Discover Awesome MCP Servers

Atla MCP Server

Initial version of an mcp server for agents to interact with atla's models

MCP Playground

MCP Playground for learning MCP Client and Server

Persistent-Code MCP Server

Creates and maintains a semantic knowledge graph of code that allows maintaining context across sessions with Claude, providing advanced search capabilities without requiring the entire codebase in the context window.

MCP-RAG

RAG system that utilize MCP server

Construction Cost Calculator MCP

Provides construction cost estimation tools using data from a public Google Sheet for items like concrete, framing, and electrical. It allows users to search items, filter by category, and calculate total project costs including labor and material expenses.

Doorstop MCP

Enables interaction with the Doorstop requirements management framework, allowing users to create, edit, link, and review requirement items and documents through natural language commands.

ComfyMCP Studio

Generates 2D game assets (sprites, icons, tilesets, characters, animations) using AI workflows powered by ComfyUI with support for viewpoint control, style presets, and Unity export.

mcp-file-oper

file operation

文化天府MCP服务器

A Model Context Protocol server for Dify that provides culture-related services including courses, activities, user management, and search functionality.

PowerPoint Translator

Translates PowerPoint presentations while preserving formatting using Amazon Bedrock models, available as both a standalone tool and a FastMCP service for AI assistants like Amazon Q Developer.

MCP OpenAI Server

Enables Claude to directly invoke OpenAI's chat models (GPT-4o, GPT-4o-mini, o1-preview, o1-mini) through a Model Context Protocol integration, allowing users to query and compare responses from different AI models within Claude Desktop.

KIS REST API MCP Server

A Model Context Protocol server for interacting with Korea Investment & Securities (KIS) REST API, enabling domestic and foreign stock trading, price checks, and account management.

Slack MCP Server

An MCP server that enables AI agents to search and retrieve messages within a Slack workspace using the Slack Web API. It supports specific channel filtering and includes built-in rate limit handling for efficient message discovery.

Unipile MCP Server

Enables AI models to interact with messages from various messaging platforms (Mobile, Mail, WhatsApp, LinkedIn, Slack, Twitter, Telegram, Instagram, Messenger) through a standardized interface.

reddit-mcp-server

A Model Context Protocol (MCP) that provides tools for fetching and creating Reddit content.

MCP JSONDiff Kel

An efficient MCP server for performing accurate, deep comparisons between JSON objects or strings using the deepdiff engine. It provides AI agents with standardized difference reports, supporting nested structures and various input formats to ensure precise data analysis.

Google API Discovery Service MCP Server

An MCP server that provides access to Google's API Discovery Service, allowing agents to discover and interact with Google APIs through natural language commands.

mcp-clockify

MCP Clockify Server

MCP UseCase Function Server

Triggers predefined functions based on specific usecases including data analysis, text processing, mathematical calculations, file operations, and web request simulations through natural language prompts.

MCP Middleware Server

A FastMCP server providing session-based memory and dynamic authentication using LangChain and Google Gemini. It enables persistent conversation history tracking through a session-ID system over HTTP transport.

TWSE MCP Server

Provides real-time access to Taiwan Stock Exchange market data, financial reports, and trading analytics. It enables users to query stock prices, market indices, and corporate profitability metrics through natural language.

Loom Local MCP Server

Extracts and analyzes key frames from Loom videos or local video files for debugging purposes. Automatically detects scene changes and provides visual context for troubleshooting issues.

MCP Server for Coroot

A Model Context Protocol server that provides seamless integration with Coroot observability platform, enabling monitoring of applications, analysis of performance metrics, examination of logs and traces, and management of infrastructure through Coroot's comprehensive API.

Hivemind MCP

Provides access to a community knowledge base of 16k+ debugging solutions and 223+ reusable skills, plus auto-scanned project-specific knowledge bases that learn and store solutions as you work.

BANANA-MCP

An All-in-One Model Context Protocol Server Package that integrates 14 MCP servers (including YouTube, GitHub, Figma, databases) into a single Docker container for use with Claude.

Beelzebub MCP Honeypot

Description: Introduce Beelzebub, an MCP‑based honeypot framework that enables creating decoy tools to detect prompt injection and malicious agent behavior. Motivation: Strengthen the security of LLM workflows by adding a non‑intrusive detection mechanism.