# MCP Tools

This is a prototype of a code execution server based on the MCP protocol, which combines the code generation capabilities of large language models with MCP tool integration, enabling AI agents to run Python code in an isolated sandbox and invoke external tools.

An MCP server for Claude Code that achieves over 90% context compression through structured incremental snapshots, significantly saving token usage.

The Browser Agent Protocol (BAP) is an open standard designed for AI agents to interact with web browsers. It provides two interfaces, CLI and MCP, and supports features such as semantic selectors, composite actions, and structured data extraction.

StateCLI is an infrastructure that provides a memory and self - awareness layer for AI agents. By tracking, replaying, and undoing operations, it endows agents with the abilities of memory, error repair, and historical learning.

The MCP Client Configuration Server is a tool for managing different MCP client configurations, supporting automatic detection of the operating system and client type, and providing functions such as obtaining, adding, and deleting configuration files.

ROS2MCP is a project that converts ROS 2 services and topics into MCP tools and resources. It supports running on Linux, macOS, and Windows and interacts with clients through the MCP protocol.

An intelligent agent project based on LangGraph and the MCP server, supporting mathematical calculations and weather queries through MCP services.

A local file reading server based on the MCP protocol, providing AI models with secure access to the local file system

An MCP server that provides a waiting function and can pause until other tasks are completed.

A server that converts traditional Web APIs into MCP tools, supporting batch API registration and request header management, simplifying the docking between business systems and large models.

MCP Service Sandbox Project

This project provides configuration tools and adapters for the GitLab MCP server, addressing common adaptation issues of Git MCP servers in the GitLab environment, including parameter conversion, process management, and port conflicts.

MCP Tool List

An MCP server project that provides Google Chat integration, supporting access to and interaction with Google Chat spaces and messages through MCP tools.

An MCP server based on TinyDB that provides localized long-term memory storage for chatbots, supporting the storage, search, and validation of JSON records

The MCP Document Indexer is a Python - based local document indexing and search server that uses the LanceDB vector database and a local LLM (through Ollama) to implement real - time monitoring, multi - format document processing, and semantic search, and provides tools for AI assistants such as Claude through the Model Context Protocol (MCP).

BetterPrompt MCP is a server based on the Model Context Protocol (MCP). It uses advanced prompt engineering techniques to convert simple user requests into optimized instructions with clear structure and rich context, thereby significantly improving the performance of AI models.

The Mercury Spec Ops MCP server is an innovative AI tool platform that provides dynamic prompt generation and template assembly as programmable tools for AI assistants. It uses a modular architecture, supports 31 technology stacks, 10 analysis dimensions, and 34 template components, and enables technology - specific content generation through six tools, revolutionizing the way AI interacts with professional content.

An MCP service based on the NiuTrans API, providing text translation tools and multilingual catalog resources, which is convenient for integration and use in clients such as Cursor.

Media Gen MCP is a server that strictly follows the TypeScript and MCP specifications, focusing on generating and editing images and videos using OpenAI and Google's AI models. It provides a series of tools, including image generation/editing, video creation/remixing, file acquisition and processing, and supports intelligent resource linking and inline output. It is suitable for various MCP-compatible clients.

The AI Memory Protocol is a versioned, graph - based persistent memory system designed for AI programming agents, implemented using Sphinx - Needs, supporting the creation, search, update of memories, and integration with AI clients through the MCP protocol.

Vestige is an AI memory engine based on cognitive science. By implementing 29 neuroscience modules such as prediction error gating, FSRS - 6 spaced repetition, and memory dreaming, it provides long - term memory capabilities for AI. It includes a 3D visualization dashboard and 21 MCP tools, runs completely locally, and does not require the cloud.

XActions is a complete X/Twitter automation toolkit that provides browser scripts, CLI, Node.js libraries, MCP servers, and dashboards. It does not require an API key or payment and supports multi - platform data scraping, automated operations, and AI agent integration.

A TypeScript-based MCP server that provides a precise line-based text file editing tool, supporting regular matching and content replacement.

The MCP Easy Installer is a multi - functional tool for searching, installing, configuring, repairing, and uninstalling MCP servers. It supports cross - platform operations and simplifies the development process.

An MCP server tool for generating spoof O'Reilly-style book covers, which can be directly displayed in the Claude desktop application.

A Node.js package that converts APIs into MCP tools

The ClickHouse Cloud MCP Server project provides the function of interacting with the ClickHouse Cloud API through MCP tools, supporting the management of organizations and services.

This project is a payment service based on the Model Context Protocol (MCP). By integrating the Authorize.Net Node SDK, it provides two functions: instant credit card charging and generating hosted payment pages. As an MCP server, it encapsulates payment operations into a standardized tool for AI agents or other platforms to call, enabling secure and structured payment processing.

The MCP Installer is a project that provides tools related to the MCP server, including functions for finding, configuring, and installing the MCP server.