AI Developer Tools

CodeGraph

A local-first code-intelligence tool that turns any codebase into a queryable knowledge graph for AI coding agents.

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CodeGraph

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What is CodeGraph?

CodeGraph is a local-first code intelligence tool that parses codebases into a queryable knowledge graph for AI coding agents, enabling efficient code understanding and impact analysis.

CodeGraph vs Similar AI Tools

Pricing ModelFreeFreeFreeFree
Free Credits
Key Features
  • Tree-sitter parsing for 20+ programming languages
  • MCP server integration for AI agents
  • Impact analysis by tracing callers and callees
  • Seven breakable boxes covering OWASP Agentic Top-10 vulnerabilities
  • Three guided simulations for cascading failures, human-agent trust, and rogue agents
  • Network-isolated Docker containers for safe execution
  • Code-to-runtime reasoning across cloud, Git, and Kubernetes
  • Action-gate enforces read-only policy on every API call
  • Sandboxed JavaScript execution for concurrent research
  • Append-only, SHA-256-addressed event history through Jaybase
  • AES-256-GCM encryption for stored node payloads
  • Unified RBAC for ledger, notes, snapshots, and audit reads
Pros
  • 100% local and private
  • Fast incremental parsing
  • Covers full OWASP Agentic Top-10 in a realistic manner
  • Docker isolation prevents accidental damage
  • Read-only by construction prevents accidental writes
  • Evidence-backed verification cross-checks every finding
  • Opinionated and secure accounting CLI with immutable audit trail
  • Designed for AI agent integration with JSON output
Cons
  • Requires Node.js setup
  • Limited to code intelligence (not a general AI feature)
  • Requires Docker and technical setup
  • Not for production use; only for lab environments
  • Requires an LLM API key, incurring token costs
  • Limited to read-only operations, cannot remediate
  • Pre-1.0, limited feature set
  • No native QuickBooks import (agents must normalize data)
Best For
  • Developers
  • AI coding agent users
  • Security researchers focusing on AI agent vulnerabilities
  • Developers building MCP-based applications
  • Security engineers
  • DevOps teams
  • Small teams needing secure, auditable accounting with AI agent support
  • Developers integrating automated bookkeeping workflows

How to use CodeGraph?

  1. 1Install CodeGraph using npx @colbymchenry/codegraph
  2. 2Run it on your codebase to build the knowledge graph
  3. 3Connect MCP-enabled AI agents to leverage the graph for coding tasks

CodeGraph Key Features

  • Tree-sitter parsing for 20+ programming languages
  • MCP server integration for AI agents
  • Impact analysis by tracing callers and callees
  • 100% local and private, no external services
  • Queriable via CLI, MCP, and TypeScript library
  • Deterministic extraction from ASTs, no LLM overhead

CodeGraph Use Cases

  • Understand complex codebases quickly
  • Assess impact of changes before implementation
  • Provide rich context to AI coding agents
  • Perform code navigation and analysis

CodeGraph Pricing & Free Credits

CodeGraph currently operates on a Free model.

This tool is completely free to use

Free

$0

Open source tool with all features available locally

CodeGraph Pros & Cons

Pros

  • 100% local and private
  • Fast incremental parsing
  • Deterministic AST extraction
  • Supports 20+ languages
  • Integrates with MCP-based AI agents

Cons

  • Requires Node.js setup
  • Limited to code intelligence (not a general AI feature)
  • May require configuration for complex projects

What is CodeGraph best for?

  • Developers
  • AI coding agent users
  • Code reviewers

CodeGraph FAQ

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