MCP Servers
Connectors that give your AI agent hands — databases, browsers, email, payments, and every service in between.
✓ Official
31 companiesPublished by the companies themselves — pick one to see everything they ship.
modelcontextprotocol10 servers
google2 servers
googleapis3 servers
microsoft3 servers
azure3 servers
github1 server
awslabs34 servers
bytedance2 servers
stripe1 server
cloudflare2 servers
vercel5 servers
figma1 server
makenotion1 server
atlassian1 server
redis2 servers
elastic1 server
jetbrains1 server
ibm3 servers
getsentry3 servers
grafana1 server
hashicorp2 servers
firebase1 server
browserbase1 server
apify1 server
mendableai1 server
clickhouse1 server
neondatabase1 server
upstash2 servers
qdrant2 servers
e2b-dev1 server
exa-labs3 serversDevOps & Infrastructure
855 mcp serversAgent Loop
★ 28An AI Agent with optional Human-in-the-Loop Safety and Model Context Protocol (MCP) integration.
UML-MCP-Server
★ 28Generate various UML diagrams from natural language or PlantUML code. Returns PlantUML code, image URLs, and saves diagrams locally.
QA Skills
★ 2843 QA and test-automation skills for Claude Code, Codex, Cursor, and any Agent Skills Standard runtime.
Pronounce
★ 28Pronunciation dictionary for developer jargon - IPA, respelling and audio for 1,650+ sourced entries (kubectl, nginx, JSON).
Rollbar
★ 28Access Rollbar project data for error monitoring and debugging.
即梦AI多模态MCP
★ 28A multimodal generation service using Volcengine Jimeng AI for image generation, video generation, and image-to-video conversion.
AiCore Project
★ 27A unified framework for integrating various language models and embedding providers to generate text completions and embeddings.
Maven Tools
★ 27Access real-time Maven Central intelligence for fast and accurate dependency information.
Kestra Python MCP Server
★ 27A Python implementation of a Model Context Protocol server for interacting with Kestra.
Zen MCP
★ 27An AI-powered server providing access to multiple models for code analysis, problem-solving, and collaborative development with guided workflows.
.NET Types Explorer
★ 27Provides detailed type information from .NET projects including assembly exploration, type reflection, and NuGet integration for AI coding agents
Apache SkyWalking MCP
★ 27An MCP server for integrating AI agents with the SkyWalking observability platform and its ecosystem.
Draw Architecture
★ 27Generate draw.io system architecture diagrams from text descriptions using the ZhipuAI large model.
Python Weather Server
★ 27A FastAPI-based server that provides weather information from the National Weather Service API, secured with OAuth 2.1.
Helm MCP
★ 26MCP server to work with Helm charts
Cognitive Enhancement MCP Servers
★ 26A collection of MCP servers that provide cognitive enhancement tools for large language models.
Lenses
★ 26Manage, explore, transform and join data across multiple clusters using different flavours of Apache Kafka via Lenses.io (including the free Community Edition)
Muster
★ 26A universal control plane for managing MCP servers and providing intelligent tool discovery for AI agents.
Cookiecutter MCP UV Container
★ 25A Cookiecutter template for creating MCP servers with Apple container support and configurable transport methods.
TeamCity MCP Server
★ 25MCP server for JetBrains TeamCity with 87 tools for builds, tests, agents, and CI/CD pipeline management.
ctfd-mcp
★ 25MCP server for CTFd that lets regular users browse challenges, manage dynamic instances, and submit flags.
MCP Music Analysis
★ 25Analyze audio from local files, YouTube, or direct links using librosa.
Text-To-GraphQL
★ 24MCP server for text-to-graphql, integrates with Claude Desktop and Cursor.
App Market Intelligence MCP
★ 24Analyze app data from the Apple App Store and Google Play Store for market intelligence and insights.
ServeMyAPI
★ 24A personal server for securely storing and accessing API keys using the macOS Keychain.
ComfyUI MCP Server
★ 24An image generation server that connects to a local ComfyUI instance via its API, supporting dynamic workflows.
ken
★ 24Fast hybrid code search for agents - it's pure Go, single static binary, 5 lexical + Model2Vec semantic embeddings + RRF fusion + a code-aware reranker, with the retrieval algorithm ported verbatim from semble
Bucket
★ 24Flag features, manage company data, and control feature access using Bucket.
eBPF MCP
★ 23A secure MCP server for eBPF, designed for AI integration, kernel introspection, and automation.
LogAI MCP Server
★ 23An MCP server for log analysis using the LogAI framework, with optional Grafana and GitHub integrations.