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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.

PyPI version Python 3.10+ License: MIT

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

Canonical path: the guided installer installs the CLI + server, configures a provider, and offers to wire your AI coding assistant(s) — Claude Code, Codex, OpenCode, Antigravity, skill-runtime — all in one run:

curl -sSL https://raw.githubusercontent.com/bxw91/brainpalace/main/scripts/setup.sh | bash

Just this package, via pip:

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

Release Information

License

MIT

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