Discover Awesome MCP Servers

numguard

Verify a number before an agent asserts it — a Deflated Sharpe Ratio for backtest, plus eval-gap, subset-win, and judge-bias checks, with signed receipts anyone can verify offline.

DataForSEO MCP Server

Enables professional SEO/SEM research with geolocalized keyword discovery, competitor analysis, and SERP ranking insights using DataForSEO API.

google-flights-mcp

Enables real-time flight fare searches across date ranges and multiple destinations, with historical price insights and booking links. Provides one-way and round-trip search tools through MCP.

airtable-plus-mcp-server

Extends Airtable MCP server with full CRUD, bulk import/upsert, data analysis, schema validation, and data export capabilities.

Jimeng AI Multimodal MCP

Enables AI-powered multimodal content generation using Volcano Engine's Jimeng AI, supporting text-to-image, text-to-video, and image-to-video conversion with customizable parameters.

Trilium MCP Server

Enables users to manage Trilium Notes through natural language commands in the terminal. Provides full ETAPI integration for creating, searching, moving, and editing notes, along with an autonomous agent for complex organizational tasks.

MCP Prometheus

An MCP server for Prometheus-based monitoring that enables users to query system metrics, resource usage, and PostgreSQL health across multiple environments. It supports both predefined diagnostic checks and custom PromQL execution for comprehensive server monitoring and troubleshooting.

MCP Build Environment Service

Provides secure access to containerized build environments for software projects, enabling AI assistants to execute builds, run tests, manage git operations, and inspect build artifacts without requiring local installation of dependencies.

mofstructure-mcp

An MCP server for deconstructing and analyzing Metal-Organic Framework (MOF) structures, including SBU and ligand identification, guest removal, and COF stacking analysis. It enables AI agents to perform automated chemical informatics and structural characterization on crystal structures via CIF files.

Slack MCP Server

Enables building AI apps in Slack using the Slack MCP server and OpenAI models.

codeweave-mcp

An MCP server that gives AI agents structured code understanding and precise code intelligence via local indexing of AST, call graphs, and semantic search.

@gravv/mcp

MCP server for the Gravv payments API that lets AI assistants onboard customers, run KYC, open accounts, move money, issue cards, and exchange currency, with built-in documentation search and safety confirmations for money-moving operations.

Google MCP Server

Integrates with Google Docs and Gmail to append text to documents and create email drafts, with a terminal approval step before any action executes.

Routine

An MCP server that allows users to create custom tools on the fly by stitching together actions from multiple MCP tools into reusable routines.

runbook-workflows

MCP server for authoring, validating, simulating, and publishing workflows for the Runbook workflow engine, including branch and run management.

JMA Data MCP

Provides access to Japan Meteorological Agency (JMA) weather data including real-time observations, historical weather data, and forecasts from 1286 AMeDAS stations across Japan.

CommitLore

Git-native decision memory for coding agents: stores constraints, ruled-out alternatives, and warnings as git trailers and refs/notes, returning only records still in force for the file path being edited.

mcp-hkexnews

MCP server for discovering, downloading, parsing, and searching Hong Kong listed company announcements from HKEXnews through 6 structured tools.

nr-mcp: New Relic MCP Server

Server MCP New Relic

mcp-catastro

MCP server for the Spanish Cadastre, enabling local queries of official INSPIRE parcel data (area, geometry, neighboring parcels, searches) and online queries to the OVC and electronic headquarters for additional details, with rate limiting and caching.

ACMS (Apple Container MCP Server)

Provides programmatic access to Apple's container CLI tool on macOS, enabling users to perform 50+ container operations including creation, management, and system control of Apple Silicon containers.

hilma-mcp

MCP server for Finnish public procurement notices (Hilma). Enables searching and retrieving procurement notices directly from Claude without a separate browser.

sipap-mcp

Production-ready MCP server framework for AWS Lambda and ECS Fargate, providing base classes and infrastructure for building MCP servers that implement JSON-RPC 2.0 with authentication, session management, and tool registration.

Weather MCP Server

Retrieves weather alerts and forecasts from the National Weather Service API.

icloud-drive-mcp

MCP server for managing iCloud Drive files via the local sync folder. Provides tools for listing, reading, writing, deleting, moving, searching, and getting metadata for files.

arxiv-mcp

Converts arXiv academic papers to Markdown format and provides tools for extracting arXiv IDs and generating URLs.

Tilda MCP Server

Enables managing Tilda projects, pages, and exports via the Tilda API with 7 tools. Supports stdio and HTTP modes.

VMFramework MCP

Exposes VMFramework-specific editor workflows as first-class Unity MCP project tools.

FichePro MCP Server

Enables dropshippers and e-commerce operators to generate SEO-optimized product listings, score SEO, audit catalogs, discover niches and suppliers, and surface Autopilot optimizations directly from Claude.

TOCA MCP Server

Deterministic execution layer for ChatGPT that manages TOCA_OS business operations from Google Drive, enabling Instagram scheduling and publishing with idempotent provider-backed reconciliation.