Discover Awesome MCP Servers

jumuia-mcp

MCP server for Kenya community finance — SACCO finder, chama formation, cooperative benefits, loan guides, member rights.

Containerization Assist MCP Server

An AI-powered containerization assistant that helps you build, scan, and deploy Docker containers through VS Code and other MCP-compatible tools.

mcp_photo

MCP server for generating and editing images using OpenRouter API, with support for multiple models and dynamic model discovery. Runs in Docker and integrates with Claude Desktop via stdio transport.

image_mcp

Enables text-only LLMs to analyze images by routing them to an OpenAI-compatible vision backend, supporting local files, URLs, and data URLs.

MCP Indexer

Enables semantic code search across multiple repositories using natural language queries. Provides intelligent code discovery, symbol lookups, and cross-repo dependency analysis for AI coding agents.

routes-mcp-israel

Provides real-time transit routes and arrival times for Israel, using Google Routes API, Places API, and GTFS data.

sfskills-mcp

Provides live-org context for AI assistants with tools to search skills, agents, templates, decision trees, and query Salesforce metadata (Apex, LWC, objects, fields, etc.) via MCP.

agent-treats-mcp

Provides 7 free fun tools (fortune cookie, compliment, fun fact, etc.) for AI agents as a sample tray of the full Agent Treats store.

fleet-mcp-server

Enables semantic search, recommendations, and similar crate lookups for Rust crates via vector embeddings.

Thailand NSO MCP Server

Enables natural language discovery, querying, and analysis of Thailand's official statistics from the National Statistical Office via SDMX REST API. It provides tools for searching dataflows, exploring structures, and fetching data with caching and bilingual support.

Merkl MCP Server

MCP server providing tools to search, get, and aggregate Merkl opportunities. Enables querying campaign data, APRs, TVL, and more through natural language.

Fantasy-Football-Draft-MCP

MCP server that acts as a live fantasy football draft assistant, syncing ESPN or Sleeper boards and providing pick recommendations with reasoning and survival odds.

gromacs-mcp

Enables running GROMACS molecular dynamics simulations through natural language, with tools for topology building, solvation, simulation management, and trajectory processing via the Model Context Protocol.

Volume Wall Detector MCP

An MCP server that analyzes stock trading volume to identify significant price levels (volume walls), supporting features like order book data fetching, trade analysis, and volume distribution tracking.

ibkr-mcp

Enables LLM agents to interact with Interactive Brokers accounts for market data, account info, and order entry with built-in risk controls and a two-step confirmation flow.

Insforge MCP Server

Enables AI agents to interact with Insforge backend-as-a-service platform through the Model Context Protocol, providing tools for database management, authentication, and storage operations.

MCP Releases Server

An MCP server that provides GitHub release information through the Model Context Protocol. It features a tool to retrieve the latest stable release version of any specified GitHub repository.

PowerPlatform MCP Server

Provides intelligent access to PowerPlatform/Dataverse entities and records, enabling entity metadata exploration, OData querying, relationship mapping, and AI-assisted query building through MCP.

CrackMapExec MCP Server

An MCP server that provides AI assistants with access to CrackMapExec/NetExec network penetration testing capabilities via SSH to a Kali Linux host, supporting multiple protocols for enumeration, credential dumping, and command execution.

wx4py-mcp

MCP server for WeChat PC automation, enabling message sending, voice/video calls, and AI-powered listening through Cursor or WorkBuddy.

Alice Flights

Add real-time flight search. Alice Flights is a hosted, remote MCP server that lets an AI assistant search flights — best, cheapest, and fastest options with live seat availability — directly in a conversation. Powered by Alice, Israel's flight-booking travel app.

Local File Reader MCP Server

Enables AI assistants to securely read and analyze local files such as CSV, JSON, and PDF from the project directory, allowing tasks like spending analysis.

docs-to-mcp

Enables searching and retrieving documentation from crawled documentation sites as an MCP server, allowing coding agents to query real docs instead of relying on training data.

Apple Reminders MCP Server

Programmatic access to Apple Reminders via SSE, enabling creation, reading, updating, and deletion of reminders and reminder lists.

mesh-memory

Self-hosted semantic memory for AI agents. Save worklogs, decisions, and notes via MCP, then recall them across sessions by meaning rather than keyword. Backed by Postgres + pgvector with local embeddings (multilingual-e5-base).

Gmail MCP Server

Enables AI assistants to search, read, and download attachments from Gmail using natural language, with read-only access.

empresa-mcp-demo

Demonstration MCP server for Claude Team integration, enabling querying of sample business data (orders, clients, products) and real-time currency exchange rates through natural language.

rqbit Torrent Client MCP

Python wrapper & MCP server for the rqbit API

annotation-overlay-mcp

Enables DOM-aware visual annotation of web pages with drawing tools and element selection, submitting structured annotations to Claude Code via MCP for automated feedback processing.

hive-mcp

Transforms idle LAN machines into a unified compute cluster for AI agents to offload CPU-intensive tasks like simulations and backtesting. It provides a broker-worker architecture that integrates with MCP-compatible tools to distribute workloads across a local network.