Model Context Protocol Server for Mobile Automation and Scraping (iOS, Android, Emulators, Simulators and Real Devices)

MCP server to provide Figma layout information to AI coding agents like Cursor

An AI-powered task-management system you can drop into Cursor, Lovable, Windsurf, Roo, and others.

Control Figma from the command line. Full read/write access for AI agents — create shapes, text, components, set styles, export images. 100+ commands.

Put an end to code hallucinations! GitMCP is a free, open-source, remote MCP server for any GitHub project

It's like v0 but in your Cursor/WindSurf/Cline. 21st dev Magic MCP server for working with your frontend like Magic

A local Apple Documentation crawler and MCP server. Written in Swift.

MCP server for interacting with the iOS simulator

A Model Context Protocol server for Excel file manipulation

Connect AI models like Claude & GPT with robots using MCP and ROS.

mcp-language-server gives MCP enabled clients access semantic tools like get definition, references, rename, and diagnostics.

Shrimp Task Manager is a task tool built for AI Agents, emphasizing chain-of-thought, reflection, and style consistency. It converts natural language into structured dev tasks with dependency tracking and iterative refinement, enabling agent-like developer behavior in reasoning AI systems.

A mcp server to allow LLMS gain context about shadcn ui component structure,usage and installation,compaitable with react,svelte 5,vue & React Native

A Jetbrains IDE IntelliJ plugin aimed to provide coding agents the ability to leverage intelliJ's indexing of the codebase

Excel MCP Server & CLI - 23 tools, 214 operations for AI-powered Excel automation via COM API

MCP server for document format conversion using pandoc.

MCP-NixOS - Model Context Protocol Server for NixOS resources

Code intelligence for AI assistants - MCP server, CLI, and HTTP API with symbol navigation, impact analysis, and architecture mapping

A flexible HTTP fetching Model Context Protocol server.

MCP server for semantic code research and context generation on real-time using LLM patterns | Search naturally across public & private repos based on your permissions | Transform any accessible codebase/s into AI-optimized knowledge on simple and complex flows | Find real implementations and live docs from anywhere

MCP server for Docker

Enable any LLM (e.g. Claude) to interactively debug any language for you via MCP and a VS Code Extension

Node.js/TypeScript MCP server for Atlassian Bitbucket. Enables AI systems (LLMs) to interact with workspaces, repositories, and pull requests via tools (list, get, comment, search). Connects AI directly to version control workflows through the standard MCP interface.

MCP (Model Context Protocol) server that enables AI assistants to interact with Storybook design systems. Extract component HTML, analyze styles, and help with design system adoption and refactoring.

MCP Server implementation for Xcode integration

Control your Android devices with AI using Model Context Protocol

An MCP server to communicate with the App Store Connect API for iOS Developers

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Docker Hub MCP Server

🦀 Prevents outdated Rust code suggestions from AI assistants. This MCP server fetches current crate docs, uses embeddings/LLMs, and provides accurate context via a tool call.

mindmap, mcp server, artifact

An MCP server that provides the coding agents Figma's design token to write Flutter code.

MCP server that connects to [Apache Airflow](https://airflow.apache.org/) using official client.

MCP Server to previewing mermaid diagrams with live reload

Advanced MCP Server ROS 2 bridging AI agents straight into robotics

Model Context Protocol (MCP) server for Go using gopls – LSP-powered analysis, tests, coverage, and tooling.

Node.js/TypeScript MCP server for Atlassian Jira. Equips AI systems (LLMs) with tools to list/get projects, search/get issues (using JQL/ID), and view dev info (commits, PRs). Connects AI capabilities directly into Jira project management and issue tracking workflows.

Convert Any OpenAPI V3 API to MCP Server

A docker MCP Server (modelcontextprotocol)

Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores per file, helping AI assistants understand the codebase. Automatically parses popular programming languages such as Python, C, C++, Rust, Zig, Lua.

Comprehensive MCP server providing real-time framework documentation access for Claude Code with intelligent caching, multi-source integration, and context-aware assistance.

MCP tool for building Xcode iOS workspace/project and feeding back error to LLMs.

MCP Swagger Server 将任何符合 OpenAPI/Swagger 规范的 REST API 转换为 Model Context Protocol (MCP) 格式，让 AI 助手能够理解和调用您的 API。

Allow AI to wade through complex OpenAPIs using Simple Language

GitKraken CLI Releases and Documentation

MCP implementation of Claude Code capabilities and more

A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators through natural language commands.

VSCode Extension with an MCP server that exposes semantic tools like Find Usages and Rename to LLMs

Model Context Protocol (MCP) implementation for Opik enabling seamless IDE integration and unified access to prompts, projects, traces, and metrics.

Model Context Protocol (MCP) Server for Langfuse Prompt Management. This server allows you to access and manage your Langfuse prompts through the Model Context Protocol.

Official PostHog MCP Server 🦔

AI Distiller is ultra‑fast, open‑source tool for intelligently extracting only the essential public APIs, types, and structure from large codebases. Compresses 90–98% of code into AI‑friendly context, integrates via CLI or MCP, supports 12+ languages, and AI prompt workflows for cleaner, cost‑effective AI development.

LLDB MCP server

A specialized server implementation for the Model Context Protocol (MCP) designed to integrate with CircleCI's development workflow. This project serves as a bridge between CircleCI's infrastructure and the Model Context Protocol, enabling enhanced AI-powered development experiences.

council of models for decision

This is an implementation project of a JVM-based MCP (Model Context Protocol) server. The project aims to provide a standardized MCP server implementation for the JVM platform, enabling AI models to better interact with the Java ecosystem.

See through your agent's eyes. Visualize legacy code, architect new systems, understand everything.

The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.

MCP server providing token-efficient access to OpenAPI/Swagger specs via MCP Resource Templates for client-side exploration.

MCP server for analyzing & generating docs for React code locally

Node.js/TypeScript MCP server for Atlassian Confluence. Provides tools enabling AI systems (LLMs) to list/get spaces & pages (content formatted as Markdown) and search via CQL. Connects AI seamlessly to Confluence knowledge bases using the standard MCP interface.

A model context protocol server to work with JetBrains IDEs: IntelliJ, PyCharm, WebStorm, etc. Also, works with Android Studio

MCP tool: let you point at DOM elements for your favorite agentic coding tool. Let AI see what you see.

An MCP service designed for deploying HTML content to EdgeOne Pages and obtaining an accessible public URL.

The accessible HTML-Standard

A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.

MCP server to download entire websites

An MCP server that provides access to Postman.

An MCP server that provides LLMs with the latest stable package versions when coding

MCP for semantic code search & navigation that reduces token waste

Model Context Protocol (MCP) server for SonarQube

OpenAPI specification MCP server.

Mobile automation suite of tools including an MCP and libraries for test authoring & execution

A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.

✨ JMeter Meets AI Workflows: Introducing the JMeter MCP Server! 🤯

Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.

Enable MCP features for any Gin API with a line of code

Context7 MCP Server -- Up-to-date code documentation for LLMs and AI code editors

Hindsight: Agent Memory That Learns

Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.

A lightweight Model Context Protocol (MCP) server for safe Obsidian vault access

Cognitive memory for AI agents — learns from use, forgets what's irrelevant, strengthens what matters. Single binary, fully offline.

Local-first RAG server for developers using MCP. Semantic + keyword search for code and technical docs. Fully private, zero setup.

A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf

ApeRAG: Production-ready GraphRAG with multi-modal indexing, AI agents, MCP support, and scalable K8s deployment

Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management.

An MCP server for converting Markdown to interactive mind maps with export support (PNG/JPG/SVG).

A connector for Claude Desktop to work with collection and sources on your Zotero Cloud.

Persistent Intelligence Infrastructure for AI Agents

🧠 LLM-Driven Intelligent Memory & Context Management System （AI记忆管理与智能上下文感知平台） AI记忆管理平台 | 智能上下文感知 | RAG检索增强生成 | 向量检索引擎

A knowledge graph server that uses the Model Context Protocol (MCP) to provide structured memory persistence for AI models.

An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.

A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, explore and synthesize atomic notes through Claude and other MCP-compatible clients.

Query and Summarize your chat messages.

📓 An MCP server for managing your personal knowledge, daily notes, and re-usable prompts via GitHub Gists

MCP Server for AI Summarization

Ragie Model Context Protocol Server

Model Context Protocol (MCP) Server for Graphlit Platform

Playwright MCP server

Browser MCP is a Model Context Provider (MCP) server that allows AI applications to control your browser

Playwright Model Context Protocol Server - Tool to automate Browsers and APIs in Claude Desktop, Cline, Cursor IDE and More 🔌

Allow LLMs to control a browser with Browserbase and Stagehand

Web search using free google search (NO API KEYS REQUIRED)

This is an MCP server that allows you to directly download transcripts of YouTube videos.

Bilibili video search MCP (Model Context Protocol) service - 哔哩哔哩视频搜索MCP服务

MCP Server connecting to Perplexity Comet browser

An MCP Server Integration with Apple Shortcuts

Model Context Protocol server for Firefox DevTools - enables AI assistants to inspect and control Firefox browser through the Remote Debugging Protocol

An MCP server that autonomously evaluates web applications.

MCP server paired with a browser extension that enables AI agents to control the user's browser.

Browse the web, directly from Cursor etc.

Lightpanda MCP server written in Go

The AI agent that grows your YouTube channel on autopilot.

An MCP python server using Playwright for browser automation,more suitable for llm

MCP server for browser automation using Playwright

A Model Context Protocol server for Ashra

An MCP Server that enables AI assistants to interact with your local browsers.

Query Engine for AI Analytics: Build self-reasoning agents across all your live data

MCP Aggregator, Orchestrator, Middleware, Gateway in one docker

Self-hosted MCP Gateway for AI agents

MCP server for searching and retrieving Claude Agent Skills using vector search

Universal AI Development Platform with MCP server integration, multi-provider support, and professional CLI. Build, test, and deploy AI applications with multiple ai providers.

Natural Context Provider (NCP). Your MCPs, supercharged. Find any tool instantly, load on demand, run on schedule, ready for any client. Smart loading saves tokens and energy.

Zero-configuration MCP server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through intelligent auto-discovery and standardized interface

Query anything (GitHub, Notion, +40 more) with SQL and let LLMs (ChatGPT, Claude) connect to using MCP

Turn a web server into an MCP server in one click without making any code changes.

A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.

Magg: The MCP Aggregator

Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org

Plugged.in MCP Server manages all your other MCPs in one MCP.

A Model Context Protocol (MCP) tool server for OpenAI's GPT-4o/gpt-image-1 image generation and editing APIs.

Fast TUI that orchestrates AI coding tools (Claude Code, Codex, Gemini) in a plan→execute→review loop. Breaks work into atomic tasks for easier verification and course-correction.

A powerful image generation tool using Google's Imagen 3.0 API through MCP. Generate high-quality images from text prompts with advanced photography, artistic, and photorealistic controls.

screenpipe turns your computer into a personal AI that knows everything you've done. record. search. automate. all local, all private, all yours.

MCP server for Atlassian tools (Confluence, Jira)

MCP server that interacts with Obsidian via the Obsidian rest API community plugin

The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, or any other website using thousands of ready-made scrapers, crawlers, and automation tools available on the Apify Store.

文颜 MCP Server 可以让 AI 自动将 Markdown 文章排版后发布至微信公众号。

A connector for Claude Desktop to read and search an Obsidian vault.

A Model Context Protocol (MCP) server that enables AI assistants to interact with Anki, the spaced repetition flashcard application.

A Model Context Protocol (MCP) server that enables AI assistants to securely interact with Odoo ERP systems through standardized resources and tools for data retrieval and manipulation.

A comprehensive async Python library for TickTick with MCP support.

Yet another CLI tool for testing MCP servers

Enhance your TickTick workflow with MCP server. Better filtering interface

A MCP server for Home Assistant

A Model-Context Protocol Server for YouTube

Vibe Check is a tool that provides mentor-like feedback to AI Agents, preventing tunnel-vision, over-engineering and reasoning lock-in for complex and long-horizon agent workflows. KISS your over-eager AI Agents goodbye! Effective for: Coding, Ambiguous Tasks, High-Risk tasks

Connect any AI model to 600+ integrations; powered by MCP 📡 🚀

Interacting with Notion API

This Model Context Protocol server implementation of Asana allows you to talk to Asana API from MCP Client such as Anthropic's Claude Desktop Application, and many more.

simple web ui to manage mcp (model context protocol) servers in the claude app

Lightweight MCP server for Spotify

MCP Server for reasoning

The Azure MCP Server, bringing the power of Azure to your agents.

A CLI inspector for the Model Context Protocol

A Model Context Protocol server for calculating.

Typst MCP Server is an MCP (Model Context Protocol) implementation that helps AI models interact with Typst, a markup-based typesetting system. The server provides tools for converting between LaTeX and Typst, validating Typst syntax, and generating images from Typst code.

Wanaku MCP Router

MCP for Replicate Flux Model - A powerful tool for generating customized images and SVG assets that match specific coding vibes and aesthetic styles. Streamline your visual asset creation process with AI-powered design generation tailored for developers.

Interacting with Perplexity API.

Automatic operation of on-screen GUI.

An MCP server that installs other MCP servers for you

Vibe coding should have human in the loop! interactive-mcp: Local, cross-platform MCP server for interact with your AI Agent

Make MCP Server

MCP Server for using any LLM as a Tool

MCP server for Google Keep

Yuque mcp server

MCP Server to Use HuggingFace spaces, easy configuration and Claude Desktop mode.

Model Context Protocol server for GraphQL

A simple MCP integration that allows Claude to read and manage a personal Notion todo list

Model Context Protocol (MCP) with TikTok integration

MCP server that enables AI assistants to interact with Linear project management system through natural language, allowing users to retrieve, create, and update issues, projects, and teams.

Read your Apple Notes with Claude Model Context Protocol

go doc mcp server

Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API.

🚀 All-in-one MCP server with AI search, RAG, and multi-service integrations (GitLab/Jira/Confluence/YouTube) for AI-enhanced development workflows

Generate visualizations from fetched data using the VegaLite format and renderer.

The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform.

Query OpenAI models directly from Claude using MCP protocol.

Bitcoin & Lightning Network MCP Server.

An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).

Chat with OpenAI models from Claude Desktop

A REVOLUTIONARY Model Context Protocol (MCP) server! Gives AI real-time vision capabilities and enhanced UI intelligence power. This isn't just screen capture - it gives AI the power to truly "see" and understand your digital world!

Connect your chat repl to wolfram alpha computational intelligence

A TypeScript implementation of a Model Context Protocol (MCP) server that integrates with PiAPI's API. PiAPI makes user able to generate media content with Midjourney/Flux/Kling/LumaLabs/Udio/Chrip/Trellis directly from Claude or any other MCP-compatible apps.

A Model Context Protocol Server for Home Assistant

Miro integration for Model Context Protocol

MCP (Model Context Protocol) server for the Contentful Management API

A Model Context Protocol (MCP) server for Rember.

MCP server that can execute commands such as keyboard input and mouse movement on macOS

Tool that allows the AI to control your device in the same way you do, enabling automation for everything!

A Model Context Protocol server for integrating HackMD's note-taking platform with AI assistants.

mcp-difyworkflow-server is an mcp server Tools application that implements the query and invocation of Dify workflows, supporting the on-demand operation of multiple custom Dify workflows.

MCP Toolbox for Databases is an open source MCP server for databases.

Postgres MCP Pro provides configurable read/write access and performance analysis for you and your AI agents.

Build databases, automations, apps & agents with AI — no code. Open source platform available on cloud and self-hosted. GDPR, HIPAA, SOC 2 compliant. Best Airtable alternative.

A Model Context Protocol server that provides read-only access to MySQL databases. This server enables LLMs to inspect database schemas and execute read-only queries.

Connect Supabase to your AI assistants

An official Qdrant Model Context Protocol (MCP) server implementation

This MCP server integrates with your Google Drive and Google Sheets, to enable creating and modifying spreadsheets.

A Model Context Protocol (MCP) server that enables secure interaction with MySQL databases

Connect ClickHouse to your AI assistants.

A Model Context Protocol (MCP) server implementation that provides database capabilities for Chroma

The official Redis MCP Server is a natural language interface designed for agentic applications to manage and search data in Redis efficiently

A powerful multi-database server implementing the Model Context Protocol (MCP) to provide AI assistants with structured access to databases.

MCP server for interacting with Neon Management API and databases

MCP Server for Snowflake including Cortex AI, object management, SQL orchestration, semantic view consumption, and more

Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.

🤖 The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents 🔥

🗂️🤖 Airtable Model Context Protocol Server, for allowing AI systems to interact with your Airtable bases

A Model Context Protocol (MCP) server that enables AI agents and LLMs to query and analyze Prometheus metrics through standardized interfaces.

Model Context Protocol Servers for Milvus

A Model Context Protocol (MCP) server implementation that provides Elasticsearch and OpenSearch interaction.

Model Context Protocol (MCP) for interacting with dicom servers (PACS etc.)

MCP server for Google Sheets - Read, write and manipulate spreadsheets through Claude Desktop

An MCP server to query any Postgres database in natural language.

A MCP (model context protocol) server that gives the LLM access to and knowledge about relational databases like SQLite, Postgresql, MySQL & MariaDB, Oracle, and MS-SQL.

🔥 Model Context Protocol (MCP) server for Firebase.

MCP (Model Context Protocol) server for Weaviate

A Model Context Protocol server for MySQL database operations

nocodb mcp server

Neo4j Labs Model Context Protocol servers

Query MCP enables end-to-end management of Supabase via chat interface: read & write query executions, management API support, automatic migration versioning, access to logs and much more.

Universal MCP-Server for your Databases optimized for LLMs and AI-Agents.

A Model Context Protocol Server for MongoDB

A Model Context Protocol (MCP) server that enables natural language queries to databases

🍃🔎 MongoDB Lens: Full Featured MCP Server for MongoDB Databases

Snowflake integration implementing read and (optional) write operations as well as insight tracking

A mongo db server for the model context protocol (MCP)

A Model Context Protocol (MCP) server implementation for DuckDB, providing database interaction capabilities

MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.

Model Context Protocol server to allow for reading and writing from Pinecone. Rudimentary RAG

A Model Context Protocol (MCP) server that provides secure, read-only access to BigQuery datasets. Enables Large Language Models (LLMs) to safely query and analyze data through a standardized interface.

A Model Context Protocol server that provides access to BigQuery

An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.

A high-performance Model Context Protocol (MCP) server for Trino implemented in Go.

🐇 Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities

A server that helps people access and query data in databases using the Legion Query Runner with Model Context Protocol (MCP) in Python.

Airtable integration for AI-powered applications via Anthropic's Model Context Protocol (MCP)

A Model Context Protocol (MCP) server that enables AI assistants to query and analyze Azure Data Explorer databases through standardized interfaces.

The implementation of Model Context Protocol (MCP) server for VictoriaLogs.

Zero burden, ready-to-use Model Context Protocol (MCP) server for interacting with MySQL and automation. No Node.js or Python environment needed.

Supabase MCP Server for managing and creating projects and organisations in Supabase

Model Context Protocol (MCP) server that supports secure interaction with MySQL databases and has anomaly analysis capabilities.更加牛逼！更加好用！不仅止于mysql的增删改查功能； 还包含了数据库异常分析能力；且便于开发者们进行个性化的工具扩展

Universal database MCP server connecting to MySQL, PostgreSQL, SQL Server, MariaDB,DM8,Oracle,not only provides basic database connection such as OAuth 2.0 authentication , health checks, SQL optimization, and index health detection

A powerful coding agent toolkit providing semantic retrieval and editing capabilities (MCP server & other integrations)

An MCP server plus a CLI tool that indexes local code into a graph database to provide context to AI assistants.

This is MCP server for Claude that gives it terminal control, file system search and diff file editing capabilities

AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds

MCP server exposing SSH control for Linux servers via Model Context Protocol.

Agent-MCP is a framework for creating multi-agent systems that enables coordinated, efficient AI collaboration through the Model Context Protocol (MCP). The system is designed for developers building AI applications that benefit from multiple specialized agents working in parallel on different aspects of a project.

MCP (Model Context Protocol) Server for Max (Max/MSP/Jitter)

Per-component Internationalisation solution for JS application. Type-Safe. Translate with AI. Edit Visually.

Zero-configuration MCP server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through intelligent auto-discovery and standardized interface

Command line interface for MCP clients with secure execution and customizable security policies

Give hands to AI. MCP server to run shell commands securely, auditably, and on demand.

Coding assistant MCP for Claude Desktop

A Model Context Protocol server that executes commands in the current iTerm session - useful for REPL and CLI assistance

An LLM-powered, autonomous coding assistant. Also offers an MCP and ACP mode.

An MCP server enabling automated access to LeetCode's problems, solutions, and public data with optional authentication for user-specific features, supporting leetcode.com & leetcode.cn sites.

MCP server to expose VS Code editing features to an LLM for AI coding

A secure shell command execution server implementing the Model Context Protocol (MCP)

A runtime-free MCP server that converts source code into AST🌲, regardless of language.

An MCP Server for pyATS (experimental)

Model Context Protocol server to run commands (tool: `runProcess`)

An MCP server that acts as a bridge to query multiple OpenAI-compatible LLMs with MCP tool access. Just like rubber duck debugging, explain your problems to various AI "ducks" who can actually research and get different perspectives!

GitHub's official MCP Server

An MCP server for Azure DevOps

A Model Context Protocol (MCP) server that helps read GitHub repository structure and important files.

Interact seamlessly with GitLab repositories to manage merge requests and issues. Fetch details, add comments, and streamline your code review process with ease.

🚀 The fast, Pythonic way to build MCP servers and clients.

A TypeScript framework for building MCP servers.

A full featured, enterprise grade rust MCP SDK

Official MCP Servers for AWS

Integration with Cloudflare services including Workers, KV, R2, and D1

Model Context Protocol (MCP) server for Kubernetes and OpenShift

Bulk port forwarding Kubernetes services for local development.

MCP Server for kubernetes management commands

The Terraform MCP Server provides seamless integration with Terraform ecosystem, enabling advanced automation and interaction capabilities for Infrastructure as Code (IaC) development.

A Model Context Protocol (MCP) server for Kubernetes. Install: npx kubectl-mcp-server or pip install kubectl-mcp-server

Portainer MCP server

CloudBase MCP - Connect CloudBase to your AI Agent. Go from AI prompt to live app.

🌍 Terraform Model Context Protocol (MCP) Tool - An experimental CLI tool that enables AI assistants to manage and operate Terraform environments. Supports reading Terraform configurations, analyzing plans, applying configurations, and managing state with Claude Desktop integration. ⚡️

K8s-mcp-server is a Model Context Protocol (MCP) server that enables AI assistants like Claude to securely execute Kubernetes commands. It provides a bridge between language models and essential Kubernetes CLI tools including kubectl, helm, istioctl, and argocd, allowing AI systems to assist with cluster management, troubleshooting, and deployments

A lightweight service that enables AI assistants to execute AWS CLI commands (in safe containerized environment) through the Model Context Protocol (MCP). Bridges Claude, Cursor, and other MCP-aware AI tools with AWS CLI for enhanced cloud infrastructure management.

kom 是一个用于 Kubernetes 操作的工具，SDK级的kubectl、client-go的使用封装。并且支持作为管理k8s 的 MCP server。 它提供了一系列功能来管理 Kubernetes 资源，包括创建、更新、删除和获取资源，甚至使用SQL查询k8s资源。这个项目支持多种 Kubernetes 资源类型的操作，并能够处理自定义资源定义（CRD）。 通过使用 kom，你可以轻松地进行资源的增删改查和日志获取以及操作POD内文件等动作。

A Kubernetes MCP (Model Control Protocol) server that enables interaction with Kubernetes clusters through MCP tools.

AlibabaCloud CloudOps MCP Server

A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management.

一款轻量级、跨平台的 Mini Kubernetes AI Dashboard，支持大模型+智能体+MCP(支持设置操作权限)，集成多集群管理、智能分析、实时异常检测等功能，支持多架构并可单文件部署，助力高效集群管理与运维优化。

MCP server connecting to Kubernetes

Manage Your Kubernetes Cluster with k8s mcp-server

MKP is a Model Context Protocol (MCP) server for Kubernetes

AI-powered reverse engineering assistant that bridges IDA Pro with language models through MCP.

MCP Server for Ghidra

Plugin for JADX to integrate MCP server

A secure low code honeypot framework, leveraging AI for System Virtualization.

An MCP extension for Ghidra

A MCP Server for APK Tool (Part of Android Reverse Engineering MCP Suites)

A Binary Ninja plugin containing an MCP server that enables seamless integration with your favorite LLM/MCP client.

Active Socket based MCP Server for Ghidra

MCP Server for Wazuh SIEM

MCP stdio server for radare2

MCP server for Shodan — search internet-connected devices, IP reconnaissance, DNS lookups, and CVE/CPE vulnerability intelligence. Works with Claude Code, Codex, Gemini CLI, and Claude Desktop.

All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty hunting, threat hunting, and more.

MCP server for VirusTotal API — analyze URLs, files, IPs, and domains with comprehensive security reports, relationship analysis, and pagination support.

A MCP server for using Semgrep to scan code for security vulnerabilities.

MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources.

A Model Context Protocol (MCP) server for querying the CVE-Search API

Automatic security vulnerability remediation for your code.

MCP Security Solution for Agentic AI — real-time proxying, behavior analysis, and malicious tool detection

A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks.

MCP server for working with Blender

MCP server integration for DaVinci Resolve

Model Context Protocol (MCP) server implementation for Autodesk Maya

Isaac Simulation MCP Extension and Server

MCP server for Bazi (八字) information

MCP Interface for Video Jungle

MCP server for interacting with the Aseprite API

A local MCP server that generates animations using Manim.

AniList MCP server for accessing anime and manga data

Rijksmuseum MCP integration for artwork exploration and analysis

A Model Context Protocol (MCP) server for the Internet Archive's Open Library API that enables AI assistants to search for book and author information.

Quran.com API integration for verse search, translation and tafsir

MCP Server for Discogs

A powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access.

Exa MCP for web search and web crawling!

A Model Context Protocol server for searching and analyzing arXiv papers

WebSearchMCP using free multi-engine search (NO API KEYS REQUIRED) — Supports Bing, Baidu, DuckDuckGo, Brave, Exa, Github, Juejin and CSDN.

Web search capabilities using Brave's Search API

A Model Context Protocol (MCP) server that provides web search capabilities through DuckDuckGo, with additional features for content fetching and parsing.

BioMCP: Biomedical Model Context Protocol

MCP Server for SearXNG

MCP server for fetch web page content using Playwright headless browser.

An MCP Server implementation that integrates the Brave Search API, providing, Web Search, Local Points of Interest Search, Image Search, Video Search, News Search and LLM Context Search capabilities

SerpApi MCP Server for Google and other search engine results

A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously.

The Official Model Context Protocol (MCP) server for Kagi search & other tools.

🔎 A MCP server for Unsplash image search.

MCP server providing access to the comprehensive OpenNutrition food database with 300,000+ food items, nutritional data, and barcode lookups

Extract what matters from any media source

"primitive" RAG-like web search model context protocol (MCP) server that runs locally. ✨ no APIs ✨

Official Vectorize MCP Server

Quickly screenshots webpages and converts to an LLM friendly size

MCP server providing OpenAI/Perplexity-like autonomous deep research, structured query elaboration, and concise reporting.

Search via search1api (requires paid API key)

Scrapeless Mcp Server

Model Context Protocol server that integrates AgentQL's data extraction capabilities.

Quickly reads webpages and converts to markdown for fast, token efficient web scraping

The Octagon Deep Research MCP server provides specialized AI-powered comprehensive research and analysis capabilities by integrating with advanced deep research agents. No rate limits, faster than ChatGPT Deep Research, more thorough than Grok DeepSearch or Perplexity Deep Research.

MCP Server for Bing Search API

A Model Context Protocol server that provides network asset information based on query conditions. This server allows LLMs to obtain network asset information and supports querying network asset information by zoomeye dork etc.

MCP Server for Hackernews

An MCP that gives your agent the ability to snap a screenshot of webpages. Useful when you want your agent to check its progress during development.

Tool to work with arXiv, provide LLM with ability to search and read papers from there

MCP server for searching and querying PubMed medical papers/research database

MCP server for connecting agentic systems to search systems via searXNG

MCP server that uses arxiv-to-prompt to fetch and process arXiv LaTeX sources for precise interpretation of mathematical expressions in scientific papers.

openai websearch tool as mcp server

openai websearch tool as mcp server

This is a TypeScript-based MCP server that provides DuckDuckGo search functionality.

A Python-powered Model Context Protocol MCP server and client that uses Wolfram Alpha via API.

A simple MCP server that delivers you jobs based on your needs

MCP server for Naver Search API integration. Provides comprehensive search capabilities across Naver services (web, news, blog, shopping, etc) and data trend analysis tools via DataLab API.

MCP web research server (give Claude real-time info from the web)

A MCP Server for the RAG Web Browser Actor

【Star-crossed coders unite!⭐️】Model Context Protocol (MCP) server implementation providing Google News search capabilities via SerpAPI, with automatic news categorization and multi-language support.

The most powerful MCP Slack Server with no permission requirements, Apps support, GovSlack, DMs, Group DMs and smart history fetch logic.

Make your meetings accessible to AI Agents

WhatsApp MCP server

A Model Context Protocol (MCP) server for interacting with Microsoft 365 and Office services through the Graph API

Telegram MCP server powered by Telethon to let MCP clients read chats, manage groups, and send/modify messages, media, contacts, and settings.

A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful automation capabilities.

An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.

Telegram MCP for managing dialogs, messages, drafts, read statuses, and more.

A Model Context Protocol (MCP) server for interacting with Twitter.

MCP server that integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.

An MCP (Model Context Protocol) server implementation for Microsoft Teams integration, providing capabilities to read messages, create messages, reply to messages, mention members.

A Model Context Protocol (MCP) server that provides tools for interacting with JMAP (JSON Meta Application Protocol) email servers. Built with Deno and using the jmap-jam client library.

A Google Tasks Model Context Protocol Server for Claude

A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and providing comprehensive Feishu document management tools including block creation, content updates, and advanced features.

An ntfy MCP server for sending/fetching ntfy notifications to self-hosted or ANY ntfy.sh server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)

Send system notification when Agent task is done.

TSGram - Telegram MCP Server for local Claude Code integration - debug and vibe code on the go!

This project is a Model Context Protocol (MCP) server for interacting with the VRChat API.

An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP). This server is built with the FastMCP framework and the imessagedb library, enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling.

🪐 🔧 Model Context Protocol (MCP) Server for Jupyter.

A Model Context Protocol server for converting almost anything to Markdown

Dingo: A Comprehensive AI Data, Model and Application Quality Evaluation Tool

Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.

A Model Context Protocol (MCP) for Jupyter Notebook

MCP Server for Chronulus AI Forecasting and Prediction Agents

Data Analysis With Vibes

The Optuna MCP Server is a Model Context Protocol (MCP) server to interact with Optuna APIs.

MCP server for interfacing with Godot game engine. Provides tools for launching the editor, running projects, and capturing debug output.

AI-powered bridge connecting LLMs and advanced AI agents to the Unity Editor via the Model Context Protocol (MCP). Chat with AI to generate code, debug errors, and automate game development tasks directly within your project.

Model Context Protocol (MCP) plugin to connect with Unity Editor — designed for Cursor, Claude Code, Codex, Windsurf and other IDEs

Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics.

Fantasy Premier League MCP Server

A Model Context Protocol server for Chess.com's Published Data API. This provides access to Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.

🤖 A visualization mcp & skills contains 25+ visual charts using @antvis. Using for chart generation and data analysis.

❤️ Generate mermaid diagram and chart with AI MCP dynamically.

🧬 Generate visual charts using ECharts with AI MCP dynamically, used for chart generation and data analysis.

Connect any Open Data to any LLM with Model Context Protocol.

An MCP server to interact with a Tinybird Workspace from any MCP client.

MCP server for Atlassian tools (Confluence, Jira)

A Go-based MCP (Model Control Protocol) connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operations including issue management, sprint planning, and workflow transitions.

Development environments for coding agents. Enable multiple agents to work safely and independently with your preferred stack.

Dockerized MCP Server to allow your AI agent to access any API with existing api docs

A Node.js–based Model Context Protocol server that spins up disposable Docker containers to execute arbitrary JavaScript.

MCP server for Grafana

An MCP server for interacting with Sentry via LLMs.

🔌 Complete MCP server for Zabbix integration - Connect AI assistants to Zabbix monitoring with 40+ tools for hosts, items, triggers, templates, problems, and more. Features read-only mode and comprehensive API coverage.

A Model Context Protocol (MCP) server for Langfuse, enabling AI agents to query Langfuse trace data for enhanced debugging and observability

The Logfire MCP Server is here! 🎉

AI-powered code quality analysis using MCP to help AI assistants review code more effectively. Analyze git changes for complexity, security issues, and more through structured prompts.

The implementation of Model Context Protocol (MCP) server for VictoriaMetrics

A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.

Last9 MCP Server

MCP server for Dynatrace Observability

An MCP server that integrates with the MCP protocol. https://modelcontextprotocol.io/introduction

Model Context Protocol (MCP) to enable AI LLMs to trade using MetaTrader platform

A free MCP server to analyze and extract insights from public filings, earnings transcripts, financial metrics, stock market data, private market transactions, and deep web-based research within Claude Desktop and other popular MCP clients.

MCP server based on baostock, providing access and analysis capabilities for Chinese stock market data.

MCP server that provides LLMs with tools for interacting with EVM networks

A Model Context Protocol (MCP) server that provides onchain tools for LLMs, allowing them to interact with the Base network and Coinbase API.

An MCP server for Massive.com Financial Market Data

An MCP server that uses yfinance to obtain information from Yahoo Finance.

Connect a bitcoin lightning wallet to your LLM using Nostr Wallet Connect and Model Context Protocol

The MCP server for interacting with Blockchain, Swaps, Strategic Planning and more.

Unified MCP server for querying OpenTelemetry traces across multiple backends (Jaeger, Tempo, Traceloop, etc.), enabling AI agents to analyze distributed traces for automated debugging and observability.

An MCP server that integrates with the Freqtrade cryptocurrency trading bot.

MCP Server for Alpha Advantage API

Provide latest cryptocurrency news to AI agents.

Official Python MCP server for local interactions with the QuantConnect API

Let Claude manage your tastytrade portfolio.

A mcp server for tracking cryptocurrency whale transactions.

A Model Context Protocol server for building an investor agent

High-performance CCXT MCP server for cryptocurrency exchange integration

An MCP server providing a range of cryptocurrency technical analysis indicators and strategies.

A coincap mcp server to access crypto data from coincap API

Alchemy's official MCP Server. Allow AI agents to interact with Alchemy's blockchain APIs.

Bringing the bankless onchain API to MCP

Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains

Twelve Data MCP (Model Context Protocol) Server provides seamless, real-time access to financial market data via WebSocket, enabling reliable streaming of price quotes, market metrics, and events directly into your applications.

Providing real-time and historical Crypto Fear & Greed Index data

FinData enables your AI agents retrieve financial data from different providers like Tushare, Wind, and DataYes.

Deep Research for crypto - free & fully local

Control Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search & Drive with AI - Comprehensive Google Workspace / G Suite MCP Server & CLI Tool

Claude Desktop extension with bundled MCP Server for Bear note taking app

MCP Server to interact with Google Gsuite prodcuts

Google Calendar MCP server for Claude Desktop integration

Go server implementing Model Context Protocol (MCP) for filesystem operations.

Fast Windows file search using Everything SDK

Smart Tree: not just a tree, a philosophy. A context-aware, AI-crafted replacement for 20+ tools with MEM8 quantum compression, semantic search, AST-smart editing, and partnership memory. Crafted with care by human + AI—accept no knock-offs.

Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets

Share code with LLMs via Model Context Protocol or clipboard. Rule-based customization enables easy switching between different tasks (like code review and documentation). Includes smart code outlining.

A JavaScript-driven M5Stack-embedded super-kawaii robot.

Centralize ESP32 related commands and simplify getting started with seamless, LLM-driven interaction and help.

Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local video search, tailoring, stitching, playback,clip, overlay, concat and other functions

An MCP server providing tools for image processing operations

An Open-Source Multimodal AIGC Solution based on ComfyUI + MCP + LLM https://pixelle.ai

MCP server to manage Facebook and Instagram Ads (Meta Ads)

MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.

MCP server for Google Tag Manager

This repo helps us to analyze googla ads performance data

A Model Context Protocol (MCP) server that empowers LLMs to use some of Open Srategy Partners' core writing and product marketing techniques.

Model Context Protocol (MCP) that allows LLMs to use QGIS Desktop

A Model Context Protocol (MCP) server implementation that connects Large Language Models (LLMs) to GIS operations using GIS libraries, enabling AI assistants to perform geospatial operations and transformations.

An OpenStreetMap MCP server implementation that enhances LLM capabilities with location-based services and geospatial data.

A Model Context Protocol (MCP) server implementation that connects LLMs to the GeoServer REST API

Natural (2-way) voice conversations with Claude Code

Kokoro Text to Speech (TTS) MCP Server

BioMCP: Biomedical Model Context Protocol

An MCP server that provides comprehensive medical information by querying multiple authoritative medical APIs including FDA, WHO, PubMed, Google Scholar, and RxNorm

MCP server for querying Apple Health data with natural language using DuckDB under the hood.

FHIR MCP Server – helping you expose any FHIR Server or API as a MCP Server.

FHIR MCP Server for handling medical data standard.

Clean, LLM-optimized Reddit MCP server. Browse posts, search content, analyze users. No fluff, just Reddit data.

Facebook MCP server for automating posts, comment moderation, insights, and sentiment filtering.

Turn Reddit's chaos into structured insights with full citations. MCP server for competitive analysis, customer discovery, and market research. Zero-setup hosted solution with semantic search across 20,000+ subreddits.

Manage your twitter account using mcp

A MCP (Model Context Protocol) server for interacting with dbt.

Model Context Protocol (MCP) Server for the Keboola Platform

Search Airbnb using your AI Agent

A Model Context Protocol (MCP) server for Tripadvisor Content API. This provides access to Tripadvisor location data, reviews, and photos through standardized MCP interfaces, allowing AI assistants to search for travel destinations and experiences.

A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.

A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs

MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.