内容
---
last_validated: 2026-03-16
---
# Agent Brain
A RAG-based (Retrieval-Augmented Generation) document indexing and semantic search system for AI agents and applications. Agent Brain enables intelligent querying of documentation and source code using natural language.
## Overview
Agent Brain provides **AI-first** document and code search through a Claude Code plugin with skills, commands, and agents. Use slash commands to search, agents for complex research tasks, and skills for intelligent query optimization.
| Component | Description |
|-----------|-------------|
| **Plugin** | 30 slash commands, 3 agents, 2 skills for Claude Code |
| **Skills** | Intelligent search mode selection and query optimization |
| **Agents** | Research assistant, search assistant, setup assistant |
| **Server** | FastAPI backend for indexing and retrieval |
| **CLI** | Command-line tool (also used by plugin internally) |
## Quick Start (Claude Code Plugin)
### 1. Install the Plugin
```bash
# 1. Add the Agent Brain marketplace (the repo is a plugin marketplace)
claude plugins marketplace add SpillwaveSolutions/agent-brain
# 2. Install the plugin from that marketplace
claude plugins install agent-brain@agent-brain-marketplace
```
> Installing a Claude Code plugin does **not** use `pip`. The plugin is
> installed through the marketplace above; the underlying Python packages
> (`agent-brain-rag`, `agent-brain-cli`) are installed for you by the
> `/agent-brain-setup` wizard (or manually via `pip` — see [CLI Usage](#cli-usage-alternative)).
#### Other hosts
The same plugin installs into Codex, Cursor, Grok Build, and OpenCode through the CLI. Each command converts the shared payload into the host's native layout and, with `--with-mcp`, registers the MCP server in that host's config file.
```bash
pip install agent-brain-rag agent-brain-cli agent-brain-ag-mcp
agent-brain install-agent --agent codex --with-mcp # .codex/skills/agent-brain + AGENTS.md; MCP in ~/.codex/config.toml
agent-brain install-agent --agent cursor --with-mcp # .cursor/plugins/agent-brain + .cursor/rules; MCP in .cursor/mcp.json
agent-brain install-agent --agent grok --with-mcp # .grok/plugins/agent-brain; zero-config Claude load, MCP in .mcp.json
agent-brain install-agent --agent opencode --with-mcp # .opencode/plugins/agent-brain; MCP in opencode.json
```
A conforming [Agent Plugins 1.0](https://agent-plugins.org/specification) client reads `agent-brain-plugin/plugin.json`, `skills/`, and `mcp.json` directly. See [docs/HOSTS.md](docs/HOSTS.md) for the manifest each host reads.
### 2. Set Up Your Project
In Claude Code, run:
```
/agent-brain-setup
```
This interactive wizard will:
- Install the Python packages (`agent-brain-rag`, `agent-brain-cli`)
- Configure your API keys
- Initialize the project
- Start the server
- Index your documentation
### 3. Search with Commands
```
/agent-brain-search "how does authentication work"
```
That's it! The plugin handles everything automatically.
## Plugin Commands
### Search Commands
| Command | Description | Use When |
|---------|-------------|----------|
| `/agent-brain-search` | Smart hybrid search (recommended) | General questions |
| `/agent-brain-semantic` | Pure semantic/vector search | Conceptual queries |
| `/agent-brain-keyword` | BM25 keyword search | Error messages, function names |
| `/agent-brain-hybrid` | Hybrid with alpha tuning | Fine-tuned searches |
| `/agent-brain-graph` | Knowledge graph search | "What calls X?", dependencies |
| `/agent-brain-multi` | All modes combined (RRF) | Maximum recall |
### Server Commands
| Command | Description |
|---------|-------------|
| `/agent-brain-start` | Start the server (auto-port) |
| `/agent-brain-stop` | Stop the server |
| `/agent-brain-status` | Check health and document count |
| `/agent-brain-index` | Index documents or code |
### Setup Commands
| Command | Description |
|---------|-------------|
| `/agent-brain-setup` | Complete guided setup wizard |
| `/agent-brain-install` | Install pip packages |
| `/agent-brain-init` | Initialize project directory |
| `/agent-brain-verify` | Verify configuration |
| `/agent-brain-providers` | Configure embedding/summarization providers |
## Plugin Agents
Agent Brain includes three intelligent agents for complex tasks:
| Agent | Description | Triggered By |
|-------|-------------|--------------|
| **Search Assistant** | Multi-step search across modes, synthesizes answers | "Find all references to...", "Research how..." |
| **Research Assistant** | Deep exploration with follow-up queries | "Investigate...", "Analyze the architecture of..." |
| **Setup Assistant** | Guided installation and troubleshooting | "Help me set up Agent Brain", configuration issues |
### Example Agent Interaction
**You**: "Research how authentication is implemented across the codebase"
**Research Assistant**:
1. Searches documentation for auth concepts
2. Queries code for auth-related functions
3. Uses graph mode to find dependencies
4. Synthesizes comprehensive answer with references
## Plugin Skills
Skills provide intelligent context to Claude for optimal searching:
| Skill | Purpose |
|-------|---------|
| **using-agent-brain** | Search mode selection, query optimization, API knowledge |
| **configuring-agent-brain** | Installation, provider configuration, troubleshooting |
When you ask about documentation or code, Claude automatically uses the skill to:
- Choose the best search mode for your query
- Set appropriate parameters (top_k, threshold, alpha)
- Interpret and synthesize results
## Search Modes
| Mode | Best For | Example Query |
|------|----------|---------------|
| `HYBRID` | General questions (default) | "How does caching work?" |
| `VECTOR` | Conceptual understanding | "Explain the architecture" |
| `BM25` | Exact terms, error codes | "NullPointerException", "getUserById" |
| `GRAPH` | Relationships, dependencies | "What classes use AuthService?" |
| `MULTI` | Comprehensive search | "Everything about data validation" |
## Pluggable Providers
Agent Brain supports multiple providers for embeddings and summarization:
### Embedding Providers
| Provider | Models | Local |
|----------|--------|-------|
| OpenAI | text-embedding-3-large, text-embedding-3-small | No |
| Ollama | nomic-embed-text, mxbai-embed-large | Yes |
| Cohere | embed-english-v3.0, embed-multilingual-v3.0 | No |
### Summarization Providers
| Provider | Models | Local |
|----------|--------|-------|
| Anthropic | claude-haiku-4-5-20251001, claude-sonnet-4-5-20250514 | No |
| OpenAI | gpt-5, gpt-5-mini | No |
| Gemini | gemini-3-flash, gemini-3-pro | No |
| Grok | grok-4, grok-4-fast | No |
| Ollama | llama4:scout, mistral-small3.2, qwen3-coder | Yes |
### Fully Local Mode
Run completely offline with Ollama:
```
/agent-brain-providers
# Select Ollama for both embeddings and summarization
```
## Features
### Code Search
- **10 Programming Languages**: Python, TypeScript, JavaScript, Java, Kotlin, C, C++, C#, Go, Rust, Swift
- **AST-Aware Chunking**: Tree-sitter parsing preserves code structure
- **LLM Summaries**: AI-generated descriptions improve semantic search
- **Language Filtering**: Filter results by programming language
### GraphRAG (Knowledge Graph)
- Entity and relationship extraction
- Dependency-aware queries ("What calls X?")
- Code structure visualization
### Multi-Instance Architecture
- Per-project isolated servers
- Automatic port allocation
- Work on multiple projects simultaneously
## Project Structure
```
agent-brain/
├── agent-brain-plugin/ # Claude Code plugin (primary interface)
│ ├── commands/ # 30 slash commands
│ ├── agents/ # 3 intelligent agents
│ └── skills/ # 2 context skills
├── agent-brain-server/ # FastAPI backend
├── agent-brain-cli/ # CLI tool (used by plugin)
└── docs/ # Documentation
```
## Documentation
### Getting Started
- [Quick Start](docs/QUICK_START.md) - Get running in minutes
- [Plugin Guide](docs/PLUGIN_GUIDE.md) - Complete plugin documentation
- [User Guide](docs/USER_GUIDE.md) - Detailed usage guide
- [MCP Quickstart](docs/MCP_QUICKSTART.md) - Use Agent Brain over MCP in ~5 minutes
- [Project Setup: Plugin + Skills + MCP](docs/PROJECT_SETUP_PLUGIN_SKILLS_MCP.md) - Wire all three into one project
### Reference
- [API Reference](docs/API_REFERENCE.md) - REST API documentation
- [MCP User Guide](docs/MCP_USER_GUIDE.md) - MCP server: 16 tools, resources, prompts, OAuth
- [Configuration](docs/CONFIGURATION.md) - All configuration options
- [Provider Configuration](agent-brain-plugin/skills/using-agent-brain/references/provider-configuration.md) - Provider setup
- [Integrations](docs/INTEGRATIONS.md) - Connect agent-brain-mcp to LLM frameworks + editors
### Architecture
- [Architecture Overview](docs/ARCHITECTURE.md) - System design
- [GraphRAG Guide](docs/GRAPHRAG_GUIDE.md) - Knowledge graph features
- [Code Indexing](docs/CODE_INDEXING.md) - AST-aware chunking
## CLI Usage (Alternative)
While the plugin is the recommended interface, you can also use the CLI directly:
```bash
# Install
pip install agent-brain-rag agent-brain-cli
# Initialize and start
agent-brain init # auto-generates a per-project API key
agent-brain start --daemon
# Index and query
agent-brain index /path/to/docs --include-code
agent-brain query "authentication" --mode hybrid
```
> **Note on authentication.** As of the next release, every data endpoint
> requires `X-API-Key`. `agent-brain init` writes a 32-byte urlsafe key
> into `.agent-brain/config.json` (mode `0o600`); the CLI and
> `agent-brain-mcp` pick it up automatically. Pass `--no-api-key` to
> `agent-brain init` for the legacy no-auth experience on `127.0.0.1`.
> The server refuses to start on any non-loopback bind without a key
> set. See [`docs/CHANGELOG.md`](docs/CHANGELOG.md) under the unreleased
> entry for the full design (Issue #179).
## Development
### Prerequisites
- Python 3.10+
- Poetry (dependency management)
- Task (task runner)
### Setup
```bash
git clone https://github.com/SpillwaveSolutions/agent-brain.git
cd agent-brain
task install
```
### Running Tests
```bash
task test # All tests
task before-push # Full quality check
```
## Technology Stack
- **Plugin**: Claude Code slash commands, agents, skills
- **Server**: FastAPI + Uvicorn
- **Vector Store**: ChromaDB (HNSW, cosine similarity)
- **BM25 Index**: LlamaIndex BM25Retriever
- **Graph Store**: SimplePropertyGraphStore / Kuzu
- **Embeddings**: OpenAI or Ollama
- **Summarization**: Claude, GPT-5, Gemini, Grok, or Ollama
- **AST Parsing**: tree-sitter (10 languages)
- **CLI**: Click + Rich
- **Build System**: Poetry
## Contributing
See the [Developer Guide](docs/DEVELOPERS_GUIDE.md) for setup instructions.
**Before pushing changes**, always run:
```bash
task before-push
```
## License
MIT License - see LICENSE file for details.
## Links
- [GitHub Wiki](https://github.com/SpillwaveSolutions/agent-brain/wiki)
- [Plugin Marketplace](https://skillzwave.ai/)
- [Issue Tracker](https://github.com/SpillwaveSolutions/agent-brain/issues)
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