Discover Awesome MCP Servers

ResearchTwin

For AI agents and humans: Discover researchers, publications, datasets, and code repositories across a federated network of researcher digital twins. Compute S-Index impact metrics combining citation data from Semantic Scholar and Google Scholar with code and dataset quality scores from GitHub and Figshare.

VASTOps MCP Server

Enables AI assistants to interact with VAST Data clusters for monitoring, listing, and management operations. It provides both read-only and read-write modes for cluster and tenant administration tasks.

JProfiler

Java profiling with AI agent integration. Profile CPU, memory, JDBC, HTTP and more.

Kagan - AI Orchestration Layer

Provider agnostic ai orchestrator layer, kagan mcp allows controlling orchestrating and spawning subagents via mcp associated with tasks in kanban board that is accessible via kagan cli executable that bundles a chat repl, tui , mcp and a web client in a single uv tool install kagan wheel. Give it a try and submit feedback and feature requests! Consider starring the repo, its a free oss MIT based.

IBM Storage Insights MCP Server

Enables AI agents to integrate with IBM Storage Insights for seamless observability and diagnosis of registered storage assets. It provides tools to retrieve alerts, performance metrics, and system configurations via the IBM Storage Insights External APIs.

Engagio MCP

Enables Twitter engagement intelligence by monitoring accounts and topics to identify high-value interaction opportunities. It allows users to post strategic replies, manage a reply queue, and track performance analytics directly through Claude Code.

MCP Twitter

Một máy chủ Giao thức Bối cảnh Mô hình (Model Context Protocol) cho phép các mô hình và ứng dụng AI tương tác trực tiếp với Twitter/X, cung cấp khả năng tạo bài đăng, trả lời tweet, truy xuất dữ liệu người dùng và quản lý các hành động tài khoản.

MCP Atlassian Server

A Model Context Protocol server that connects AI assistants like Cline to Atlassian Jira and Confluence, enabling them to query data and perform actions through a standardized interface.

MCP OpenAI Image Generation Server

Enables AI assistants to generate and edit images through OpenAI's DALL-E models via MCP tools. Supports text-to-image generation and image-to-image editing with configurable parameters for size, quality, and style.

opensanctions-mcp

MCP server for sanctions screening and PEP checks via OpenSanctions API. Search entities, match against 320+ sanctions lists, and run compound compliance investigations with AI agents.

RobotMem

Enables robots to store, retrieve, and consolidate episodic experiences including physical parameters, trajectories, and outcomes. It supports hybrid vector search with structured filtering and spatial sorting to help robotic agents learn from past successes and failures.

Super Singularity MCP Server

Integrates Claude Desktop with Super Singularity's course creation API, enabling creation and management of courses with multiple card types (content, quiz, poll, form, video, audio, link), ElevenLabs text-to-speech generation, and Azure Blob Storage for audio hosting.

Multi-Search MCP Server

Provides unified web search across multiple providers (Google, Tavily, DuckDuckGo, Brave) with automatic fallback, maximizing free API quota usage for AI workflows.

KentraBOT MCP Server

Enables LLMs to control a two-track robot through movement commands, providing independent track control, high-level directional driving (forward, backward, left, right), and emergency stop functionality.

mcp-compress

Data compression MCP server with auto-algorithm selection (gzip, brotli, deflate). 7 tools for compress, decompress, analyze, store, retrieve, list, and stats. Achieves 60x compression on docs, 30x on SQL. Lossless round-trip verified. Zero dependencies.

ai-dev-analytics

AI development observability platform. It silently captures structured data from vibe coding sessions via MCP and codifies deviation patterns into project rules to make AI write better code. 100% local and zero runtime dependencies.

latest-news-mcp-server

Máy chủ MCP (giao thức ngữ cảnh mô hình) để lấy tin tức mới nhất.

Chronos MCP

Provides Claude with a persistent local memory and structured knowledge graph to track project states, tasks, and historical decisions across different chat sessions. It enables users to recall information using keyword relevance, time-travel queries, and dependency analysis for complex project management.

mcpsystem.design MCP Server

Provides AI assistants with access to a production-ready design system including Tailwind CSS component patterns, style guides (colors, typography, spacing), and Web Components specifications for consistent UI development.

DigitalOcean MCP Server

A server that exposes DigitalOcean App Platform functionality through standardized tools, enabling AI assistants to directly manage your DigitalOcean apps without writing code or memorizing API endpoints.

Unofficial PubChem MCP Server

A comprehensive Model Context Protocol server providing access to over 110 million chemical compounds with extensive molecular properties, bioassay data, and chemical informatics tools from the PubChem database.

AWS Common MCP Servers with CDK Deployment

Triển khai các Máy chủ MCP có thể triển khai cho các dịch vụ AWS phổ biến (Location, S3, Aurora PG Data API) bằng AWS CDK.

Jenkins MCP Server

Enables comprehensive Jenkins automation through MCP interface, allowing users to manage builds, jobs, artifacts, and queues with natural language commands. Supports build triggering, monitoring, artifact retrieval, and system status checks with automatic CSRF protection and authentication.

MCP Issue

Enables automatic GitHub issue creation from Git diffs. Generates structured issue templates with summaries, technical notes, and appropriate labels based on code changes.

Gemini MCP Server

Integrates Google's Gemini AI with Claude Code to provide advanced development assistance including code analysis, implementation planning, technical explanations, debugging support, and strategic development guidance.

tl-draw-mcp

Enables Claude to draw on a live tldraw canvas from prompts, with real-time visualization in a browser. Provides tools for creating, updating, deleting shapes and retrieving canvas state.

Unity MCP with Ollama Integration

Một máy chủ kết nối Unity với các mô hình ngôn ngữ lớn cục bộ thông qua Ollama, cho phép các nhà phát triển tự động hóa quy trình làm việc, thao tác tài sản và điều khiển Unity Editor một cách có lập trình mà không cần dựa vào các LLM dựa trên đám mây.

Mantis MCP Server

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