Discover Awesome MCP Servers

YouTube MCP Server

Enables AI agents to search for YouTube videos and play them in the default browser as a playlist via natural language commands. It leverages the YouTube Data API v3 to provide specific tools for video discovery and media playback orchestration.

code-analyze-mcp

Standalone MCP server for code structure analysis using tree-sitter. Directory trees, symbol definitions, and call graphs without reading raw source files. Supports Rust, Python, Go, Java, TypeScript, Fortran, JavaScript, C/C++, and C#. Benchmarked up to 68% fewer tokens vs native tools.

PostureCheck MCP

Performs domain security posture checks including SPF, DKIM, DMARC, TLS, and HTTP security headers.

Agent Skills API

A multi-agent system for code rules management using MCP, supporting search, generation, and architectural validation through specialized agents.

GroupDocs.Parser MCP Server

MCP server that exposes GroupDocs.Parser as AI-callable tools for extracting text, images, metadata, tables, barcodes, and document info from 50+ document and image formats.

postgres-mcp-readonly

A secure, read-only PostgreSQL MCP server that provides safe database introspection and querying capabilities.

Unity Debugger Pure MCP

Provides MCP tools to manage and interact with Unity debug sessions in VS Code, including breakpoints, snapshots, evaluation, and stepping, via a named pipe to the Unity Debugger Pure extension.

ai-memory-mcp

MCP server providing permanent, intelligent memory for AI coding assistants with retrieval, Hebbian learning, and governance, plus personal memory modules for accounts, habits, experiences, knowledge, and lifestyle. Enables AI assistants to recall project context across sessions and manage personal data securely.

mcp-server-saxo-openapi

Provides offline lookup of Saxo Bank OpenAPI endpoint parameters and JSON samples via CLI or MCP tools, enabling token-efficient discovery of endpoint specs without API credentials.

B2B Lead Quality Scorer MCP

Validates email deliverability, assesses domain credibility, and scores B2B leads from A-F to help prioritize outreach, with batch processing and a free tier.

srunx

A unified CLI, web dashboard, and Python API for SLURM job management.

Google Workspace MCP Server

Comprehensive MCP server for Google Workspace with 95+ tools to manage Docs, Sheets, Drive, Gmail, Calendar, Slides, and Forms.

Cloudflare Playwright MCP

Enables AI assistants to control a browser through a set of tools, allowing them to perform web automation tasks like navigation, typing, clicking, and taking screenshots.

postgres-mcp

Enables safe interaction with PostgreSQL databases through read-only queries, schema exploration, and performance analysis.

12306-MCP

A Model Context Protocol server that allows large language models to search for and analyze Chinese railway (12306) tickets through a simple API interface.

Notion Weaver

Enables AI workflows to integrate with Notion workspaces, supporting page and database creation, queries with filters and sorting, content updates, and workspace-wide search operations.

facebook-automata-mcp

Enables interaction with the official Facebook Graph API, providing tools for managing Pages, Posts, Comments, Reactions, Media, Events, Insights, and credential storage/validation.

taskpaper-mcp-server

MCP server that automates TaskPaper on macOS, enabling task management operations like reading, searching, adding, completing tasks, and setting filters via JavaScript for Automation.

seedflip-mcp

Give your AI coding agent design taste. 104 curated design seeds with colors, fonts, spacing, and shadows. Query by vibe, brand, or style.

freeaudiototext-mcp

100% Free AI audio and video transcription with speaker diarization and YouTube support.

GC-MCP

Enables AI assistants to access and query Garmin Connect health and fitness data, including sleep, HRV, training load, and activities, with an optional coaching plugin for personalized training plans.

symbolic_math_mcp

A standalone FastMCP server that validates symbolic math proof files in YAML format using the symbolic-math-verify library.

fitness-agent-mcp

A universal fitness intelligence layer for AI assistants like Claude, ChatGPT, and Copilot, enabling user profiles, workout/diet plans, calendar scheduling, and gamification via MCP and REST APIs.

MCP Shell Server

A secure MCP server for shell operations, terminal management, and process control, enabling AI assistants to safely execute commands and manage interactive sessions.

Atlarium Habitat Database MCP

Public read-only MCP server providing structured access to Atlarium habitat data and advisory functions for aquariums, terrariums, and related systems.

Prometheus-MCP

Prometheus-MCP is an AI Creative Director MCP server that enhances creative output from models like Claude and GPT to expert-level quality through iterative improvement loops.

BotIndex MCP Server

Provides predictive crypto market intelligence synthesized from whale positions, developer activity, and behavioral demand signals. Enables convergence scoring, whale divergence detection, and risk radar through MCP tools.

Google Calendar MCP Server

Integrates Google Calendar with AI assistants via MCP, enabling calendar listing and event CRUD operations.

mcp-diff-system

Fetches, summarizes, and reviews GitHub code diffs with asynchronous processing for large diffs.

YYSK MCP Server

An enterprise internal knowledge base assistant that enables AI models to retrieve company wikis, regulations, and notices via the Model Context Protocol. It features a built-in React management dashboard for content editing and utilizes SQLite for efficient keyword and category-based searching.