codebase-synapse
by iwiels
README.md
<div align="center">
# π§ Codebase Synapse
**Give your AI agent a deep understanding of your entire codebase.**
An MCP server that indexes your codebase into a local knowledge graph with **52 AI tools** β semantic search, call-graph traversal, git archaeology, blast-radius analysis, and more.
<br/>
<img src="docs/assets/hero-banner.png" alt="Codebase Synapse β Knowledge graph visualization" width="700"/>
<br/>
Works with **Claude Code** Β· **Cursor** Β· **Windsurf** Β· **Zed** Β· **Any MCP client**
[](https://github.com/iwiels/codebase-synapse/actions/workflows/ci.yml)
[](https://www.npmjs.com/package/codebase-synapse)
[](LICENSE)
[](https://registry.modelcontextprotocol.io)
</div>
---
## The Problem
AI coding agents (Claude, Cursor, etc.) are powerful β but they work with limited context. They can only see the files you open or feed them. Ask about call chains, architectural patterns, or blast-radius impact, and they **guess**.
**Codebase Synapse** fixes this. It indexes your entire repo into a **local knowledge graph** stored in SQLite, giving your AI agent real answers backed by structural analysis β not hallucinations.
<div align="center">
<img src="docs/assets/demo-terminal.png" alt="Codebase Synapse demo β indexing and impact analysis" width="650"/>
</div>
### How it works
```mermaid
graph LR
A["π Your Codebase"] -->|Tree-sitter| B["π§© Parser"]
B -->|Symbols & Edges| C["πΈοΈ Knowledge Graph"]
C -->|SQLite| D["πΎ Local DB"]
D -->|52 MCP Tools| E["π€ AI Agent"]
style A fill:#1a1b26,stroke:#7aa2f7,color:#c0caf5
style B fill:#1a1b26,stroke:#bb9af7,color:#c0caf5
style C fill:#1a1b26,stroke:#9ece6a,color:#c0caf5
style D fill:#1a1b26,stroke:#e0af68,color:#c0caf5
style E fill:#1a1b26,stroke:#f7768e,color:#c0caf5
```
## β‘ Quick Start
### 1. Index your project (CLI, Zoekt-style)
```bash
codebase-synapse index /path/to/your/repo
```
Indexing runs as a separate CLI command and writes into `~/.codebase-synapse/codebase.db`. The first index is the slow one; re-running it only re-indexes changed files. The MCP server never indexes β it only reads the pre-built index.
### 2. Start the MCP server
```bash
npx codebase-synapse
```
That's it. No Docker. No database setup. No cloud. The server starts via stdio and serves the pre-built index to your MCP client.
### Configure your client
<details>
<summary><b>Claude Code / Claude Desktop</b></summary>
Add to your `claude_desktop_config.json` or `mcp_servers.json`:
```json
{
"mcpServers": {
"codebase-synapse": {
"command": "npx",
"args": ["-y", "codebase-synapse"]
}
}
}
```
</details>
<details>
<summary><b>Cursor</b></summary>
Add to your `.cursor/mcp.json`:
```json
{
"mcpServers": {
"codebase-synapse": {
"command": "npx",
"args": ["-y", "codebase-synapse"]
}
}
}
```
</details>
<details>
<summary><b>Other MCP clients</b></summary>
Any MCP client that supports **stdio** transport works. Just point it at:
```bash
npx -y codebase-synapse
```
</details>
## β¨ What It Does
### π Search & Discovery
| Tool | Description |
|:-----|:------------|
| `semantic_search` | Vector similarity search using local embeddings (all-MiniLM-L6-v2) |
| `search_code` | Full-text search across code (FTS5 + BM25 ranking) |
| `search_symbol` | Find functions, classes, types by name or pattern |
| `hybrid_search` | Combined semantic + lexical search with RRF fusion |
| `find_similar` | Find structurally similar code using MinHash + LSH |
| `find_symbol_everywhere` | Locate a symbol across all indexed projects |
### πΈοΈ Knowledge Graph
| Tool | Description |
|:-----|:------------|
| `get_callers` / `get_callees` | Navigate the call graph in either direction |
| `get_imports` / `get_dependents` | Trace dependency chains |
| `impact_analysis` | Compute blast radius before editing a file |
| `find_path` | Find the shortest connection between two symbols |
| `find_dead_code` | Detect unreachable functions and unused exports |
| `get_pagerank` | Identify the most critical nodes in your architecture |
| `query_graph` | Run Cypher-like queries against the knowledge graph |
### ποΈ Architecture
| Tool | Description |
|:-----|:------------|
| `get_architecture` | Full project architecture overview (languages, entry points, hotspots) |
| `get_file_structure` | Directory tree with symbol annotations |
| `project_overview` | High-level summary with key metrics |
| `get_route_map` | Extract HTTP routes and their handler mappings |
| `suggest_boundaries` | Detect module boundaries via Leiden clustering |
| `check_boundaries` | Validate cross-module dependencies against defined boundaries |
| `get_clusters` | Community detection across the codebase |
### π¬ Git Archaeology
| Tool | Description |
|:-----|:------------|
| `git_archaeology` | Deep history analysis of a file (authors, churn, evolution) |
| `get_hotspots` | Files with highest complexity Γ change frequency |
| `detect_change_coupling` | Files that always change together |
| `get_recent_semantic_changes` | Semantically meaningful recent changes |
| `index_git_history` | Build temporal analysis from git log |
### π§ Memory & Context
| Tool | Description |
|:-----|:------------|
| `memory_store` / `memory_search` / `memory_list` | Persistent notes, facts, and decisions across sessions |
| `session_remember` / `session_recall` | Short-term memory within a session |
| `get_context` | Budgeted context preparation for AI agents |
| `get_edit_context` | Focused context for a specific file edit |
| `get_working_set` | Recently accessed and modified files |
| `manage_adr` | Architecture Decision Records management |
### π‘οΈ Codebase Guard
Included as a bonus: **`codebase-guard`** is a `PreToolUse` hook for Claude Code that **blocks writes to high-impact files** until the agent runs `impact_analysis` first.
It uses PageRank scores and blast-radius data from the knowledge graph to identify architectural hubs. No more accidental edits to core files.
## π§ Technical Details
| | |
|:--|:--|
| **Language** | Rust (compiled native binary) |
| **Transport** | MCP stdio (JSON-RPC) |
| **Storage** | SQLite (WAL mode, zero config) |
| **Embeddings** | all-MiniLM-L6-v2 via Candle (offline, local, lazy-loaded) |
| **Parsing** | Tree-sitter (10 languages) |
| **Distribution** | npm with prebuilt binaries (Windows, macOS, Linux Γ x64, arm64) |
### Supported Languages
Rust Β· Python Β· TypeScript Β· JavaScript Β· Go Β· Java Β· C# Β· PHP Β· C Β· C++
### Architecture
```
src/
βββ parser/ # Tree-sitter parsing & entity extraction
βββ graph/ # Knowledge graph, PageRank, Leiden clustering
βββ indexer/ # Repository indexing pipeline
βββ search/ # BM25 full-text + vector cosine + hybrid RRF
βββ embedding/ # Candle-based local embeddings (feature-gated)
βββ memory/ # Persistent & session memory stores
βββ mcp/ # MCP protocol transport + 52 tool handlers
βββ git/ # Git archaeology, intent classification, hotspots
βββ context/ # Budgeted context preparation for AI
βββ cypher/ # Nom-based Cypher parser β SQL CTE planner
βββ similarity/ # MinHash + LSH structural similarity
βββ semantic/ # Multi-signal scoring (tokens, directory, AST)
βββ cli/ # Interactive TUI installer + artifact export/import
```
## π€ Contributing
Contributions are welcome! The project uses standard Rust tooling:
```bash
# Run tests
cargo test
# Lint
cargo clippy -- -D warnings
# Format
cargo fmt --all
```
## π License
[Apache-2.0](LICENSE)
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