MCP Server for Mem-Brain API - Exposes memory operations as MCP tools
Project description
Mem-Brain MCP Server
MCP (Model Context Protocol) server that exposes Mem-Brain API functionality as standardized tools for AI agents. Built with FastMCP for production-ready HTTP/SSE transport.
Underlying HTTP API (tools, async jobs, search patterns): see Membrain API: Guide for Agentic Applications in the parent repo.
Features
- Memory CRUD and semantic search
- Search modes:
raw(graph-native),interpreted(LLM summary),both(summary + evidence) - Graph operations (path + neighborhood)
- Stats and health endpoints
- HTTP/SSE transport for remote MCP clients
Authentication
Mem-Brain MCP uses MemBrain API keys.
- Preferred header in MCP client config:
X-API-Key: mb_live_... - Also supported:
Authorization: Bearer mb_live_...
Installation
PyPI
pip install mem-brain-mcp
mem-brain-mcp
uvx
uvx mem-brain-mcp
Configuration
API_BASE_URL=https://mem-brain-api-cutover-v4-production.up.railway.app
MEMBRAIN_API_KEY=mb_live_xxx # optional fallback for single-user local runs
MCP_SERVER_HOST=0.0.0.0
MCP_SERVER_PORT=8100
LOG_LEVEL=INFO
MCP Client Examples
Cursor (~/.cursor/mcp.json)
{
"mcpServers": {
"mem-brain": {
"url": "http://localhost:8100/mcp",
"headers": {
"X-API-Key": "mb_live_xxx"
}
}
}
}
Claude Desktop
{
"mcpServers": {
"mem-brain": {
"url": "http://localhost:8100/mcp",
"headers": {
"X-API-Key": "mb_live_xxx"
}
}
}
}
Development
pytest
Build / Publish
uv build
uv tool run twine upload dist/*
Project details
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