Scrapling is an adaptive web scraping library that can automatically learn website changes and re - locate elements. It supports multiple scraping methods and AI integration, providing high - performance parsing and a developer - friendly experience.

automcp is a tool that can easily convert existing AI agent frameworks (such as CrewAI, LangGraph, etc.) into MCP servers to achieve standardized interface access. It supports the adaptation and deployment of multiple frameworks and provides functions for quick startup and configuration.

This project is a Model Context Protocol (MCP) adapter used to connect large language models (LLMs) with the Lisp development environment, supporting interaction through the lightweight Lisply protocol. The main functions include Lisp code evaluation, HTTP requests, and debugging support, suitable for scenarios such as AI-assisted symbolic programming and CAD design automation.

Promptheus is an intelligent prompt optimization tool that helps users optimize LLM prompts and improve the effect of AI conversations through adaptive questioning and multi - model support.

RegenNexus UAP is a universal adapter protocol for connecting devices, robots, applications, and AI agents, providing low-latency, high-security communication, and supporting multiple hardware and MCP integrations.

Adaptive Graph of Thoughts is an intelligent scientific reasoning framework based on the Neo4j graph database, which realizes complex scientific reasoning tasks through graph structure and supports integration with AI applications such as Claude Desktop.

Smart-Thinking is an advanced MCP server that provides a multi-dimensional, adaptive, and self-verifiable AI reasoning framework.

dap-mcp is a Debug Adapter Protocol (DAP) implementation based on the Model Context Protocol (MCP), aiming to optimize and extend the context window of large language models to enhance the debugging workflow.

SolidPilot is an open-source SolidWorks AI assistant that uses a modular architecture to interact with local language models (such as Claude) through the MCP protocol, including technical components like the Python layer, C# adapter layer, and COM bridge.

Smart-Thinking is an advanced MCP server that provides a multi-dimensional, adaptive, and self-verifiable AI reasoning framework. It uses a graph-based architecture to achieve complex thinking connections, supports cross-platform operation, and is compatible with various MCP clients.

The MCP DAP Server is a Debug Adapter Protocol (DAP) server based on the Model Context Protocol (MCP), providing AI assistants and other MCP clients with the ability to interact with debuggers for multiple programming languages, supporting debugging functions such as breakpoint setting, program control, and status check.

automcp is a tool that can convert existing AI agent frameworks (such as CrewAI and LangGraph) into MCP protocol servers, enabling standardized interface access. It supports rapid deployment, multi - framework adaptation, and provides two transmission modes: SSE and STDIO.

A role-based Model Context Protocol (MCP) server that enables role-specific instruction, memory management, and style adaptation by defining context boundaries for different AI agent roles.

This project provides an adapter for seamlessly integrating the tools of the MCP (Multimodal Conversation Program) server into LangChain and LangGraph applications, supporting the use of MCP tools in AI application pipelines.

This project aims to enhance the versatility of AI agents, enabling them to adapt to a wider range of application scenarios.

This project implements an adapter between Langchain and the Box MCP server, integrating AI capabilities through tools and agents, supporting dynamic tool loading, creating React-style agents, and providing a friendly console interaction interface.

EVDI is an end - to - end verifiable data infrastructure that provides digital identity and credential management for the AI agent ecosystem. It enables the authentication and trust establishment of AI agents through the Self - Sovereign Identity (SSI) model. The MCP Server, as an adapter for the SSI issuance service, exposes SSI operations as tools that can be called by AI models, supporting credential management and verification functions.

The Adaptive MCP Server is an advanced AI reasoning system that provides intelligent solutions for complex problems through multi - strategy reasoning, real - time research, and comprehensive verification.

Swarm.at is an open ledger protocol based on hash chains, used to record and verify the action settlements of AI agents. It provides tamper - proof, auditable public records, supports multiple framework adapters, predefined workflow templates, and a reputation - based trust system, ensuring the transparency and trustworthiness of multi - agent collaboration.

Adamik MCP Server is a multi-chain interaction server that provides read and write operations for over 60 blockchain networks through Claude Desktop, supporting functions such as transaction management, account query, staking, and token interaction.