Discover Awesome MCP Servers

ucon-mcp

Verified unit conversion and dimensional analysis for AI agents. 190+ units, 31 domain formulas (clinical, physics, aerospace, SRE), physical constants with uncertainty propagation. Refuses invalid conversions structurally: the tool that won't convert mg to mL and knows the difference between torque and energy.

safe-mcp-suite

A hardened suite of two MCP servers — a terminal command executor and a file organizer — built on one shared, deny-by-default safety core.

PT-MCP (Paul Test Man Context Protocol)

Provides comprehensive codebase analysis and semantic understanding through integrated knowledge graphs, enabling AI assistants to understand project structure, patterns, dependencies, and context through multiple analysis tools and format generators.

Grok2Blender

Enables natural language control of Blender 4.2+ with vision feedback, allowing users to create and manipulate 3D scenes through Grok AI, and supports handoff to Resolve via GRS.

ytmusic-mcp

Enables searching YouTube Music and managing playlists: create/delete playlists, add/remove/reorder tracks, and more via natural language.

Motor Agéntico Plugin MCP

Enables scaffolding, validating, and managing plugins for the Motor Agéntico ecosystem, with tools to generate plugin structures and verify compliance with the plugin standard.

booking-mcp

MCP server exposing a PostgreSQL booking datastore to MCP clients, enabling read/write operations on staff, schedules, clients, and bookings with optional human-approval workflow integration.

optiflow-mcp

A Claude Code plugin that merges token optimization and compression tools into a single MCP server, enabling context-aware token management, session analytics, and compact-continue checkpoints for efficient AI interactions.

McpLLMServer

A FastAPI-based MCP server that enables LLM agents to interact with Ollama models through standardized MCP tools, with optional MySQL and Redis integration for data persistence and caching.

notebooklm-mcp

Bridges Claude Code/Cowork with Google NotebookLM for AI-powered research, source analysis, chat, and content generation through a structured tool interface.

Property Intelligence MCP Server

Provides free property and parcel intelligence using official US government data APIs, county assessor records, and live listings, with tools for hazard risk checks, affordability calculations, and parcel ranking.

Bilibili MCP

Enables searching for Bilibili videos through a standardized MCP interface, returning video information including title, author, view count, and duration with pagination support.

MCP Server Boilerplate

A minimal, well-documented MCP server boilerplate providing a reusable baseline with tools, resources, prompts, and extensive documentation for building custom MCP servers.

Intra Pay MCP Server

Enables Pix payment operations (cash-in/cash-out) and webhook management for Intra Pay via natural language, supporting multi-tenant authentication.

Vendor Risk Assessment MCP Server

Enables AI-powered vendor risk assessment using AWS Titan, allowing users to evaluate individual vendors, compare multiple vendors, and get industry risk benchmarks through natural language queries.

CLARA MCP Server

A hybrid pulmonary radiology diagnostic backend that provides MCP agent skills for vision inference, clinical RAG, report synthesis, and escalation, with multi-layer security.

Delphi Build Server

Enables building and cleaning Delphi projects (.dproj/.groupproj) on Windows using MSBuild with RAD Studio environment initialization. Supports both individual projects and group projects with configurable build configurations and platforms.

mcp-student-leave-copilot-ab

Manages student leave requests and approvals, integrated with GitHub Copilot for natural language interaction.

Semrush Keyword Magic Tool MCP Server

Enables access to Semrush Keyword Magic Tool API for SEO keyword research, including keyword overview analysis, finding millions of keyword suggestions, and discovering question-based keywords across different countries and languages.

KnowUsWell MCP Server

Hosts the KnowUsWell friendship quiz in conversations, scoring 16 behavior questions into four-letter roles and combining two roles into one of 16 pair types with shared result links.

spx-mcp-server

Web-only MCP server for php-spx reports that calls embedded SPX web endpoints, parses full reports, and returns LLM-sized JSON summaries instead of raw event streams.

playwright-mcp

Provides browser automation through Playwright, enabling LLMs to interact with web pages using structured accessibility snapshots instead of screenshots.

Pagila MCP

A read-only Model Context Protocol server developed with FastMCP for querying the Pagila PostgreSQL database. It enables secure access to movie rental data including films, actors, and customer information through natural language queries.

evernode-mcp

Enables AI agents to build, check, cost, and deploy HotPocket dApps on Evernode/Xahau by scaffolding deterministic contracts, checking determinism, estimating lease costs, ranking hosts, and generating deploy commands.

bluex-mcp

MCP server for live X/Twitter and web search, driven by your locally logged-in Grok CLI and leveraging your X Premium or SuperGrok subscription quota.

MCP Ads

Enables running marketing platforms like Google Ads, Meta Ads, GA4, Search Console, Tag Manager, and WordPress from any MCP client to read performance, audit wasted spend, build reports, and launch campaigns (created paused until you say otherwise).

ModelCostSaver

Predict the cost of an LLM call before you make it, and pick the cheapest model that still does the job, offline, from your editor.

vibe-debug

Enables coding agents to use a real debugger (Python via debugpy) for launching, attaching, setting breakpoints, stepping through code, inspecting stack frames, and evaluating expressions through MCP tools.

RoofMeasure MCP

Provides free EagleView-style satellite roof measurements and modular Xactimate-style estimating from Google Solar API data, enabling contractors to generate reports and estimates from any address.

Berghain Events MCP Server

A server that allows AI agents to query and retrieve information about upcoming events at Berghain nightclub through a DynamoDB-backed FastAPI service.