brainpalace-cli 26.7.4

BrainPalace CLI - Command-line interface for the typed-memory & retrieval engine for AI agents (code & docs today, more domains coming)

BrainPalace CLI

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

BrainPalace (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 BrainPalace server and knowledge base.

Why BrainPalace?

AI agents need persistent memory to be truly useful. BrainPalace 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 brainpalace-cli

Quick Start

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

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

Development Installation

cd brainpalace-cli
poetry install

Usage

# Check server status
brainpalace status

# Search documents
brainpalace query "how to use python"

# Index documents from a folder
brainpalace index ./docs

# Reset/clear the index
brainpalace reset --yes

Configuration

Set the server URL via environment variable:

export BRAINPALACE_URL=http://localhost:8000

Or use the --url flag:

brainpalace --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 BrainPalace (creates .claude/brainpalace/)
start	Start the BrainPalace server for current project
stop	Stop the running server
list	List all running BrainPalace 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 BRAINPALACE_URL / DOC_SERVE_URL env var)
• --json - Output as JSON for scripting

Example Workflow

# 1. Initialize a new project
cd my-project
brainpalace init

# 2. Start the server
brainpalace start

# 3. Index your documentation
brainpalace index ./docs ./src

# 4. Query your knowledge base
brainpalace query "How does authentication work?"

# 5. Stop when done
brainpalace 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

• brainpalace-rag - The RAG server that powers BrainPalace

License

MIT