MCP Server Directory

Example MCP servers that use Java interfaces/classes as 'tool groups'. Using standard MCP annotations, service implementations can then, at runtime, be used to generate tool specifications, and then dynamically added or removed from MCP servers. The functionality is demonstrated in a sample tool group, but can be similarly used for any API or service.

Generate memes via AI using the Imgflip API through the Model Context Protocol.

(by TonyCai) - MySQL Database Integration using Python script with configurable access controls and schema inspection, usng stdio mode to suitable local deployment, you can run it in docker container.

An MCP server conducts real-time material science data queries with the Optimade database (for example, elemental composition, crystal structure).

An MCP server to help you review your previous Trips and plan new ones!

(by amornpan) - A Model Context Protocol server implementation that provides RAG capabilities through Qdrant vector database integration, enabling AI agents to perform semantic search and document retrieval with local or cloud-based embedding generation support across Mac, Linux, and Windows platforms.

– Solvitor MCP server provides tools to access reverse engineering tools that help developers extract IDL files from closed - source Solana smart contracts and decompile them.

– Product‑discovery and strategy platform integration. Create, query and update opportunities, solutions, outcomes, requirements and feedback from any MCP‑aware LLM.

An MCP server for the Thales CipherTrust Data Security Platform (CDSP) Cloud Key Management (CAKM) connector. This MCP server supports Ms SQL and Oracle databases.

A Model Context Protocol (MCP) server that allows interacting with the CipherTrust RestFul Data Protection (CRDP) data protection service.

amazon-q-cli's use_aws tool extracted into independent mcp, for general aws api usage.

Windsor MCP (Model Context Protocol) enables your LLM to query, explore, and analyze your full-stack business data integrated into Windsor.ai with zero SQL writing or custom scripting.

MCP Server that gets the Wordle Solution for a particular date.

Clix MCP Server that enables AI agents to provide real-time, trusted Clix documentation and SDK code examples for seamless integrations.

Test content, personalise features, and A/B test decisions with accurate audience prediction.