# MCP Tools

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.

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

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

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

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

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

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.

This is an MCP server used to expose MIST.cash's privacy payment features on Starknet, allowing AI agents to interact with the privacy - protected payment protocol through standardized interfaces.

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.

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

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.

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 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.

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

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

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

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 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.

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 Node.js package that converts APIs into MCP tools

A Node.js-based proxy server that bridges Ethereum JSON-RPC queries from Geth nodes to the Model Context Protocol (MCP) ecosystem. It supports multiple Ethereum RPC methods as MCP-compatible tools, providing secure, rate-limited, and schema-validated blockchain data access.

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

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

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.