Testkube is a test orchestration and execution framework for cloud-native applications, providing a unified platform to define, run, and analyze tests. It supports existing testing tools and Kubernetes infrastructure.

FastMCP is a TypeScript-based framework for building MCP servers that support client sessions. It provides simple definitions for tools, resources, and prompts, supports functions such as authentication, session management, returning image and audio content, logging, error handling, SSE communication, etc., and includes CLI tools for testing and debugging.

This is a curated list of Web3 Model Context Protocol (MCP) servers, covering multiple categories such as chain interaction, trading, DeFi, market data, tools, and social. MCP is an open protocol that standardizes how applications provide context to LLMs, similar to the USB - C port for AI applications. DeMCP is the first decentralized MCP network, focusing on providing self - developed and open - source MCP services for agents, supporting cryptocurrency payments, and redefining the security and reliability of MCP by combining TEE and blockchain registries.

A structured thinking server based on the MCP protocol that helps break down complex problems and generate summaries by defining thinking stages

MemoryMesh is a knowledge graph server designed for AI models, focusing on text role - playing games and interactive narratives. It helps AI maintain consistent and structured memory in conversations through dynamic schema definition and automatic tool generation, enabling a richer and more dynamic interactive experience.

LiteMCP is a TypeScript framework for elegantly building MCP (Model Context Protocol) servers. It provides the definition of tools, resources, and prompts, supports full - TypeScript development, has built - in logging, error handling, and CLI debugging tools, as well as SSE transmission support.

The Mux Node API library is a library for conveniently accessing the Mux REST API from server - side TypeScript or JavaScript. It provides functions such as complete API documentation, type definitions, error handling, automatic pagination, JWT helpers, webhook verification, etc., and supports multiple runtime environments.

Solana-MCP is a full-chain operation platform based on the Solana blockchain. It simplifies users' interaction with the Solana ecosystem through natural language commands, supports functions such as DApp integration, digital asset management, and DeFi operations, and uses LLM technology and smart contracts to achieve efficient and secure on - chain operations.

An MCP server that tracks newly created liquidity pools on PancakeSwap in real-time, providing real-time data for DeFi analysts, traders, and developers.

Agent MCP Gateway is a Model Context Protocol (MCP) gateway used to aggregate multiple downstream MCP servers and provide policy-based access control. Through its on-demand tool discovery mechanism, it solves the problem of context window waste caused by loading all tool definitions at startup in development environments such as Claude Code, reducing context occupation by over 90%.

An MCP server that provides access to Rust documentation, supporting search for documentation, type information, feature flags, version numbers, and symbol definitions/source code queries.

An MCP server based on the Free Dictionary API, providing English word definition queries and a random word - of - the - day function, supporting difficulty classification and rich vocabulary information.

Node.js type definition package

Prompt Decorators is a framework for standardizing large - language - model prompt enhancement and transformation. It provides specification definitions and Python implementations, includes over 140 pre - set decorators, and supports MCP protocol integration.

TIDAL MCP is a personalized music recommendation system that filters the TIDAL music library through LLM combined with user - defined conditions, supporting intelligent recommendation and playlist management based on playback history/playlists.

ClaudeSmalltalk is a project that connects Claude Desktop to a running Smalltalk programming environment. It provides 14 tools such as code evaluation, class browsing, and method definition through the MCP protocol, supports local or cloud LLM drivers, and ensures that the code is secure and does not leave the local machine.

The REI Crypto MCP Server is a multi - API integration platform that provides a fast MCP implementation for cryptocurrency data services such as DefiLlama and CoinGecko, supporting custom deployment and integration with the Claude desktop client.

FEGIS is a structured cognitive framework based on the Anthropic model context protocol, supporting the definition of cognitive tools through patterns and the persistent storage of cognitive products.

swagger-mcp is a tool for dynamically generating API tools. By parsing the JSON file of Swagger UI, it provides runtime-generated tool definitions for MCP clients. It supports multiple authentication methods and can be integrated with local or cloud-based LLM models.

A simple tool to test MCP servers by defining requests and responses in YAML files, supporting dynamic matching and multiple transport methods.

A PHP-based tool for quickly building MCP servers, supporting the creation of tools, exposure of resources, and definition of prompts, simplifying LLM context management.

An unofficial JavaScript SDK for implementing the Model Context Protocol (MCP) server, supporting the definition of prompts, resources, and tools.

This specification defines the standard configuration method for a local MCP server. Server information is described by creating Markdown files in the specified directory for LLMs to parse and use.

An MCP server that provides TypeScript type definitions for NPM packages

Pathfinder MCP is a tool that bridges MCP clients and LSP servers. Each instance is responsible for connecting one language server, supporting matching by file extension and providing features such as jumping to definitions.

The Solscan MCP Server is a middleware that provides Solana blockchain data analysis services for AI agents. It connects to the Solscan Pro API through the standard MCP protocol and supports querying of on - chain data such as tokens, transactions, and DeFi activities.

AutoMCP is a tool that automatically generates server and client code compatible with the MCP protocol based on YAML service definitions, supporting the rapid implementation of tool functions and the organization of service code.

Swagger MCP is an MCP server based on the Swagger specification, which helps AI generate the models required for services and MCP server functions, providing functions such as endpoint listing, model generation, and tool definition.

DeFi Trading Agent MCP Server is a tool that transforms an AI assistant into an autonomous cryptocurrency trading agent, supporting real-time market analysis, portfolio management, and seamless trading execution across 17+ blockchains.

zio-ella is a development framework for MCP servers on modern AI platforms based on Scala 3 and the ZIO framework, supporting the definition of tools and capabilities and integrating the ZIO technology stack.

The Polygon MCP Server is a standardized interface server that enables AI assistants to interact with the Polygon blockchain network, supporting functions such as wallet operations, smart contract deployment, cross-chain bridging, DeFi interactions, and transaction simulation.

A CLI tool based on the FastMCP framework for quickly building MCP servers, supporting both stdio and HTTP transport methods, including a structure for defining tools, resources, and prompts, and providing TypeScript support and development script configuration.

This is an MCP server project that allows users to define AI sub - agents for specific tasks (such as code review, test writing) in Markdown files and execute them in any MCP - compatible tool through the Cursor, Claude Code, or Gemini CLI backends, realizing the reuse of AI sub - agent workflows across IDEs.

A curated list of Model Context Protocol (MCP) servers related to blockchain and cryptocurrencies, aiming to help AI models securely interact with Web3, perform on-chain operations, access blockchain data, and interact with DeFi protocols.

A real - time cryptocurrency and DeFi market data dashboard that provides information such as prices, market capitalization, trends, and protocol TVL from CoinGecko and DeFiLlama, supporting dark mode and responsive design.

An example application demonstrating how to integrate and use the ActionMCP gem in a Ruby on Rails project, including component definition and usage demonstrations.

A hybrid retrieval and navigation tool for RimWorld source code and XML definitions, combining lexical, semantic, and graph structures, supporting AI assistant calls

The Fastn server is a powerful and scalable platform that supports dynamic tool registration and execution based on API definitions, integrates multiple services, and provides a unified solution.

Solana MCP is a protocol server designed for AI agents, providing a standard interface for interacting with the Solana blockchain and DeFi protocols, supporting operations such as balance query, fund transfer, and trading.

A Java MCP server based on LSP4J and JDTLS, providing intelligent analysis functions for Java code to AI assistants, including symbol search, reference tracing, definition jumping, and other IDE tools.