agent-brain-cli 10.3.0

Agent Brain CLI - Command-line interface for managing AI agent memory and knowledge retrieval

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.

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

• User Guide - Getting started and usage
• Developer Guide - Contributing and development
• API Reference - Full API documentation

Release Information

• Current Version: See pyproject.toml
• Release Notes: GitHub Releases
• Changelog: Latest Release

Related Packages

• agent-brain-rag - The RAG server that powers Agent Brain

License

MIT