Discover Awesome MCP Servers

CodePilot

An autonomous AI software engineer and MCP server that uses LangGraph and a hybrid RAG index to autonomously edit, test, and debug codebases.

worldlabs-mcp

MCP gateway to World Labs Marble + Spark 2.0 for generating navigable 3D worlds from text, images, panoramas, multi-view sets, or video, and grounding a voice agent in scene coordinates.

PlaceRoot

PlaceRoot is an MCP server that answers spatial questions using open map data from Overture Maps, without requiring API keys or signup. It provides tools for place search, area analysis, routing, and geometry operations.

x.ai Grok MCP Server

Enables chat completions using x.ai's Grok API with support for multiple Grok models (grok-beta, grok-2-latest, grok-4-latest) and configurable parameters like temperature and max tokens.

Dedalus MCP Documentation Server

Enables serving and querying documentation with AI-powered capabilities including markdown file serving, keyword search, and intelligent Q\&A using OpenAI integration.

JFrog Artifactory MCP Server

A Model Context Protocol (MCP) server that provides seamless integration with JFrog Artifactory, enabling AI assistants to manage artifacts, repositories, and perform cleanup operations through natural language interactions.

Dependency-Track MCP Server

Enables querying projects, fetching findings, triggering analysis, uploading CycloneDX BOMs, and checking async token status for OWASP Dependency-Track.

Mine Market MCP Server

This MCP server allows searching mining projects, tenements, and mineral properties through Claude using natural language queries, enabling users to find opportunities by commodity, location, price, and more.

StarTree MCP Server for Apache Pinot

StarTree MCP Server for Apache Pinot

VE Google Workspace MCP

Most Google Workspace MCPs let you read. This one lets you write — 28 authoring tools on top of taylorwilsdon/google_workspace_mcp, including markdown-to-Docs, smart chips, and recursive Drive copy.

mcp-outremer

Enables discovery and navigation of French overseas territories public data across national and local open-data portals, with tools to search datasets, list territories and communes, and fetch source excerpts via official French government APIs.

NHN Server MCP

Enables secure SSH access to servers through a gateway with Kerberos authentication, allowing execution of whitelisted commands with pattern-based security controls and server information retrieval.

BioE234 MCP Starter

Framework for building bioengineering automation tools that AI assistants can call via the Model Context Protocol, handling server registration and tool discovery automatically.

Skald MCP Server

Chat with your Skald knowledge base, add and update new knowledge, and search through memos.

mcp4xiaozhi

Provides MCP tools for Vietnamese 'On this day' history events, latest VNExpress news, and random fables.

ZOOQ - LinkedIn Data for AI Agents

Live LinkedIn data for AI agents: 44 tools for profiles, companies, jobs, posts, people search, job-change signals and email finding. Hosted remote server (streamable HTTP) - your agent never touches your own LinkedIn account. 300 free credits on signup, no card. Dockerfile in repo bridges stdio clients to the hosted endpoint via mcp-remote.

mcp-ado

A FastMCP server that scans Azure DevOps work items, flags overdue or stale items, emails assignees via Microsoft Graph, and provides tools to delve into stalled items, wiki pages, and write operations with safety gates.

Usher MCP

Enables users to search and view detailed movie information from TMDB, including cast, ratings, and showtimes, through an interactive widget interface.

data-explore

An MCP server for dataset exploration and analysis, enabling LLM clients to perform summary, correlation, distribution, missing value analysis, data cleaning, and statistical tests directly on CSV files.

Conselho Regional de Odontologia PR: Cadastro

Enables querying the official registry of the Regional Council of Dentistry of Paraná (Brazil) for professional registration data. It provides a read-only tool to consult official records via natural language.

billy-mcp

An MCP server for Danish accounting via Billy.dk API, enabling natural-language control over invoices, bank lines, reports, and more, with a write-guard for safety.

openkrx-mcp

MCP server that provides Korean Exchange (KRX) Open API market data as tools, covering indices, stocks, ETPs, bonds, derivatives, commodities, and ESG.

Deobfuscate MCP Server

An LLM-optimized server for reverse-engineering and navigating minified JavaScript bundles by splitting them into searchable, individual modules. It enables LLMs to analyze code architecture, extract specific symbols, and perform semantic searches while efficiently managing context window usage.

FlashCardMCP

Converts JSON/CSV Markdown content into interactive flashcard pages with multiple templates, PDF export, and voice support for language learning.

Enterprise Support MCP Server

A prototype that exposes customer and order data to LLMs via the Model Context Protocol, enabling natural-language queries and multi-step tool calling.

Pique Signal

Live scored Solana memecoin signals with safety profiles, conviction scoring, and paper trading for AI agents.

FinOpsGuard

MCP agent providing cost-aware guardrails for IaC in CI/CD with advanced policy enforcement.

linkedin-mcp

MCP server for LinkedIn that lets Claude and ChatGPT read your profile, post updates, and generate a resume PDF pre-formatted for LinkedIn's Import Resume feature.

celp-mcp

Celp-MCP enables natural-language analytics over SQL, MongoDB, and Databricks warehouses through MCP-compatible clients, converting questions into multi-step database plans and returning markdown reports.

email-mcp

MCP server for managing email via IMAP/SMTP, supporting multiple accounts and tools for reading, sending, searching, and organizing emails.