Model Context Protocol (MCP) Server Directory

Build an Aerospike key-value state MCP server in Python to enable distributed agent lock coordination and session caching with sub-millisecond P99 latency.

Build a QuestDB metrics MCP server in Python to ingest 100k agent telemetry points per second using ILP and query time-series state with sub-1ms response times.

Build a high-performance ScyllaDB Vector MCP server in Python with FastMCP to deliver sub-2ms CQL queries and vector memory retrieval for autonomous agents.

Build a TimescaleDB metrics MCP server using FastMCP to execute sub-4ms hypertable aggregations, track time-series telemetry, and monitor agent fleets.

Build a ClickHouse analytics MCP server using FastMCP to execute sub-5ms columnar aggregations, query agent telemetry, and stream real-time swarm metrics.

Learn how to build a PostGIS spatial MCP server with FastMCP to execute sub-8ms bounding box and polygon distance queries for autonomous AI agents.

Build a Grafana Pyroscope profiling MCP server to stream sub-15ms flamegraph profiles directly to Claude and Cursor for automated performance debugging.

Learn how to build a Dragonfly cache MCP server with FastMCP to stream sub-1ms ephemeral agent sessions, lock primitives, and zero memory fragmentation.

Build a Cloudflare Workers MCP server with Server-Sent Events (SSE) transport, sub-12ms edge tool routing, zero container cold starts, and OAuth 2.1 auth.

Build a FastMCP Sentry incident server enabling coding agents to fetch stack traces, breadcrumbs, and issue tags with sub-8ms latency and zero token waste.

Build a high-throughput Milvus vector MCP server with FastMCP. Integrate sub-4ms approximate nearest neighbor indexing for frontier autonomous coding agents.

Build a high-performance OpenSearch vector MCP server with FastMCP. Integrate hybrid BM25 and k-NN retrieval for sub-6ms agent tool execution.