Discover Awesome MCP Servers

skills-mcp

An MCP server that lets AI agents browse and fetch skills from remote registries — GitHub repositories or direct HTTP URLs — without installing them locally first.

make-audit-mcp

Audits Make.com scenario blueprints before import, checking for hardcoded secrets, dangling references, plain-HTTP URLs, and other issues. Provides tools to inspect blueprint structure, trace module mappings, and generate a safety findings report.

MCP Python SDK

Una implementación en Python del Protocolo de Contexto del Modelo que permite a las aplicaciones proporcionar un contexto estandarizado para los LLM, permitiendo la creación de servidores que exponen datos y funcionalidades a las aplicaciones LLM a través de recursos, herramientas y prompts.

shift-maker

Generates legally-compliant weekly shift schedules for Korean workplaces through conversation, using OR-Tools CP-SAT to enforce labor laws such as the 52-hour weekly cap and minor worker protections.

hayabusa-mcp

Enables Windows Event Log (EVTX) analysis by wrapping Hayabusa, exposing scan and rule retrieval tools.

ultrabrain-mcp

A local MCP reasoning gate that enables structured engineering thought through step-by-step reasoning, branching, merging, validation, and quality metrics without calling external LLM APIs.

VectorCart Shopping Assistant

MCP server that enables AI shopping assistants to understand customer needs, search products using visual and semantic queries, apply metadata filters, and recommend relevant products from an inventory.

Glass Box Framework

Runtime constitutional verification for AI answers — claim extraction with reasoning chains, Epistemic Confidence Score (ECS), 7-angle Glassbox Court red team, constitution compilation, Trust Card assembly, and deterministic SHA-256 audit logs.

mcp-film

The mcp.film directory as an MCP server — search a curated, continuously re-verified catalog of MCP servers for AI filmmaking, get install configs for any client, and plan a full production stack.

Docker MCP Server

Permite que Claude y otros asistentes de IA interactúen con Docker a través del protocolo MCP, lo que permite la gestión de contenedores e imágenes, incluyendo listar, ejecutar, detener y descargar recursos de Docker.

mcp-sql-metrics

Exposes read-only PostgreSQL queries as typed MCP tools, enabling natural-language data analysis while keeping raw tables hidden and enforcing safety limits.

docverify-mcp

MCP server that extracts financial statement figures from PDFs and deterministically verifies all totals before returning them, refusing to disclose any numbers that fail tie-out checks.

atlassian-server-mcp

A TypeScript MCP server that enables LLM agents to interact with Atlassian Data Center products (Jira, Confluence, Bitbucket) through typed tools, with tiered operation exposure and safety defaults.

Saju Fortune-Telling MCP Server

Provides Korean traditional Saju (Four Pillars of Destiny) fortune-telling analysis including birth chart calculations, compatibility checks, daily/yearly fortunes, calendar conversions, and personalized life advice based on ancient Eastern astrology.

Microsoft MCP Server for Enterprise

Enables AI agents to query Microsoft Entra data using natural language, converting requests into Microsoft Graph API calls for read-only enterprise IT scenarios.

Claude-Modeling-Labs MCP Server

A comprehensive toolkit that enables automated interaction with Cisco Modeling Labs (CML) for creating network topologies, configuring devices, and managing lab environments.

SearXNG MCP Server

An MCP server that enables web search capabilities by integrating with a SearXNG instance to aggregate results from over 130 engines. It allows users to perform filtered searches across categories like news, science, and social media while supporting advanced parameters for language and time range.

pubmed-mcp-server

Please provide me with the query you would like me to use to search PubMed. For example, you could say: "Search PubMed for articles matching the query: 'lung cancer treatment immunotherapy'" Once you give me the query, I will translate it to Spanish and provide you with the Spanish translation. Then, I will explain that I cannot directly search PubMed for you, but I will provide you with the Spanish translation of your query so you can use it to search PubMed yourself.

MCP Server

Un servidor basado en Flask que implementa el Protocolo de Contexto del Modelo para mejorar los LLM (Modelos de Lenguaje Grandes) con capacidades de herramientas externas a través del lenguaje natural, permitiendo que herramientas como la búsqueda del clima y los cálculos se invoquen directamente en la salida de texto del modelo.

xueqiu-mcp

Enables querying real-time stock data for A-shares, Hong Kong, and US markets, including search, price details, and market indices via natural language.

PCCheck MCP Server

Provides Claude with read-only access to PC diagnostics including hardware specs, live performance metrics, disk usage, network checks, and more, enabling natural language queries about PC health and performance.

FrameworkIA MCP Server

Enables AI coding assistants to manage persistent memory, search project context, generate tests, review architecture, and orchestrate workflows through 15 MCP tools, enhancing context-aware code generation.

Fusion Agent Harness MCP Server

Exposes CAD design tools (box, cylinder, shell, etc.) via MCP, allowing AI agents and clients like Claude to create and manipulate parametric CAD models in Autodesk Fusion or a simulator.

NovelAI MCP Server

Enables AI assistants to generate images using NovelAI, supporting text-to-image, image-to-image, and tag suggestions.

TIA-Portal MCP-Server

Enables interaction with Siemens TIA Portal projects directly from VS Code or Claude Desktop using GitHub Copilot and the TIA Openness API. It supports connecting to TIA Portal instances, exporting blocks or types, and performing project operations like compilation via natural language.

zrw-mcp

MCP server for Zero Range Wave Compression, enabling efficient compression and decompression of integer sequences with record-breaking performance.

PyRIT MCP Server

Exposes Microsoft's PyRIT AI red-teaming framework as structured tools for MCP-compatible agents, enabling authorized AI security assessments through engagements, targets, attacks, scoring, and reporting.

Agent Farm

An orchestration platform for deploying parallel swarms of tool-enabled AI agents to perform complex tasks like code generation, system monitoring, and multi-perspective analysis. It features a unique chunked write pattern that enables the creation of large-scale documents and code files by assembling parallel agent outputs.

Old Family Recipe

Preserve grandma's handwritten recipe cards before they're lost. 13 MCP tools to OCR-import cards from photos, capture the story behind each dish (who made it, when, why), search by family member, plan meals, and share with cousins — backed by a real cookbook app that prints as a hardcover heirloom. Free tier, no credit card.

FlowyTeam OKR MCP Server

Connect an AI agent to your OKRs. FlowyTeam exposes 33 MCP tools covering OKR objectives, key results, KPI indicators and performance cycles, alongside tasks, projects, HR, attendance, tickets and CRM — one hosted connection for the whole workspace. Supports Claude Desktop, Claude web and mobile, ChatGPT (OAuth 2.0 + PKCE), and Claude Code / n8n (Bearer token). Tools respect the caller's existing