# MCP Tools

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

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

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 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

MCP Weather is a weather information service based on the Model Control Protocol framework, providing real - time access to weather data from the US National Weather Service (NWS), including weather alerts and detailed weather forecast functions.

A lightweight weather service based on the MCP protocol, developed with TypeScript and Node.js, providing real-time weather alerts and forecast data.

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.

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.

40ants-lisp-dev-mcp is an MCP server that provides tools for large language models (LLMs) to interact with a running Lisp image. It supports running in stdio or HTTP stream modes, allowing LLMs to call Lisp functions, obtain documentation, evaluate code, etc., facilitating AI-assisted programming in the Lisp development environment.

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.

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.

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.

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.

A project that collects commonly used MCP tools and helps learn MCP server development

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

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).

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.

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.

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

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.

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.

Shrike MCP is an MCP server that provides real - time security scanning for AI agents. It integrates 9 security tools and scans prompts, responses, SQL queries, file writing, CLI commands, and web searches through a multi - stage detection pipeline to prevent prompt injection, jailbreak, PII leakage, and data theft.

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