Discover Awesome MCP Servers

Physics MCP Server

Provides 55 specialized tools for precise physics calculations and rigid-body simulations, covering mechanics, fluid dynamics, and rotational motion. It enables LLMs to perform realistic motion analysis and trajectory modeling with support for real-world factors like drag, wind, and altitude.

bharatlas-mcp

Description: Query India's open geo data in natural language. 8 tools: list layers, inspect schemas, filter/group any column, point-in-polygon locate, spatial proximity search, downloads in 5 formats. Covers admin boundaries (state to village), city wards, forests, rivers, dams, hospitals, highways, airports, and more.

OpenChronicle

Local-first memory MCP server that captures macOS screen and app context into persistent Markdown, enabling any tool-capable LLM agent to query its working history.

playstore-release-mcp

An MCP server that drives Google Play releases: bundle upload, track releases (internal/closed/open/production), listing metadata, store graphics, and review replies.

mcp-weather-sse

An SSE-based MCP server for retrieving real-time weather data for a specified location, supporting current conditions and forecasts.

Purrr Mint MCP

Mints $PURRR tokens by spending $CASHCAT on Robinhood Chain, with a discounted rate for AI agent-initiated mints.

spreadsheet-mcp-app

Enables AI assistants to present interactive spreadsheets within conversations, allowing users to view, edit, import, and export Excel/CSV data directly through the chat interface.

Log Analyzer MCP

Enables AI-assisted analysis of log files through advanced searching, filtering, and test execution capabilities. Supports time-based queries, pattern matching, test summarization, and code coverage reporting directly within compatible MCP clients.

sendbird-mcp

MCP server for Sendbird chat infrastructure, enabling AI agents to provision users, create channels, fetch history, send admin messages, and moderate users via 5 tools.

Rynmesh

Enables AI operators to interact with a local-first personal AI assistant, including content discovery, recommendations, signed content publishing, and peer exchange through MCP tools.

Unified MCP Server

A server that exposes AI tools and resources through REST API, MCP, and WebSocket protocols using simple decorators.

Test MCP Server

Manages user data with resources, tools, and prompts for CRUD operations on a JSON file.

Google Search MCP Server

A Model Context Protocol server that enables AI assistants to perform web searches using Google Search API, returning up to 20 search results in JSON format.

MPM-Coding

Provides AI coding assistants with code search, impact analysis, task chaining, and persistent memory to turn AI demos into deliverable code.

RivalSearchMCP

Enables comprehensive web research through multi-engine search, intelligent website crawling, content analysis, trends data exploration, and automated research workflows with anti-detection measures and rich snippet detection.

ledgerfc-mcp

Provides AI agents with live, grounded sports data including model probabilities, track records, and European soccer and tennis arbitrage opportunities, so they answer from real numbers instead of stale guesses.

Timers Studio MCP Server

Enables LLM clients to answer prospect questions about Timers Studio, a professional broadcast timer platform, with first-party data on competitive positioning, use cases, personas, and recommended plans.

TOP GUN GEO-Lens

Measures brand visibility in AI-powered search sources and provides actionable GEO recommendations.

MCP Express on Netlify

A basic example of deploying a serverless Model Context Protocol (MCP) server using Netlify Functions, allowing developers to quickly create and deploy MCP-compatible AI agent backends.

ytt-mcp

An MCP server designed to fetch transcripts for YouTube videos. It enables AI tools to access video text content for tasks like summarization, analysis, and key takeaway extraction.

spotify-mcp-server

An unofficial MCP server that provides access to Spotify's Web API through the Model Context Protocol, enabling AI assistants to search music, manage playlists, and control playback.

Unofficial Dex CRM MCP Server

An MCP server that integrates the Dex personal CRM API with AI assistants to manage contacts, groups, tags, and reminders through 27 specialized tools. It enables users to perform unified searches and execute full CRUD operations on their CRM data via natural language.

RAG MCP Tool

Provides intelligent retrieval capabilities for local files by scanning directories, generating vector indexes, and enabling semantic search through RAG (Retrieval Augmented Generation) with incremental indexing support.

Veroq

web search and financial search intelligence MCP server — /ask /verify + 52 tools for verified market data, trading signals, fact-checking with evidence chains, and 1,061+ tickers. Ask anything, verify everything.

ROIC.ai Financial Data MCP Server

Enables AI assistants to access stock prices, financial statements, earnings call transcripts, and fundamental data for 60,000+ public companies via 25 read-only tools.

dash-mcp-server-node

Enables searching and accessing Dash documentation directly, with tools to list docsets, search snippets, load pages, and enable full-text search.

plex-claude-plugin

Enables Plex Media Server administration including library management, media file identification and renaming, batch processing, and automatic ingestion with folder watching.

Motion MCP Server

Enables managing tasks, projects, schedules, users, comments, and more in Motion via natural language through the Model Context Protocol.

eyeballs

MCP server for visual monitoring: take screenshots of URLs and detect visual changes against stored baselines.

Shopping List MCP Server

Enables AI assistants to manage a shared shopping list by adding, viewing, updating, and deleting products for different people via MCP tools.