Discover Awesome MCP Servers

IPV7

A secure MCP server that connects AI assistants to Google Workspace, enabling permission-aware retrieval-augmented generation for grounded answers.

Nordic Economics MCP

Semantic search over Nordic economic data — market announcements, quarterly reports (162 companies), macro data (NO/SE/DK/FI), commodity prices, and press releases. 180,000+ vectors.

Supercoordination MCP Server

A human-machine collaboration platform that manages team members and tasks using skill matching and a unique 'Five Elements' energy balance framework. It enables teams to register members, assign tasks, and monitor collaboration progress through an integrated dashboard.

paperwithcode-mcp

MCP server that brings AI paper reading and code repository discovery from Hugging Face Papers into any MCP-compatible client.

yakit-mcp

Enables AI agents to drive the local Yakit engine for HTTP packet replay, GUI visualization, and screenshotting via CDP. Supports automatic protocol detection, batch replay, history management, and CDP-based GUI automation.

Self-Hosted Supabase MCP Server

A Model Context Protocol server that enables interaction with self-hosted Supabase instances, allowing developers to query database schemas, manage migrations, inspect statistics, and interact with Supabase features directly from MCP-compatible development environments.

OpenSearch MCP Server

opensearch-mcp-server-py is a Model Context Protocol (MCP) server for OpenSearch that enables AI assistants to interact with OpenSearch clusters. It provides a standardized interface for AI models to perform operations like searching indices, retrieving mappings, and managing shards through both stdio and streaming (SSE/Streamable HTTP) protocols.

govrider-mcp-server

Match your tech product or consulting service to thousands of live government tenders, RFPs, grants, and frameworks from 25+ official sources worldwide.

Excel MCP Server

Enables reading and writing of values, formulas, and formatting in Microsoft Excel files including .xlsx and .xlsm formats. It supports sheet management, table creation, and provides Windows-exclusive features like live editing and screen capture.

RemittanceAdviceGen

Enables generation of realistic remittance advice PDFs for testing purposes with configurable templates and comprehensive payment details.

stitch-mcp-stdio

Stable stdio MCP server for Google Stitch AI UI design tool, eliminating the proxy subprocess to prevent crashes. Provides tools to manage projects, screens, design systems, and generate UI designs.

commit-to-pr-mcp

An MCP server that enables AI agents to retrieve detailed GitHub Pull Request information using git commit hashes, branch names, or PR numbers. It automatically detects repositories and extracts comprehensive PR data including descriptions, labels, and reviews via the GitHub CLI.

Medical AI Assistant MCP

Enables querying medical documents stored in Qdrant using semantic retrieval, allowing users to search PubMed articles through the Model Context Protocol.

swarm-at

Enables agent settlement, trust verification, and ledger operations for multi-agent workflows, with tools for blueprint management, credit tracking, and provenance recording.

EBS CloudWatch Metrics MCP

Provides tools to query and calculate AWS EBS performance metrics from CloudWatch, including IOPS, throughput, and latency. It also enables users to manage snapshots and retrieve advanced diagnostic data like I/O utilization and burst balance.

Lunch Money MCP Server

An MCP server that enables AI assistants to interact directly with Lunch Money's financial API, allowing users to query transactions, access budget information, and perform financial analysis through natural language.

iMessage MCP Server

Enables reading, searching, and sending iMessages directly from MCP-compatible clients by accessing the local macOS iMessage database, supporting conversations, attachments, and both individual and group chats.

Weather MCP

A service that provides real-time weather data, forecasts, and alerts for US locations through natural language queries in the Cursor IDE.

vector-mirror

A deterministic SVG perception tool for LLM agents that renders SVGs in a real browser to measure geometry, colors, and spatial constraints, reporting results in grid grammar and W3C color names without guessing.

SciMath MCP

Enables reliable engineering and scientific computation through tools for exact arithmetic, unit-aware formulas, calculus, linear algebra, statistics, uncertainty propagation, and physical constants, all executed safely in reproducible subprocesses.

x402 Payment Gateway MCP Server

Enables AI agents to make micropayments using USDC on Solana via the x402 protocol, supporting payment requests, on-chain verification, and revenue tracking.

Simple PostgreSQL MCP Server

Enables executing SQL queries on PostgreSQL databases with configurable read-only or write access permissions through a minimal Model Context Protocol interface.

SampleMCP

A demonstration MCP server that provides math (add/multiply) and weather tools, connecting via stdio and streamable HTTP, and integrates with LangChain and LangGraph for agentic workflows.

Travel MCP Server

A comprehensive travel aggregation server that enables AI assistants to search for flights and hotels, track flight statuses in real-time, and retrieve airport information. It integrates with Amadeus and AviationStack APIs to provide data on pricing, schedules, and travel routes through natural language.

code-graph-rag-mcp

A powerful Model Context Protocol server that creates intelligent graph representations of your codebase with comprehensive semantic analysis capabilities, supporting 11 languages and 26 MCP methods.

cks-mcp

Enables LLMs to perform structured, verifiable knowledge operations using the Canonical Knowledge Structure (CKS) ecosystem, including validation, querying, comparison, evolution, and derivation of knowledge.

DocumentPro MCP

Extract structured, schema-typed data from invoices, purchase orders, receipts, and tax forms, and classify documents into custom label sets — via a hosted MCP server. Free tier included.

screen-buffer-mcp

An MCP server that enables high-speed Android screenshot capture with ~50ms latency using the scrcpy frame buffer. It maintains a circular buffer for instant access to recent frames and automatically falls back to ADB when scrcpy is unavailable.

YouTube Transcript MCP Server

Enables fetching YouTube video transcripts with Google OAuth 2.0 authentication. Supports both manual and auto-generated transcripts with optional timestamps from video URLs or IDs.

ai-usage-mcp

Read-only MCP server for querying AI usage metrics (exact tokens, cost, latency, errors, productivity) from a local SQLite database, enabling charts and analysis in Claude Code and Cursor.