Discover Awesome MCP Servers

Graph-Tools

Provides tools for AI-powered graph analysis, including relationship extraction, adjacency matrix creation, and network centrality calculations. It enables users to perform complex structural analysis and generate interactive D3.js visualizations from structured data.

NeverBounce MCP Server

A Model Context Protocol server that integrates with NeverBounce API to validate email addresses, checking if they are valid, deliverable, and safe to send to.

MinIO Storage MCP

Enables AI assistants to manage MinIO object storage through comprehensive bucket operations, file uploads/downloads, batch processing, permissions management, and URL generation. Supports both automatic and manual connection modes with flexible authentication options.

PostgreSQL MCP Server

A Model Context Protocol server that enables interaction with PostgreSQL databases for analyzing setups, debugging issues, managing schemas, migrating data, and monitoring performance.

ACE MCP Server

Implements Agentic Context Engineering to create self-improving AI coding assistants that learn from execution feedback and build persistent knowledge playbooks. Reduces token usage by 86.9% while improving code accuracy by 10.6% through incremental context updates.

Algolia Node.js MCP

Enables natural language interactions with Algolia search and analytics APIs through Claude Desktop. Supports searching indices, managing data, analyzing metrics, monitoring performance, and visualizing insights across your Algolia applications.

Supabase MCP Server - Self-Hosted Edition

Enables comprehensive management of self-hosted or cloud Supabase instances with 54+ tools for database operations, authentication, storage, real-time subscriptions, migrations, and monitoring through MCP protocol.

NOAA Space Weather MCP Server

Provides real-time NOAA space weather data (solar flares, Kp index, solar wind) and analyzes HF radio propagation conditions for amateur radio operators to determine optimal frequency bands.

STDF MCP Server

Enables LLMs to access, analyze, and extract information from STDF-V4 semiconductor test data files, supporting metadata extraction, parametric analysis, yield calculations, and multi-site test data filtering with CSV/Excel export capabilities.

Figma MCP Bridge

Enables Claude to read and manipulate Figma documents in real-time through 62 operations including creating shapes, modifying styles, managing components, and exporting assets via a WebSocket bridge to a Figma plugin.

Zebrunner MCP Server

Integrates with Zebrunner Test Case Management to help QA teams manage test cases, test suites, and test execution data through AI assistants. Features intelligent validation, automated test code generation, and comprehensive reporting capabilities.

Notion MCP Server

Enables AI agents to interact with Notion workspaces through the Notion API. Supports reading, writing, commenting, and managing Notion pages and databases with optimized token consumption for AI agents.

Doubao Image/Video Generation MCP Server

Enables AI image generation using Doubao Seedream models and video generation using Doubao Seedance models through Volcano Engine's API, supporting text-to-image, image-to-image, text-to-video, and task status queries.

MCP Server with Google OAuth

A Model Context Protocol server that enables secure remote tool connections via Google account authentication.

MarkItDown MCP Server

A Model Context Protocol server that converts over 29 file formats, including PDFs, Office documents, and audio, into structured Markdown using Microsoft's MarkItDown library. It enables AI assistants to process diverse document types through single file conversion and batch directory processing.

MUSTer MCP Server

Enables LLM interaction with the Macau University of Science and Technology (M.U.S.T.) campus system, including automated login to Wemust and Moodle, retrieving class schedules, checking assignments and deadlines, downloading course materials, and managing course content.

Jina AI Remote MCP Server

Provides access to Jina AI's web tools including URL-to-markdown conversion, web/image/academic search, screenshot capture, document reranking, and semantic deduplication. Works with optional API key for enhanced rate limits and full feature access.

ProposalPilot MCP Server

Generates professional, AI-powered freelance project proposals including executive summaries, scopes of work, and pricing structures. It leverages Claude to create tailored proposals based on specific project descriptions, budgets, and timelines.

agent-skill-loader

MCP server to dynamically load Claude Code skills into AI agents

MCP-RAG Server

A server that implements Retrieval-Augmented Generation using GroundX and OpenAI, enabling semantic search and document retrieval with Modern Context Processing for enhanced context handling.

AlsoAsked MCP Server

Provides Claude access to Google's 'People Also Ask' data through the AlsoAsked API for SEO research and content optimization.

Google Calendar MCP Server

Enables Claude to interact with Google Calendar through natural conversation, allowing users to view schedules, create meetings with Google Meet, cancel events, and search calendars using Nango for OAuth authentication.

Snappy MCP Server with Xano Integration

Cloudflare Workers向けのモデルコンテキストプロトコルサーバー。Claude AIと連携し、OAuthログインとSSE接続を通じてツール利用を可能にします。

Rollbar MCP Server

Enables AI assistants to interact with Rollbar error tracking and monitoring service, allowing them to diagnose issues, view item details, list deployments, retrieve session replays, and update item properties through natural language commands.

Siigo MCP Server

Enables integration with Colombian accounting software Siigo through its API. Supports managing products, customers, invoices, purchases, credit notes, vouchers, payment receipts, journals, and generating financial reports.

Software Planning MCP Server

Provides software development planning tools to help users create implementation plans and manage todo items.