Model Context Protocol (MCP) Server Directory

Build a Meilisearch Fast MCP server with BM25 and vector fusion to equip autonomous agents with sub-5ms hybrid document search and zero ranking drift.

Build a Redis Sentinel MCP server with Redlock consensus, providing autonomous agents sub-3ms distributed lock acquisition and zero split-brain drift.

Build a FastMCP Apache Iceberg server for Claude and Cursor to query lakehouse tables in 18ms with PyIceberg, DuckDB pushdown, and zero schema drift.

Build a FastMCP VictoriaMetrics server for Claude and Cursor to query high-cardinality time-series metrics in 4ms with MetricsQL and zero token overhead.

Discover how to build an OpenFGA authorization MCP server with FastMCP to enforce relationship-based access controls and zero-trust checks for agent tools.

Discover how to build a Valkey in-memory cache MCP server with FastMCP to manage distributed agent session states with 2ms latency and atomic lock controls.

Deploy a FastMCP ClickHouse server for real-time analytical SQL queries across billions of rows, giving AI agents instant telemetry access at 18ms latency.

Learn how to build a FastMCP Redis server for sub-4ms agent context caching, slashing repeated embedding lookups and cutting LLM token latency by 72 percent.

Build a high-performance FastMCP DuckDB analytics server to query multi-gigabyte Parquet data at sub-12ms latency with safe read-only SQL guards for agents.

Build a LanceDB embedded vector MCP server using FastMCP, hybrid BM25 and vector search, 18ms disk reads, and zero RAM bloat with our production Python guide.

Build a stateless Quarkus MCP server on 2026-07-28 spec with zero-downtime migration, dual-protocol support, header routing and full Java code setup now.

Learn how to build a production stateless remote MCP server using FastMCP 4.0 with RBAC validation, bearer token auth, and zero session drift at scale.