"Databases or database systems written in Python, like Postgres" matching MCP connectors:

Production-grade MCP server for discovering AI agent frameworks, vector databases, LLM gateways, and generating certified Docker Compose deployment stacks

Remote ChromaDB vector database MCP server with streamable HTTP transport

Operate your Vector Panda collections: search and upsert vectors, schema, measured indexes, exports.

Xata MCP server lets AI agents interact with your Xata projects, and Postgres database branches.

Vector RAG store for Word/Excel/PDF/PowerPoint. Break-even pricing, $5 per 5,700 pages.

Persistent memory and vector search for AI agents. Hosted, OAuth-protected via Google sign-in.