Agent Brain CLI

Command-line interface for managing AI agent memory and knowledge retrieval with the Agent Brain RAG server.

Agent Brain (formerly doc-serve) is an intelligent document indexing and semantic search system designed to give AI agents long-term memory. This CLI provides a convenient way to manage your Agent Brain server and knowledge base.

PyPI version Python 3.10+ License: MIT

Why Agent Brain?

AI agents need persistent memory to be truly useful. Agent Brain provides the retrieval infrastructure that enables context-aware, knowledge-grounded AI interactions.

Search Capabilities

Search Type Description Best For
Semantic Search Natural language queries using OpenAI embeddings Conceptual questions, related content
Keyword Search (BM25) Traditional keyword matching with TF-IDF ranking Exact matches, technical terms
Hybrid Search Combines vector + BM25 approaches General-purpose queries
GraphRAG Knowledge graph retrieval Understanding relationships

Installation

pip install agent-brain-cli

Quick Start

agent-brain init          # Initialize project
agent-brain start         # Start server
agent-brain index ./docs  # Index documents
agent-brain query "search term"

Note: The legacy command doc-svr-ctl is still available but deprecated. Please use agent-brain for new installations.

Development Installation

cd agent-brain-cli
poetry install

Usage

# Check server status
agent-brain status

# Search documents
agent-brain query "how to use python"

# Index documents from a folder
agent-brain index ./docs

# Reset/clear the index
agent-brain reset --yes

Configuration

Set the server URL via environment variable:

export AGENT_BRAIN_URL=http://localhost:8000

Or use the --url flag:

agent-brain --url http://localhost:8000 status

Note: The legacy environment variable DOC_SERVE_URL is still supported for backwards compatibility.

Commands

Server Management

Command Description
init Initialize project for Agent Brain (creates .claude/agent-brain/)
start Start the Agent Brain server for current project
stop Stop the running server
list List all running Agent Brain instances
status Check server health and indexing status

Data Management

Command Description
query Search indexed documents
index Start indexing documents from a folder
reset Clear all indexed documents

Options

All commands support:

  • --url - Server URL (or AGENT_BRAIN_URL / DOC_SERVE_URL env var)
  • --json - Output as JSON for scripting

Example Workflow

# 1. Initialize a new project
cd my-project
agent-brain init

# 2. Start the server
agent-brain start

# 3. Index your documentation
agent-brain index ./docs ./src

# 4. Query your knowledge base
agent-brain query "How does authentication work?"

# 5. Stop when done
agent-brain stop

Documentation

Release Information

Related Packages

License

MIT

Project links

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Credits

Author: Spillwave Solutions

GitHub Statistics

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The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License

MIT License (MIT)

Requires

Python <4.0, >=3.10

Tags

agent-brain rag cli ai-memory llm-memory semantic-search ai-agent claude-code agent-memory

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