Give your AI agent long-term memory — ingest documents, embed them into a vector database, and expose semantic search as an MCP tool so Claude can answer questions grounded in your own knowledge
From Docker image to live HTTPS endpoint — deploy on Koyeb and Railway for free, or Render and Fly.io for a few dollars a month, all wired to a GitHub Actions CD pipeline
Wrap raw JSON-RPC behind a typed, resilient, pluggable interface — then ship it to npm so every team in your org connects to MCP servers the right way
See inside your production MCP server — every tool call, every session, every latency spike — with pino, OpenTelemetry, and Prometheus
Give every connected client its own isolated world — then scale your MCP server across multiple instances without dropping a session
Graduate from stdio toy servers to a hardened, authenticated, containerised MCP service ready for the real world
