Discover Awesome MCP Servers

Feedback Analyzer AI MCP

Feedback Analyzer AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

MCP Python Refactoring

Analyzes Python code and provides guided refactoring suggestions without automatically modifying code.

mining-rights-daily-agent

Generates structured Chinese Markdown briefs on mining topics by orchestrating three MCP tools for news, resource data, and price information.

Gold Standard Apology MCP

Provides guidelines for writing proper apologies based on the situation, relationship, and severity. Returns structured prompts that help LLMs generate sincere and appropriate apology letters in Korean.

aiplayer-mc-bot MCP Server

Enables natural language control of a Minecraft bot, allowing it to execute tasks like mining, exploring, and item management via AI-powered commands.

MANIT ERP MCP Server

Simple MCP server that exposes a tool to fetch student result/CGPA data from MANIT ERP APIs.

negative-results-mcp

Negative results intelligence for drug discovery: inactive compounds, failed selectivity panels, terminated clinical trials, failed CRISPR screens, antibody developability failures, and more — each result carrying full provenance (source database, DOI/PMID, license)

For Five Coffee MCP Server

Enables AI assistants to fetch, search, and organize menu information from For Five Coffee café. Provides access to complete menu data, category filtering, and item search capabilities through both MCP and REST API interfaces.

ZeroFuse

An MCP server that enables agents to automate refusal direction removal from open-weight LLMs via Optuna-driven search, producing standard Hugging Face models with no inference overhead.

robo-cortex

Provides a git-aware knowledge base for AI coding agents to store and retrieve memories anchored to code changes, with automatic staleness detection.

io.github.pvliesdonk/image-generation-mcp

Multi-provider image generation MCP server that enables image generation from Claude Desktop, Claude Code, or any MCP client using OpenAI, Google Gemini, Stable Diffusion, or a placeholder provider.

MOP

A multi-agent orchestrator MCP server that enables LLM agents to collaborate on complex tasks by automating role assignment, inter-agent communication, and artifact integration. It provides tools for task decomposition, agent assignment, status tracking, code review, and result merging.

DocuMCP

An MCP server that enables Claude to generate, search, and manage documentation for codebases using vector embeddings and semantic search, providing tools for creating user guides, technical documentation, code explanations, and architectural diagrams.

Agent Communication MCP

Facilitates autonomous AI agent collaboration on software projects through file-based task management and inter-agent communication via the Model Context Protocol.

model-version-mcp

Provides up-to-date AI model names and pricing from models.dev, solving model hallucination by fetching recently released models.

Tableau MCP

Enables AI applications to interact with Tableau for querying data, exploring content, and retrieving views through natural language.

HP ALM MCP Server

Enables AI agents to interact with HP ALM / Quality Center for QA workflows including test case management, test execution, defect tracking, and requirements management.

mcp-figma

Figma MCP (Multi-Client Platform)에 완전한 API 기능 포함

TrySellr MCP Server

AI-powered selling intelligence for multiple online marketplaces, enabling item analysis, optimized listings, pricing checks, negotiation coaching, and batch operations via any MCP-compatible AI assistant.

ConsumerSim MCP Proxy

Exposes forecast lookup tools for consumer spending predictions across regions and time periods.

AnyMail MCP

Connect all your email accounts to your AI agent — not just one. AnyMail MCP is a local MCP server that gives an agent full read/send/organize/delete access across multiple Gmail accounts at once, over IMAP/SMTP.

yt-dj-mcp

Syncs YouTube Music liked songs, analyzes them for DJ metadata like BPM and key, and enables creating playlists from previews.

minimal-gdocs

A minimal MCP server for creating and updating Google Docs from markdown.

MCP RFQ Processor

Enables AI assistants to manage the full Request for Quotation lifecycle, including submission, quoting, pricing, and installment planning via GraphQL.

Thordata MCP Server

Enables AI models to scrape and extract data from any website globally using Thordata's 195+ country proxy network. Bypasses anti-bot systems and renders JavaScript content, outputting structured data in Markdown, HTML, or Links format.

nREPL MCP Server

Enables interaction with a running Clojure nREPL instance for evaluating Clojure code, inspecting namespaces, and retrieving connection statuses, compatible with MCP clients like Claude Desktop and CLine in VSCode.

Feishu/Lark OpenAPI MCP

Enables AI assistants to interact with Feishu/Lark platform APIs for automation scenarios including message management, document operations, calendar scheduling, group management, and Bitable operations through natural language.

Accessibility MCP Server

Provides comprehensive accessibility auditing tools for websites using axe-core, Lighthouse CLI, and WAVE API. Returns deterministic, WCAG-mapped results with selectors and DOM context for remediation.

mcp-taskflow

A local MCP server that gives AI agents structured task planning, execution tracking, and guided research workflows.