Discover Awesome MCP Servers

Helm

Semantic browser automation MCP server that lets AI agents control a browser using natural language, handling navigation, form filling, data extraction, and more without CSS selectors.

Neo4j Knowledge Graph MCP Server

Provides LLM clients with a persistent, scalable knowledge graph memory system that supports semantic retrieval, contextual recall, and temporal awareness.

File Search Server

Enables intelligent file searching in local directories using natural language queries. Supports searching by file type, filename patterns, and content across multiple formats including PDF, Word, Excel, and text files with AI-powered relevance scoring.

mcpsq

A simple MCP server to discover and manage MCP servers. Provides tools to find, add, list, and remove MCP server configurations for Cursor.

GitLab MCP Server

Connects AI assistants to GitLab projects, enabling natural language queries for merge requests, code reviews, test results, pipelines, and discussions. Supports viewing MR details, responding to comments, and analyzing CI/CD job logs.

mcp-crew

Agent Personas for Claude. 10 tools, 8 personas, 3 workflows. Zero API cost.

low-hallucination-vision

A low-hallucination vision MCP server that uses OpenAI-compatible multimodal models with structured prompts, confidence gating, and forced JSON to reduce false claims in image analysis.

mcp-slskd

MCP server for searching and downloading music from the Soulseek peer-to-peer network via slskd. Enables AI assistants to discover and download music directly.

medicover-mcp

Enables AI agents to manage appointments on Medicover's Polish patient portal, including booking, rescheduling, and slot searching for patients and dependents.

AI Readiness

Check whether a website is visible to AI search engines (ChatGPT, Perplexity, Claude, Google AI Overviews). Returns a 0-100 readiness score, a grade, and a specific fix for each gap. Dependency-free, no API keys.

Accord Server MCP

Connects AI agents to Accord chat server instances via the Model Context Protocol to manage spaces, channels, and messages. It supports a comprehensive range of operations including searching conversation history, sending messages, and performing server moderation tasks.

Inliner MCP Server

Enables AI coding agents to manage image projects, generate and edit images, and check usage via Inliner.ai through natural language commands.

ai-log-mcp-server

Enables querying and managing AI logs through tools like listing logs, retrieving jobs, and performing AI-powered chat queries. Also provides access to gateway security reports and guardrail testing.

Http-tools Universal MCP Server

Provides a standardized MCP interface for interacting with HTTP tools and services, enabling unified API access and management.

TickTick MCP Server (Vercel)

Enables management of TickTick tasks and projects through the Model Context Protocol, supporting deployment on Vercel with SSE capabilities. Users can list, create, update, and complete tasks directly within AI clients like Claude.

ProfitPilot MCP Server

A multi-agent business intelligence server for E-commerce that leverages the QUORUM framework with nine specialized agents for data analysis, financial modeling, and strategic decision-making, supporting both HTTP and chain-of-thought reasoning modes.

mcp-server-spotify

MCP server for the Spotify Web API — gives Claude and other AI assistants tools to search music, control playback, manage playlists, library, and podcasts.

yt-subs

Extracts clean text transcripts from YouTube videos using their subtitles and returns them as plain text.

Estonian Law MCP Server

Enables querying Estonian legislation from Riigi Teataja, including full-text search across 1,602 statutes and 63,624 provisions, with EU law integration and citation validation.

Artefact Revenue Intelligence MCP Server

An MCP server that provides AI agents with ICP Triangulation Framework™ for scoring prospects across firmographics, behaviors, and growth signals, plus RFM analysis and pipeline health scoring, with optional HubSpot integration.

notebooklm-mcp

Enables AI assistants to programmatically interact with Google NotebookLM, allowing them to create and manage notebooks, add sources, query content, generate audio/video, and perform research tasks through natural language commands.

dremio-mcp-lite

A lightweight MCP server for exploring Dremio data catalogs. It provides read-only tools for browsing catalogs, querying tables, and previewing data.

n8n-mcp

A Python-based MCP server adapted from the n8n_agent project that implements a note storage and summarization system. It enables users to create, retrieve, and summarize notes through the Model Context Protocol.

MCP Beget

An MCP server for managing Beget hosting services including sites, domains, databases, and mail directly through Claude Code. It provides comprehensive tools for configuring DNS, FTP, Cron jobs, and managing backups via the Beget API.

claude-database-tools

A SQL Server CLI and MCP server for Claude Code that supports standard SQL Server authentication for database interaction and management. It enables users to perform schema exploration, execute queries, and manage data records with built-in SQL injection prevention.

GemForge-MCP

Professional Gemini API integration for Claude and MCP-compatible hosts with intelligent model selection and advanced file handling capabilities.

sop-mcp

Enables AI agents to execute multi-step Standard Operating Procedures step by step, with enforcement of completion at each step, making LLM behavior predictable and auditable.

RS.ge Waybill MCP Server

Enables natural language queries for Georgian tax system waybills through the RS.ge SOAP API. Supports waybill retrieval by date range, company TIN lookups, and access to tax system dictionaries.

mcp-ical

5 ICS / iCalendar tools for Claude. Generate, parse, and one-click-add events to Google/Outlook.