Discover Awesome MCP Servers

MCP SysOperator

A Model Context Protocol server enabling AI assistants to directly interact with infrastructure tools like Ansible and Terraform for executing playbooks, managing cloud resources, and performing other infrastructure operations.

Archicad MCP Server

Enables MCP clients like Claude to interact with Graphisoft Archicad through the Tapir add-on's JSON commands. Supports automated Archicad operations and custom tool integration for architectural design workflows.

read-docs-mcp

A Model Context Protocol server that enables AI agents to access, search, and understand structured package documentation and source code from Git repositories. It automatically generates specialized tools to browse module overviews, components, and detailed documentation for technical libraries.

Jina AI MCP Server

Provides access to Jina AI's Search Foundation APIs for embeddings, web search, content extraction, reranking, classification, and semantic text segmentation.

MCP Prompt Template Selector

Provides AI-powered selection and generation of specialized system prompts from a database of over 66 templates for Claude Code. It uses semantic search to find the best matching template and can adapt it to fit specific user tasks and contexts.

Perplexity Server

MCP web search using perplexity without any API KEYS

OwlOCR MCP

A macOS-based MCP server that enables high-accuracy text extraction from PDF and image files using the OwlOCR app or Apple's Vision Framework. It supports multi-language OCR and provides asynchronous tools for processing documents directly within MCP clients.

SpecLinter MCP

An AI-powered tool that transforms natural language specifications into structured, actionable development tasks with quality grading and Gherkin test scenarios. It also features semantic similarity detection to prevent duplicate work and validates implementations against original requirements.

MCP Server for apple calendar

A simple mcp-server to add calendar events

ABAQUS MCP Server for GUI Scripting

A server that enables programmatic interaction with an already running Abaqus/CAE GUI application, allowing users to execute Python scripts and retrieve message logs through the Model Context Protocol (MCP).

DDG MCP Server

A basic MCP server template built with FastMCP framework that provides example tools for echoing messages and retrieving server information. Serves as a starting point for building custom MCP servers with support for both stdio and HTTP transports.

Model Context Protocol (MCP) Tips and Best Practices

A collection of tips and best practices for working with Model Context Protocol (MCP) servers

SharkMCP

A Model Context Protocol server that provides network packet capture and analysis capabilities through Wireshark/tshark integration, enabling AI assistants to perform network security analysis and troubleshooting.

FormFor MCP Server

Enables AI clients to create multi-field forms, send approval requests via email, and retrieve structured human responses. It facilitates human-in-the-loop workflows by allowing agents to collect data and check form completion status.

MCP Executor Server

A secure server that enables code execution in isolated Docker environments, supporting Python with strict security constraints including network isolation, limited filesystem access, and resource limitations.

claude-mcp-tunnel

MCP server that detects project frameworks (25+), starts dev servers, and creates public Cloudflare tunnels from a single tool call. Text Claude via Dispatch "start my project and give me a link" and get back an HTTPS URL you can open on your phone. Supports full-stack projects, auto-installs dependencies, and also works as a standalone CLI.

MCP (Model Context Protocol) Server

A TypeScript implementation of a Model Context Protocol server and client that enables interaction with language models (specifically Mistral running on Ollama).

MCP Weather Server

A demonstration MCP server created for learning purposes, allowing Claude AI to interact with local files and a Postgres database while implementing a custom Model Context Protocol.

Zotero MCP Server

Integrates with Zotero's local API to search your reference library, retrieve bibliographic details, and extract full text from PDF attachments.

Audio Analysis MCP Server

Enables AI models to analyze audio files through numerical fingerprints, pitch tracking, and visual spectrograms without requiring direct audio playback. It provides tools for comparing audio iterations and detecting patterns using token-efficient analysis operations.

Vapi MCP Server

Mirror of

Products API MCP Server

An MCP server that retrieves product data from the DummyJSON API, supporting filtering by various parameters like ID, title, category, brand, price and rating.

ScottOS MCP Calendar Server

Enables ChatGPT to interact with Google Calendar through a remote MCP server. Provides tools to list, create, update, and delete calendar events with OAuth authentication.

SEI MCP Server V2

Enables AI agents to interact with the Sei blockchain ecosystem through natural language, providing DeFi trading, NFT marketplace access, cross-chain bridging, token deployment, and comprehensive on-chain data analytics.

Vertex AI MCP Server

Implementation of Model Context Protocol (MCP) server that provides tools for accessing Google Cloud's Vertex AI Gemini models, supporting features like web search grounding and direct knowledge answering for coding assistance and general queries.

Bitburner MCP Server

A bridge for the Bitburner Remote API that enables AI models to interact with the game through file management and remote method tools. It supports stdio and HTTP transports, featuring a local dashboard for monitoring connection status and events.

YT-NINJA

Enables AI-powered YouTube video analysis including transcript management, video summaries, chapter generation, keyword extraction, and playback control. Supports searching videos, retrieving channel/playlist information, and translating transcripts using Google Gemini AI.

MCP Prompt Optimizer

Automatically analyzes and optimizes AI prompts by calculating clarity scores, detecting risks, asking clarifying questions, and adding domain-specific requirements to improve AI interaction quality.

Heptabase MCP

A Model Context Protocol service that enables AI assistants to search, retrieve, analyze, and export data from Heptabase backups.

Weather MCP Server

Enables users to get weather forecasts and alerts for any US city and state through natural language queries using the National Weather Service API.