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MCP server wrapping pgmnemo ingest and recall for AI agent memory

Project description

pgmnemo-mcp

MCP server for pgmnemo — provenance-gated agent memory in PostgreSQL.

PyPI License Python

pgmnemo-mcp is an MCP server that exposes pgmnemo's ingest and recall capabilities as tool calls for AI agents and LLM hosts (Claude Desktop, Cursor, Zed, etc.).

Requirements

  • Python ≥ 3.11
  • A PostgreSQL database with pgmnemo extension installed (CREATE EXTENSION pgmnemo CASCADE;)
  • pgmnemo ≥ 0.5.0 (install guide)

Install

pip install pgmnemo-mcp

Quick start

# Set the database URL
export DATABASE_URL="postgresql://user:pass@localhost/mydb"

# Start the MCP server (stdio transport)
pgmnemo-mcp

Add to Claude Desktop (~/Library/Application Support/Claude/claude_desktop_config.json):

{
  "mcpServers": {
    "pgmnemo": {
      "command": "pgmnemo-mcp",
      "env": {
        "DATABASE_URL": "postgresql://user:pass@localhost/mydb"
      }
    }
  }
}

Configuration

Variable Default Description
DATABASE_URL postgresql://localhost/pgmnemo libpq connection string
MCP_PORT 8765 Port for HTTP/SSE transport (optional)

Tools exposed

Tool Arguments (all top-level) Description
pgmnemo.ingest text (req), role, topic, importance, project_id, commit_sha, artifact_hash, metadata Store a lesson
pgmnemo.recall query (req), top_k Retrieve relevant lessons

ingest arguments are top-level — do not nest them under metadata. Defaults: role="mcp_agent", topic="general", importance=3, project_id=1. Pass commit_sha or artifact_hash to satisfy the provenance gate (without one the lesson is a "ghost", excluded from recall by default).

Usage

# Smoke test — verify DB connectivity
DATABASE_URL=postgresql://user:pass@host/db python -m pgmnemo_mcp --smoke

# SSE transport (for web-based MCP hosts)
MCP_PORT=8765 pgmnemo-mcp

MCP Registry

Field Value
Server name pgmnemo
Entry point pgmnemo-mcp
Transport stdio (default) · SSE (MCP_PORT)

Links

License

Apache License 2.0

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