Discover Awesome MCP Servers

dynamic-db-mcp-server

Enables AI agents to dynamically register and query MySQL-compatible databases at runtime with built-in destructive SQL protection.

otie-mcp

MCP server for controlling Opentrons robots (OT-2/Flex) via HTTP API v2 and Python Protocol API, enabling protocol validation, upload and execution, status monitoring, run control, and documentation search.

FlashCardsMCP

A dockerized Python MCP server that manages flash card projects using OpenAI embeddings and SQLite, enabling semantic search and storage of flash cards across projects.

visualize-chat-mcp

MCP server that visualizes Claude conversations as interactive mindmaps, enabling export and optional upload to Navigate Chat.

img-convert MCP Server

Provides AI agents with tools to convert images between formats and inspect image metadata, enabling seamless image processing within agent workflows.

MyWebSearch MCP

Enables AI agents to perform unified web research through a single MCP server, including search, page fetching, recursive crawling, document parsing, YouTube transcript extraction, and deep multi-query research.

Social Media MCP

A local MCP adapter collection for social media channels, currently supporting Douyin with tools for channel startup, login assistance, messaging, and notifications.

Tribunal TRT12: Certidão Eletrônica de Ações Trabalhistas (CEAT)

Consulta em fonte oficial da Certidão Eletrônica de Ações Trabalhistas do TRT12.

Macrocosmos MCP

Enables real-time queries and large-scale data collection from X (Twitter) and Reddit via the Model Context Protocol, powered by Bittensor's Data Universe.

mcp-jazzcash

Enables AI agents to create hosted checkouts, charge mobile wallets, query transactions, and process refunds via the JazzCash payment API.

FEGIS

FEGIS 是一个模型上下文协议服务器，它通过模式中定义的可定制认知工具，为大型语言模型（LLM）提供结构化、持久化和可移植的记忆。

changedetection-mcp

An MCP server that gives AI agents native access to ChangeDetection.io, enabling watch management, change history, and tag organization for website change detection.

pinelabs-mcp

MCP server for Pine Labs payment gateway that connects AI assistants to Pine Labs payment APIs using client credentials.

Project Guardian MCP

A focused project memory system that provides knowledge graph capabilities and SQLite database operations for intelligent entity tracking and workflow management. It enables AI models to maintain persistent project context through 17 specialized tools, 10 resources, and 27 pre-built prompts.

RagDocs MCP Server

Enables semantic search and management of documentation through vector similarity using Qdrant and Ollama/OpenAI embeddings.

Monday .com MCP Server by CData

Monday .com MCP Server by CData

HuggingFace-Hub-Tagging-Bot

Automated MCP server that listens for Hugging Face discussion comments, extracts ML tags, and creates pull requests to update model metadata.

spreshapp-mcp

Connects Claude to SpreshApp's Facebook ad intelligence platform, enabling competitor research, ad angle analysis, brand ad tracking, and library search directly from Claude.

NotionMCP Light

A Model Context Protocol server that synchronizes Markdown files with Notion pages without using LLM tokens, enabling direct interaction with Notion databases and pages through API calls.

football-api-mcp

MCP server for football-data.org API providing access to football data like standings, matches, teams, and scorers.

Yahoo Finance MCP Server

一个简单的 MCP 服务器，用于 Yahoo Finance，使用 yfinance 库。该服务器提供了一系列工具来获取股票数据、新闻和其他金融信息。

HWPX MCP Server

Enables AI models to read, create, and edit Korean HWPX documents with advanced support for tables, paragraphs, styles, and images. It features enhanced stability through atomic file writing and smart layout recalculation to prevent document corruption.

fast-bitrix24-mcp

MCP server for interacting with Bitrix24 REST API, enabling CRUD operations on deals, contacts, companies, users, leads, and tasks, plus analytics and risk assessment.

outrank-mcp

MCP server for Outrank that enables AI agents to verify credits, manage website products, queue keyword research, generate SEO articles, and fetch article content.

Gear

An MCP server that enables AI assistants to directly run, inspect, modify, and debug Godot game development projects through 110+ tools covering scenes, scripts, resources, runtime debugging, and asset management.

HR Leave Management MCP Server

Enables managing employee leave requests (apply, view, list leaves) through Claude desktop using natural language.

fcp-drawio

MCP server that enables LLMs to create and edit draw.io diagrams using high-level intent commands, with automatic layout and styling.

agent-guard-mcp

Detects and prevents infinite agent loops via circuit breakers, pattern detection, and recovery recommendations.

BuildClub.io Official MCP Server

BuildClub 官方 MCP 服务器

mcp-arcgis-aurora

Enables searching and querying City of Aurora, Colorado open geospatial data (ArcGIS) including parcels, zoning, and public works datasets.