Discover Awesome MCP Servers

Gemini MCP File Agent

A local server that enables Google's Gemini AI to safely read, write, and list files within a controlled sandbox folder on your computer through natural language chat interactions.

Prompt Learning MCP Server

Provides stateful prompt optimization using research-backed techniques like APE and OPRO, learning from historical performance data via a vector database. It enables users to automatically refine prompts, retrieve high-performing examples, and track performance analytics through iterative feedback.

Codelens-MCP

An MCP server that gives Claude Desktop complete intelligence about any public GitHub repository. Research libraries, compare packages, audit dependencies, and explore codebases through natural conversation.

Jokes MCP Server

A humor-focused MCP server that delivers jokes through Microsoft Copilot Studio. Demonstrates how to deploy an MCP server on Azure and integrate it with Power Platform connectors for AI-powered agents.

HuggingMCP

A Model Context Protocol server that allows Claude and other MCP-compatible AI assistants to interact with the Hugging Face ecosystem, enabling repository management, file operations, search, and collections management through natural language.

MCP Weather

A TypeScript-based Model Context Protocol server that enables Claude Desktop to fetch real-time weather data via external weather APIs. It provides a simple integration for users to query current weather information through natural language interactions.

Hedera MCP Server

A production-ready Node.js server that enables decentralized communication between AI agents on the Hedera network, implementing the Model-Context-Protocol architecture with support for multiple Hedera Consensus Service standards.

Adjust Reporting Server

Server MCP yang berinteraksi dengan Adjust API, memungkinkan Anda untuk menanyakan laporan analitik seluler, metrik, dan data kinerja menggunakan bahasa alami dari klien MCP mana pun seperti Cursor atau Claude Desktop.

Fermat MCP

A FastMCP server for mathematical computations, including numerical and symbolic calculations with NumPy and SymPy integration, as well as data visualization through Matplotlib.

LeaveManager

A Model Context Protocol server that enables users to manage employee leave through natural language. It provides tools to check leave balances, apply for leave, and view leave history via Claude integration.

signbee-mcp

Document signing for AI agents. Send markdown or PDF for two-party e-signing with a single tool call — handles PDF generation, email verification, and SHA-256 certified delivery.

Stock Market Research Assistant

So I tried out this cool tool I saw in a LinkedIn post https://openapitools.com All you need is your API schema (OpenAPI/Swagger), and it automatically generates an MCP schema for you. You can then drop it straight into Claude Desktop (or Cursor, LangChain, etc.) and instantly start chatting with

rustypaste-mcp-server

An MCP server that wraps the rustypaste API, allowing users to upload text, files, and URLs to a rustypaste instance. It supports features such as single-use links, file expiration, and URL shortening.

Codebase Contextifier 9000

Enables semantic code search across multiple repositories using AST-aware chunking and relationship tracking. Supports local LLM embeddings, real-time indexing, and cross-codebase dependency analysis through vector and graph databases.

Country Info MCP Server

Provides tools to retrieve and compare detailed information about countries, including population, region, and currency data. It allows users to search for specific countries or list them by region.

Decision OS MCP

An LLM-native decision tracking system that captures unexpected engineering outcomes as 'pressure events' to build a persistent learning foundation. It enables AI assistants to manage cases, log surprises, and promote recurring insights into global or project-specific knowledge bases.

symbolics-mcp

An MCP server that enables LLMs to evaluate Lisp expressions on a Symbolics Genera machine over TCP. It bridges JSON-RPC requests to the Genera environment to return evaluation results, stdout, and stderr.

MCP Atlassian

An MCP server that integrates with Jira and Confluence to enable AI-powered issue management, content search, and document creation. It supports both Cloud and on-premise deployments, allowing users to automate workspace tasks through natural language.

Fess MCP Server

Server MCP untuk berinteraksi dengan mesin pencari Fess.

osint-mcp-server

Provides AI agents with 37 OSINT tools and 12 data sources to perform unified reconnaissance, domain analysis, and attack surface mapping. It enables agents to query, correlate, and reason across platforms like Shodan, VirusTotal, and Censys in parallel.

GZOO Cortex

Local-first knowledge graph for developers. Watches project files, extracts entities and relationships via LLMs, and lets you query across projects in natural language with source citations. Provides 4 MCP tools: get_status, list_projects, find_entity, query_cortex.

CHGIS MCP Server

Enables querying of China Historical Geographic Information System (CHGIS) database for historical place names, administrative divisions, and geographical data from 222 BCE to 1911 CE. Supports searching by place ID, name, year, administrative type, and retrieving historical context and hierarchical relationships.

Datadog MCP Server

Enables interaction with Datadog's monitoring platform through their API, providing access to monitors, dashboards, metrics, events, logs, and incident management data.

MCP Server für Kerykeion

This template provides a streamlined foundation for building Model Context Protocol (MCP) servers in Python. It's designed to make AI-assisted development of MCP tools easier and more efficient.

MindMesh MCP Server

Claude 3.7 Swarm dengan Koherensi Medan: Sebuah server Protokol Konteks Model (MCP) yang mengorkestrasi banyak instance Claude 3.7 Sonnet khusus dalam sebuah swarm yang terinspirasi kuantum. Ini menciptakan efek koherensi medan di seluruh spesialis pengenalan pola, teori informasi, dan penalaran untuk menghasilkan respons yang koheren secara optimal dari kecerdasan ensembel.

Hello MCP Server

A simple demonstration MCP server that responds with "4" when greeted with "hello". Serves as a basic example for understanding MCP server implementation.

astro-mcp

Here are a few ways to interpret "MCP server to support Astro project development" and their Indonesian translations: **1. Assuming "MCP" refers to a specific server software or platform (e.g., a custom server, or a typo):** * **English:** "A [MCP server name] server to support Astro project development." * **Indonesian:** "Sebuah server [Nama server MCP] untuk mendukung pengembangan proyek Astro." * **Explanation:** This is the most literal translation, assuming "MCP" is a specific name. You would replace "[Nama server MCP]" with the actual name. **2. Assuming "MCP" is a general term for a server that provides necessary components or services:** * **English:** "A server with necessary components/services to support Astro project development." * **Indonesian:** "Sebuah server dengan komponen/layanan yang diperlukan untuk mendukung pengembangan proyek Astro." * **Explanation:** This translation focuses on the functionality of the server. **3. Assuming "MCP" is a typo and meant to be something else (e.g., "local"):** * **English:** "A local server to support Astro project development." * **Indonesian:** "Sebuah server lokal untuk mendukung pengembangan proyek Astro." * **Explanation:** This assumes you want a server running on your local machine. **4. More general translation:** * **English:** "A server for Astro project development." * **Indonesian:** "Sebuah server untuk pengembangan proyek Astro." * **Explanation:** This is the simplest and most general translation. **Which translation is best depends on what you mean by "MCP". Please provide more context if you need a more accurate translation.**

Time Tracking MCP

Enables natural language time tracking through Claude with markdown file storage. Supports multi-company tracking, flexible time parsing, auto-calculated summaries, and commitment warnings all through conversational input.