AI & ML

An MCP server that interfaces with the mu mail indexer, allowing AI assistants to search, read, and manage local email archives and attachments.

A service providing verifiable random numbers from the drand quicknet network, allowing AI models to retrieve randomness based on rounds or specific timestamps.

An MCP server for the tscircuit electronics registry, enabling AI assistants to search, retrieve source code, and analyze electrical specifications for circuit components.

Integrates Acrolinx's NextGen/Markup.ai API to provide automated text rewriting, detailed quality analysis, and targeted editing suggestions based on specific style guides and dialects.

A Node.js-based MCP server that automates XiaoHongShu (Little Red Book) interactions, allowing AI agents to check login status and publish posts with titles, images, and tags via browser automation.

MCP (Model Context Protocol) Server. Integrates with the Indian stock market API to provide financial data including trending stocks, IPO information, financial statements, historical statistics, mutual funds, and corporate actions for financial analysis and research.

A lightweight message bus that enables seamless communication and context sharing between Claude Desktop and Claude Code using a shared SQLite buffer.

A robust MCP server for UniProtKB that provides professional tools for fetching protein entries, searching bioinformatics data, and mapping identifiers across 200+ databases.

A collection of Model Context Protocol (MCP) servers providing various integrations and capabilities for MCP-compatible clients like Claude Desktop, VS Code, and other AI applications.

A specialized web fetching server that converts HTML/PDF to markdown while implementing robust prompt injection safeguards and content scanning to protect LLMs from malicious web content.

MCP (Model Context Protocol) Server. Provides secure, pre-signed URL-based access to AWS S3 bucket operations with configurable expiration times for simplified cloud storage interactions.

Supercharge AI agents with programming language tools

Sorbet, RubyLLM, FastMCP + Simple Tool DSL for Rails MCP Server

Bridges Cursor and Claude Desktop with the OpenClaw and Moltbook ecosystems to manage personal AI agents and communication gateways across platforms like WhatsApp and Discord. It provides MCP tools to invoke agents, manage sessions, and handle social agent interactions within a secure, virtualized environment.

A utility MCP server that allows users to search, filter, and retrieve detailed information about listed servers from the official Model Context Protocol registry.

.NET library, CLI tool, and MCP server for searching NixOS packages, options, and flakes. Search from code, command line, or AI assistants like Claude.

An MCP server providing semantic search capabilities for Expo SDK documentation, allowing users to query specific SDK versions from v51 to latest using OpenAI embeddings.

Enables AI to perform self-directed peer reviews by generating annotated diffs with inline comments in a dedicated VS Code/Cursor panel.

A robust MCP server for first-order logic reasoning featuring theorem proving, model finding, and session-based knowledge management using both SAT and Prolog engines.

A Gitflow-focused MCP server that automates branch management, conventional commit generation, and status tracking for Git repositories.

MCP Bridge - 99% context reduction for AI agents. Consolidates multiple MCP servers behind lazy-loading meta-tools. Result compaction, schema caching, health checks.

A comprehensive Rust-based MCP server for Autodesk ShotGrid (Flow Production Tracking), enabling LLMs to perform CRUD operations, time tracking, schema introspection, and complex data summarization for production pipelines.

A specialized MCP server that integrates with Overseerr to automate media discovery, batch requests, and management workflows within Plex and Jellyfin ecosystems.

An AI-driven browser automation server that enables LLMs to navigate websites, interact with page elements, and perform visual analysis using the Model Context Protocol.

A specialized MCP server for managing GitHub Actions and repository workflows, allowing users to discover actions, trigger workflow dispatch events, retrieve releases, and automate pull request merging.

MeasureSpace MCP provides global weather, climate, and air quality forecasts alongside geocoding services. It allows AI assistants to retrieve historical data, real-time forecasts, and astronomical information via the measurespace.io API.

MCP (Model Context Protocol) Server. Provides persistent memory and context management using local vector storage and SQLite database, enabling semantic search and indexed retrieval of stored information with automatic vectorization and configurable similarity thresholds for complete privacy and data control.

Ask questions about your Tekmetric shop data using natural language. Get instant answers about customers, vehicles, repair orders, appointments, and more - directly in Claude.

A curated list of awesome MCP (Model Context Protocol) servers, tools, and resources for Claude Desktop and AI assistants

🚀 AI-powered CI/CD pipeline analyzer for Azure DevOps & GitHub. Automatically enforces security policies, detects vulnerabilities, and posts compliance reports on PRs. Open source DevSecOps automation.