Discover Awesome MCP Servers

mcp-hashline-edit-server

Provides hashline-based file editing using line-addressed edits and content hashes for integrity verification. It enables LLMs to perform precise file modifications while ensuring edits are rejected if the file content has changed since the last read.

LINE Bot MCP Server

Enables AI agents to send messages, manage rich menus, and interact with users through LINE Official Accounts via the LINE Messaging API. Supports both individual messaging and broadcasting to all followers with text and customizable flex messages.

mcp-inaturalist

Enables querying citizen-science species observations from iNaturalist via the Pipeworx MCP gateway. Provides read-only access to species data without authentication.

japan-intelligence-api

Provides AI agents with comprehensive Japanese market intelligence through 27 MCP tools, covering corporate data, macroeconomics, financials, and environmental data from 14 integrated sources.

MCPServer

A production-ready MCP server built with Python, exposing 17 tools to manage users, products, and orders via a JSON-backed REST API, ready for Claude Desktop and any MCP client.

Minion MCP

A Model Context Protocol server that lets AI assistants communicate through Minionese, offering tools for chat and text transformation, reusable prompts, and resources for banana-aligned intelligence.

HHS Media Services API MCP Server

A Multi-Agent Conversation Protocol Server that provides a natural language interface to the U.S. Department of Health & Human Services (HHS) Media Services API, allowing users to access health-related data and media resources through conversational AI.

PyP6Xer MCP Server

Enables AI assistants to analyze Primavera P6 XER files for insights into critical paths, schedule health, and project performance. It provides 23 specialized tools for managing schedule data, resources, and earned value through local or remote interfaces.

ERIC MCP Server

An MCP server for searching the ERIC education research database, enabling keyword search, record retrieval, thesaurus lookup, author search, and citation export.

hestia

Enables users to search Airbnb listings using natural language, including flexible dates, guest counts, price range, property type, and amenities. It provides listing summaries and details but does not handle bookings.

Comics MCP

Model Context Protocol server for comic data sources with plugin architecture, enabling character information retrieval from Comic Vine API.

FilesystemMCP

A local, customizable MCP server for filesystem access that extends the official Anthropic implementation with additional tools and functionality. It enables users to securely read, write, edit, and manage files and directories within specific allowed local paths.

Revit MCP

Allows AI to interact with Autodesk Revit via the MCP protocol, enabling retrieval of project data and automation of tasks like creating, modifying, and deleting elements.

StarSeeker MCP

A powerful MCP server that helps you discover relevant repositories from your own starred list on GitHub using BM25 keyword ranking and Gemini Semantic Search.

Git Memory MCP Server

Enables Git repository operations and real-time monitoring via MCP tools, with support for WebSocket events, authentication, and observability.

yahoo_realtime_search

Enables to search Yahoo! Real-time Search for recent posts, images, videos, etc. Returns results in Markdown format.

OpenFDA Drug Label MCP Server

Enables querying FDA drug label information including adverse reactions, warnings, and indications via natural language.

Simple Weather MCP

A cross-platform MCP server that provides weather forecasts by coordinates, location name, or IP address without requiring API keys. It leverages Open Meteo and OpenStreetMap to deliver fast, single-query weather lookups.

time-tracker-ai-mcp

Enables tracking work time with start/stop timers, logging entries, and generating reports.

Enzan

Enables AI agents to store, retrieve, and reason over typed knowledge, skills, and patterns with confidence tracking, provenance, and self-maintenance capabilities.

attestor

Audit-grade memory backbone for agent teams. Bi-temporal facts (event time + transaction time, with recall(as_of=...) replay), 6-step deterministic retrieval (no LLM in the critical path), conversation ingest with speaker-locked dual-pass extraction, per-tenant Postgres row-level security, and Ed25519-signed provenance. Postgres + pgvector + Neo4j defaults.

aibvf-mcp

Pre-flight scoring for AI agents, returns Accelerate, Fix, or Stop with EUR value range, decision confidence, and pace-layer drag.

Screenshot Scout MCP Server

Enables capturing HTTP/HTTPS webpages as images or PDFs using Screenshot Scout, with support for full-page, element, and device-specific captures, page interactions, and caching.

DUAL MCP Server

Enables AI agents to interact directly with the DUAL Web3 Operating System for minting tokens, managing templates, and executing blockchain actions. It provides over 60 tools for handling wallets, organizations, and ZK-rollup infrastructure natively via the Model Context Protocol.

MCP Node-Notifier Server

A Model Context Protocol server that provides system notification capabilities across various platforms (macOS, Windows, Linux) using node-notifier.

partner-polaris

Enables AI assistants to query, calculate, and benchmark AWS Partner Polaris training depth levels using CSV data.

DeepSeek MCP Server

MCP server that wraps DeepSeek's AI capabilities into standard MCP tools, supporting three authentication modes including free web-based usage without API keys.

Trimble Connect MCP Server

Exposes structured documentation for 200+ Trimble Connect API endpoints and provides tools for AI-assisted development of Trimble Connect extensions and applications.

RunWhen Platform MCP

Lets your coding agent talk to the RunWhen platform — workspace chat, issues, SLXs, run sessions, and the Tool Builder — over the Model Context Protocol. Enables workspace chat with AI assistant, task authoring via Tool Builder, and direct data access to workspaces, issues, SLXs, run sessions, and more.