode/config.json:
{
"mcp": {
"codragraph": {
"command": "npx",
"args": ["-y", "@codragraph/cli@latest", "mcp"]
}
}
}
How It Works
CodraGraph builds a complete knowledge graph of your codebase through a multi-phase indexing pipeline:
- Structure — Walks the file tree and maps folder/file relationships
- Parsing — Extracts functions, classes, methods, and interfaces using Tree-sitter ASTs
- Resolution — Resolves imports and function calls across files with language-aware logic
- Field & Property Type Resolution — Tracks field types across classes and interfaces for deep chain resolution (e.g.,
user.address.city.getName())
- Return-Type-Aware Variable Binding — Infers variable types from function return types, enabling accurate call-result binding
- Clustering — Groups related symbols into functional communities
- Processes — Traces execution flows from entry points through call chains
- Search — Builds hybrid search indexes for fast retrieval
The result is a LadybugDB graph database stored locally in .codragraph/ with full-text search and semantic embeddings.
MCP Tools
Your AI agent gets these tools automatically:
list_repos | Discover all indexed repositories | — |
query | Process-grouped hybrid search (BM25 + semantic + RRF) | Optional |
context | 360-degree symbol view — categorized refs, process participation | Optional |
impact | Blast radius analysis with depth grouping and confidence | Optional |
detect_changes | Git-diff impact — maps changed lines to affected processes | Optional |
rename | Multi-file coordinated rename with graph + text search | Optional |
cypher | Raw Cypher graph queries | Optional |
With one indexed repo, the repo param is optional. With multiple, specify which: query({query: "auth", repo: "my-app"}).
MCP Resources
codragraph://repos | List all indexed repositories (read first) |
codragraph://repo/{name}/context | Codebase stats, staleness check, and available tools |
codragraph://repo/{name}/clusters | All functional clusters with cohesion scores |
codragraph://repo/{name}/cluster/{name} | Cluster members and details |
codragraph://repo/{name}/processes | All execution flows |
codragraph://repo/{name}/process/{name} | Full process trace with steps |
codragraph://repo/{name}/schema | Graph schema for Cypher queries |
MCP Prompts
detect_impact | Pre-commit change analysis — scope, affected processes, risk level |
generate_map | Architecture documentation from the knowledge graph with mermaid diagrams |
CLI Commands
codragraph setup
codragraph analyze [path]
codragraph analyze --force
codragraph analyze --embeddings
codragraph analyze --skip-agents-md
codragraph analyze --verbose
codragraph analyze --max-file-size 1024
codragraph analyze --compress brotli
codragraph profile-heap [path]
codragraph profile-heap --no-summary
codragraph mcp
codragraph serve
codragraph index
codragraph list
codragraph status
codragraph clean
codragraph clean --all --force
codragraph wiki [path]
codragraph wiki --model <model>
codragraph group create <name>
codragraph group add <group> <groupPath> <registryName>
codragraph group remove <group> <groupPath>
codragraph group list [name]
codragraph group sync <name>
codragraph group contracts <name>
codragraph group query <name> <q>
codragraph group status <name>
Remote Embeddings
Set these env vars to use a remote OpenAI-compatible /v1/embeddings endpoint instead of the local model:
export CODRAGRAPH_EMBEDDING_URL=http://your-server:8080/v1
export CODRAGRAPH_EMBEDDING_MODEL=BAAI/bge-large-en-v1.5
export CODRAGRAPH_EMBEDDING_DIMS=1024
export CODRAGRAPH_EMBEDDING_API_KEY=your-key
codragraph analyze . --embeddings
Works with Infinity, vLLM, TEI, llama.cpp, Ollama, LM Studio, or OpenAI. When unset, local embeddings are used unchanged.
Multi-Repo Support
CodraGraph supports indexing multiple repositories. Each codragraph analyze registers the repo in a global registry (~/.codragraph/registry.json). The MCP server serves all indexed repos automatically.
Supported Languages
TypeScript, JavaScript, Python, Java, C, C++, C#, Go, Rust, PHP, Kotlin, Swift, Ruby
Language Feature Matrix
| TypeScript | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |
| JavaScript | ✓ | ✓ | ✓ | ✓ | — | ✓ | ✓ | ✓ | ✓ |
| Python | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |
| Java | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | — | ✓ | ✓ |
| Kotlin | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | — | ✓ | ✓ |
| C# | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |
| Go | ✓ | — | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |
| Rust | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | — | ✓ | ✓ |
| PHP | ✓ | ✓ | ✓ | — | ✓ | ✓ | ✓ | ✓ | ✓ |
| Ruby | ✓ | — | ✓ | ✓ | — | ✓ | — | ✓ | ✓ |
| Swift | — | — | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |
| C | — | — | ✓ | — | ✓ | ✓ | — | ✓ | ✓ |
| C++ | — | — | ✓ | ✓ | ✓ | ✓ | — | ✓ | ✓ |
Imports — cross-file import resolution · Named Bindings — import { X as Y } / re-export tracking · Exports — public/exported symbol detection · Heritage — class inheritance, interfaces, mixins · Type Annotations — explicit type extraction for receiver resolution · Constructor Inference — infer receiver type from constructor calls (self/this resolution included for all languages) · Config — language toolchain config parsing (tsconfig, go.mod, etc.) · Frameworks — AST-based framework pattern detection · Entry Points — entry point scoring heuristics
Agent Skills
CodraGraph ships with skill files that teach AI agents how to use the tools effectively:
- Exploring — Navigate unfamiliar code using the knowledge graph
- Debugging — Trace bugs through call chains
- Impact Analysis — Analyze blast radius before changes
- Refactoring — Plan safe refactors using dependency mapping
Installed automatically by both codragraph analyze (per-repo) and codragraph setup (global).
Requirements
- Node.js >= 18
- Git repository (uses git for commit tracking)
Release candidates
Stable releases publish to the default latest dist-tag. When a pull request
with non-documentation changes merges into main, an automated workflow also
publishes a prerelease build under the rc dist-tag, so early adopters can
try in-flight fixes without waiting for the next stable cut. (Docs-only
merges are skipped.)
npm install -g @codragraph/cli@rc
npx @codragraph/cli@rc analyze
Release-candidate versions follow the standard semver prerelease format
X.Y.Z-rc.N, where X.Y.Z is the next stable target (bumped from the
current latest by patch by default; minor or major when kicking off a
bigger cycle) and N increments per published rc. Example sequence:
1.6.2-rc.1, 1.6.2-rc.2, …, then once 1.6.2 ships stable,
1.6.3-rc.1. Stable latest is unaffected.
Troubleshooting
Cannot destructure property 'package' of 'node.target' as it is null
This crash was caused by a dependency URL format that is incompatible with
certain npm/arborist versions (npm/cli#8126).
It is fixed in codragraph v1.6.2+. Upgrade to the latest version:
npx @codragraph/cli@latest analyze
npm install -g @codragraph/cli@latest
If you still hit npm install issues after upgrading, these generic workarounds
may help:
npm install -g npm@latest
npm cache clean --force
Installation fails with native module errors
Some optional language grammars (Dart, Kotlin, Swift) require native compilation. If they fail, CodraGraph still works — those languages will be skipped.
If npm install -g @codragraph/cli fails on native modules:
npm install -g @codragraph/cli
Analysis runs out of memory
For very large repositories:
NODE_OPTIONS="--max-old-space-size=16384" npx @codragraph/cli analyze
echo "vendor/" >> .codragraphignore
echo "dist/" >> .codragraphignore
If you want to know which phase is dragging the heap up before
deciding what to mitigate, run codragraph profile-heap. It writes a
v8 heap snapshot at every phase boundary plus a JSONL timeline of
process.memoryUsage() and prints a per-phase RSS / heapUsed table:
codragraph profile-heap
Each snapshot is 100–500 MB, so the command is opt-in only. The JSONL
timeline is small enough to share for triage even when the snapshots
are too big.
Index size — opt-in per-row compression
For repos where .codragraph/cgdb itself has grown large:
codragraph analyze --compress brotli
codragraph analyze --compress zstd
codragraph analyze --compress none
--compress routes every node-row content field through the matching
encoder before it's written to the CSV / cgdb; readers decode
transparently via the per-row contentEncoding tag. With the flag
unset, the on-disk layout is byte-identical to pre-1.8 indexes. Pre-1.8
indexes auto-trigger a full re-analyze the first time a 1.8+ CLI runs
against them (one-time cost, surfaced in the analyze log).
Large files are being skipped
By default the walker skips files larger than 512 KB (see log line Skipped N large files (>512KB)). Raise the threshold via either the CLI flag or the environment variable — both accept a value in KB:
npx @codragraph/cli analyze --max-file-size 2048
export CODRAGRAPH_MAX_FILE_SIZE=2048
npx @codragraph/cli analyze
Values above 32768 KB (32 MB) are clamped to the tree-sitter parser ceiling; invalid values fall back to the 512 KB default with a one-time warning. When an override is active, analyze prints the effective threshold in its startup banner (e.g. CODRAGRAPH_MAX_FILE_SIZE: effective threshold 2048KB (default 512KB)).
Privacy
- All processing happens locally on your machine
- No code is sent to any server
- Index stored in
.codragraph/ inside your repo (gitignored)
- Global registry at
~/.codragraph/ stores only paths and metadata
Web UI
CodraGraph also has a browser-based UI at codragraph.vercel.app — 100% client-side, your code never leaves the browser.
Local Backend Mode: Run codragraph serve and open the web UI locally — it auto-detects the server and shows all your indexed repos, with full AI chat support. No need to re-upload or re-index. The agent's tools (Cypher queries, search, code navigation) route through the backend HTTP API automatically.
License
Apache License 2.0
Permissive open source — use, modify, and distribute freely, including commercially.