Discover Awesome MCP Servers

example-mcp-server

Example code for Anthropic MCP server.

MCP Embedding Storage Server

Enables storing and retrieving information using vector embeddings with semantic search capabilities. Integrates with the AI Embeddings API to automatically generate embeddings for content and perform similarity-based searches through natural language queries.

Gmail MCP Server

Gmail MCP Server using Java and Spring Boot

AI Helper MCP Server

A server that allows AI agents to consult multiple large language models (like Grok, Gemini, Claude, GPT-4o) through Model Context Protocol for assistance and information.

台灣中央氣象局 MCP 伺服器

Taiwan Central Weather Administration (CWA) API MCP Server

Web-LLM MCP Server

A server that enables browser-based local LLM inference using Playwright to automate interactions with @mlc-ai/web-llm, supporting text generation, chat sessions, model switching, and status monitoring.

MCP Server for NPM Package Info

An MCP server for NPM JavaScript Package Management tools

Another™ MCP Server for Binary Ninja

Another™ MCP Server for Binary Ninja with superpower 🥵

Jentic

Jentic

YouTube MCP Server Enhanced

Enables comprehensive YouTube data extraction and analysis using yt-dlp, including video metadata, channel statistics, playlists, comments, transcripts, search, trending videos, and engagement analytics with intelligent caching and batch processing.

Enhanced Reablocks MCP Server

A Model Context Protocol server that generates production-ready React components using the Reablocks design system through natural language processing.

1C Templates MCP Server

Provides storage, searching, and retrieval of 1C (BSL) code templates with a built-in web interface for easy template management. It enables AI assistants to fetch specific boilerplate code directly into editors using natural language search.

Jina Reader MCP Server

Jina Reader MCP Server

Zoom API MCP Server

An MCP Server that enables interaction with Zoom's API through the Multi-Agent Conversation Protocol, allowing users to access and control Zoom's functionality via natural language commands.

Video Quality MCP Server

Enables comprehensive video quality analysis including metadata extraction, GOP structure analysis, quality metrics comparison (PSNR, SSIM, VMAF), artifact detection, and transcoding effect assessment through FFmpeg-based tools.

Canvas MCP Server

Enables AI assistants like Claude to interact with Canvas LMS through the Canvas API, providing tools for managing courses, announcements, rubrics, assignments, and student data.

Spring Web to MCP Converter 🚀

Convert Spring REST API to MCP Server with OpenRewrite

GitLab-MCP-Server

Mirror of

GitLab MCP Server

Connects AI assistants to GitLab projects, enabling natural language queries for merge requests, code reviews, pipeline status, test reports, and discussion management.

lsfusion-mcp

Enables RAG-powered documentation search using OpenAI embeddings and Pinecone vector database. Provides an extensible framework for adding additional tools with support for both local STDIO and production HTTP transports.

Jamb MCP Server

Jamb MCP Server

Mcp_server_integration_with_ollama

this repo has the mcp server with ollama

Jina AI Remote MCP Server

Provides access to Jina AI's Reader, Embeddings, and Reranker APIs with tools for web scraping, web/image/academic search, content extraction, screenshot capture, document reranking, and semantic deduplication.

Email Social Media Checker

Enables checking email addresses through the Email Social Media Checker API to verify and validate email information.

Trade It

Trade Agent

Outscraper MCP Server

Provides access to Outscraper's data extraction services for business intelligence, location data, and reviews across platforms like Google Maps, Amazon, and Yelp. It enables AI assistants to perform comprehensive web scraping tasks including contact information retrieval and geolocation services.

Replicate Imagen 4 MCP Server

Enables high-quality image generation using Google's Imagen 4 Ultra model through Replicate, with automatic local download and organized file management. Supports multiple aspect ratios, output formats, and configurable safety filtering.

AstroInsight Research Assistant

Enables AI-powered academic research workflow from keyword search to hypothesis generation. Integrates multiple AI models to automatically search ArXiv papers, extract key information, and generate innovative research hypotheses for researchers.

gitlab-mcp

Full-coverage GitLab MCP server with 44 tools across 18 resource types. Agent-optimized CQRS design — one tool call handles complete multi-step operations. Supports OAuth 2.1, read-only mode, stdio/SSE/StreamableHTTP transports, and GraphQL-native work items with full hierarchy (epics,issues,etc)