Discover Awesome MCP Servers

ChainAware Behavioural Prediction MCP Server

The Behavioural Prediction MCP Server provides AI-powered tools to analyze wallet behaviour prediction,fraud detection and rug pull prediction.

Paper MCP Server

An MCP server that connects to the Paper WebSocket API for managing canvas node operations. It enables users to list, create, update, and delete nodes and documents on the Paper platform.

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Universal Search-First Knowledge Acquisition Plugin for LLMs. Enables real-time web search and deep page browsing via MCP or CLI. Zero-cost, privacy-first, supports DuckDuckGo, Bing, Google, Brave, Wikipedia, Arxiv, YouTube, Reddit and more.

Yandex Wordstat MCP

Enables keyword research and search trend analysis for the Russian market through Yandex Wordstat API. Provides access to popular search queries, search volume dynamics over time, and regional distribution data.

FastIntercom MCP Server

Enables fast, local access to Intercom conversations through intelligent caching and background synchronization. Provides sub-100ms search capabilities for conversation analytics with natural language timeframes and text search.

IVR Flow Linter

Validates IVR flow definitions (JSON) to detect errors like unreachable nodes, dead ends, and missing fallbacks, providing scores and fix suggestions. Includes interactive visualization widget for ChatGPT and Claude Desktop integration.

D2L Brightspace MCP Server

Enables AI assistants to interact with D2L Brightspace LMS, providing access to assignments, grades, course content, calendar events, and announcements through automated SSO authentication.

Zillow56 MCP Server

Enables access to the Zillow56 API to search for real estate listings and rental market trends using locations, coordinates, or specific property filters. It also provides comprehensive housing market snapshots and historical data based on the Zillow Home Value Index (ZHVI).

DocAgent

AI-powered document generation suite that creates comprehensive software documentation including requirements, design specs, test strategies, and deployment guides through LangGraph workflows. Integrates with Cursor IDE via MCP to transform project ideas into professional documentation suites.

OpenKer Modeler MCP Server

Enables AI agents to traverse SysML v2 model graphs, query requirements, and perform impact analysis for model-based systems engineering. It allows agents to interact with plain-text models to automate documentation and refine system architectures.

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.

Outlook MCP Server

An integration server that lets you control Microsoft Outlook on Windows via COM, enabling email reading, summarization, and draft generation without complex security setup.

Shiplogic MCP Server

An MCP server providing seamless integration with the Shiplogic shipping API to calculate shipping rates, create shipments, track packages, and manage shipping operations programmatically.

Apollo.io MCP Server

A Model Context Protocol server implementation that enables AI assistants to interact with Apollo.io data, performing operations like people/organization enrichment, searching, and retrieving job postings through natural language commands.

Pterasim MCP Server

Enables wing simulation and aerodynamic analysis for pterosaur-inspired flight models. Provides lift, drag, and thrust calculations through the pterasim module with analytical fallbacks when the native module is unavailable.

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Two prediction examples in the Alink tutorial: input a year to predict GMV; input a piece of feedback to analyze its sentiment (positive/negative).

Genji MCP Server

Provides access to the Genji API for searching and analyzing classical Japanese literature texts with advanced normalization features for historical Japanese text variations, including repeat marks expansion, kanji-kana unification, and historical kana handling.

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.

Filesystem MCP

Provides secure filesystem access for AI assistants with optimizations like file reading limits and depth-limited traversal to improve token efficiency. It enables AI models to read, write, and search files within explicitly allowed directories while automatically skipping large system folders.

Maven Version Server

An MCP server for managing Maven dependency versions using direct metadata parsing from Maven Central. It provides tools to fetch latest stable versions, list version history, and compare versions with upgrade recommendations.

Interactive Automation MCP Server

A comprehensive Model Context Protocol server that enables Claude Code to perform expect/pexpect-style automation for interactive programs, supporting complex interactions with terminal programs, SSH sessions, databases, and debugging workflows.

MCP PC Control Server

Provides comprehensive PC control capabilities including file operations (read, write, edit, delete), directory management, file search, and shell command execution through the Model Context Protocol.

uptodoc

Enables AI assistants in IDEs to query custom documentation databases for more relevant and up-to-date information about libraries and frameworks. Improves coding suggestions by providing project-specific documentation through a configurable endpoint.

Codex LSP Bridge

Exposes Language Server Protocol (LSP) features as MCP tools, enabling IDE-grade semantic navigation including go-to-definition, find references, hover info, and symbols across multiple programming languages (Python, Rust, C/C++, TypeScript/JavaScript, React, HTML, CSS).

Limitless MCP Server

Provides advanced analysis of conversations from Limitless Pendant recordings, including intelligent meeting detection, action item extraction, natural language time queries, and comprehensive conversation analytics with smart pagination support.

FastAPI MCP Application

A REST API built with FastAPI that exposes endpoints via Model Context Protocol (MCP), allowing clients to interact with CRUD operations through MCP interfaces.

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.