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MCP Servers

Model Context Protocol servers - tools, resources, and prompts for Claude and other AI assistants.

Start Better

Pick the workflow before you pick the server.

MCP discovery works better when people begin from a job to be done. Route them into a scene, a curated stack, or a high-signal tag before they start scanning tool cards.

Scenes

Code Write Code

Code review, refactoring, debugging, and language tools

Research Research & Knowledge

RAG, embeddings, docs search, and knowledge agents

Ops Deploy & Automate

CI/CD, infra, ops, and scheduled workflows

Stacks

Code AI Coding Stack

Code faster with repo context, review discipline, and browser-backed verification.

Research Research Stack

Collect, inspect, and synthesize source material without losing the thread.

Ops Founder Ops Stack

Keep decisions, tasks, and recurring automations from scattering across tools.

Tags

#general10064#data-ai3928#development1172#finance870#productivity809#devops-infra806#python551#gcp371
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Popular tags

Showing 24 of 19235 MCP tools

stdiosrc
3,779 stars

Atmosphere

Real-time transport layer for Java AI agents. Build once with @Agent — deliver over WebSocket, SSE, gRPC, and WebTransport/HTTP3. Talk MCP, A2A and AG-UI.

Verified
github-topic:mcpSynced 3mo ago
30 tools
Active/3mo ago/High signal
generalgeneral
stdiosrc
3,778 stars

Lean Ctx

Control what your AI can see. LeanCTX (Lean Context) is the context intelligence layer for AI agents — one local Rust binary that decides what they read, remembers what they learn, guards what they touch, and proves what they save. 60–90% fewer tokens as the receipt. 76 MCP tools, 30+ agents, local-first.

unknownSynced 2mo ago
25 tools
Active/4d ago/High signal
generalgeneral
stdiodocker
3,762 stars

SimpleMem

SimpleMem: Efficient Lifelong Memory for LLM Agents — Text & Multimodal

Verified
github-topic:mcpSynced 1mo ago
3 tools
Active/1d ago/High signal
generalgeneral
stdiosrc
3,702 stars

Vizro

Vizro is a low-code toolkit for building high-quality data visualization apps.

unknownSynced 3mo ago
1 tools
Active/3mo ago/High signal
mediamedia
stdionpx
3,668 stars

Awesome Openclaw Agents

162 production-ready AI agent templates for OpenClaw. SOUL.md configs across 19 categories. Submit yours!

VerifiedInstall Ready
github-topic:mcpSynced 3mo ago
1 tools
Active/3mo ago/High signal
data-aidata-ai
stdionpm
3,635 stars

@opensumi/core

A framework helps you quickly build AI Native IDE products. MCP Client, supports Model Context Protocol (MCP) tools via MCP server.

unknownSynced 3mo ago
Active/3mo ago/High signal
developmentdevelopment
stdiodocker
3,622 stars

Ha Mcp

The Unofficial and Awesome Home Assistant MCP Server

Verified
mcpSynced 2mo ago
25 tools
Active/2mo ago/High signal
generalgeneral
stdiopip
3,616 stars

Langchain Mcp Adapters

LangChain 🔌 MCP

VerifiedInstall Ready
github-topic:mcpSynced 1mo ago
Active/1mo ago/Medium signal
data-aidata-ai
stdiosrc
3,551 stars

Refact

AI Agent that handles engineering tasks end-to-end: integrates with developers’ tools, plans, executes, and iterates until it achieves a successful result.

Verified
agent-topic:ai-agentSynced 3mo ago
1 tools
Active/3mo ago/High signal
data-aidata-ai
stdionpx
3,532 stars

butterbase

Open-source backend-as-a-service. Postgres, auth, storage, functions, AI gateway, MCP.

VerifiedFreshInstall Ready
github-topic:mcpSynced 3d ago
9 tools
Active/1d ago/High signal
generalgeneralpostgresql
stdiosrc
3,520 stars

MCP Chinese Getting Started Guide

Model Context Protocol(MCP) 编程极速入门

Verified
mcpSynced 3mo ago
Active/3mo ago/Medium signal
generalgeneral
stdionpx
3,509 stars

Linkedin Mcp Server

Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI agent access to profiles, companies, jobs, and messages.

VerifiedFreshInstall Ready
mcpSynced 3d ago
41 tools
Active/Today/High signal
data-aidata-ai
stdiodocker
3,480 stars

Dagu

Lightweight, powerful workflow engine built in a single binary with Web UI. Linux, macOS, and Windows. Use your favorite AI agents to create, update, and run your workflows via secure MCP with full traceability and logging.

Verified
github-topic:mcp-serverSynced 3mo ago
49 tools
Active/3mo ago/High signal
data-aidata-ai
stdiosrc
3,475 stars

Java Sdk

The official Java SDK for Model Context Protocol servers and clients. Maintained in collaboration with Spring AI

unknownSynced 3mo ago
3 tools
Active/3mo ago/High signal
developmentdevelopment
stdiodocker
3,453 stars

Swarmpit

Lightweight AI-friendly Docker Swarm management

Verified
github-topic:mcpSynced 2mo ago
Active/3mo ago/High signal
generalgeneraldocker
stdionpx
3,419 stars

notebooklm-mcp

MCP server for NotebookLM - Let your AI agents (Claude Code, Codex) research documentation directly with grounded, citation-backed answers from Gemini. Persistent auth, library management, cross-client sharing. Zero hallucinations, just your knowledge base.

VerifiedInstall Ready
mcpSynced 1w ago
52 tools
Active/4d ago/High signal
data-aidata-ai
stdionpx
3,409 stars

@browserbasehq/mcp

Allow LLMs to control a browser with Browserbase and Stagehand

FreshInstall Ready
unknownSynced 3d ago
11 tools
Active/2d ago/High signal
generalgeneral
stdiosrc
3,365 stars

radar

The missing open-source Kubernetes UI with a built-in MCP server for AI agents. See what's broken, why, and what changed. Issues, Topology, event timeline, Helm, GitOps, live service traffic, and cluster audits - all in one Go binary.

VerifiedFreshReviewed
github-seeds:mcp-hotSynced 1d ago
18 tools
Active/Today/High signal
generalgeneralkubernetes
stdiodocker
3,359 stars

openpencil

The world's first open-source AI-native vector design tool and the first to feature concurrent Agent Teams. Design-as-Code. Turn prompts into UI directly on the live canvas. A modern alternative to Pencil.

Verified
github-topic:mcpSynced 3mo ago
8 tools
Active/3mo ago/High signal
generalgeneral
stdiosrc
3,358 stars

Py Xiaozhi

A Python-based Xiaozhi AI for users who want the full Xiaozhi experience without owning specialized hardware.

Verified
github-topic:mcp-serverSynced 3mo ago
3 tools
Active/3mo ago/High signal
generalgeneralpython
stdiodocker
3,307 stars

OpenBiliClaw

本地私有的跨平台 AI 内容发现 Agent——先深度理解你,再主动去 B站/小红书/抖音/YouTube/X/知乎/Reddit 找你会喜欢的内容。Local-first AI agent that learns who you are, then hunts content you'll love across platforms.

Verified
agent-topic:ai-agentSynced 1mo ago
10 tools
Active/2d ago/High signal
data-aidata-ai
stdionpm
3,305 stars

@metorial-mcp-containers/root

Connect any AI model to 1200+ integrations (MCP, CLI, API)

Install Ready
unknownSynced 3mo ago
9 tools
Active/3mo ago/High signal
data-aidata-ai
stdionpx
3,304 stars

socraticode

Enterprise-grade (40m+ LOC) codebase intelligence, zero-setup, local & private Plugin/Skill/Extension or MCP: hybrid semantic search, polyglot dependency graphs, symbol-level impact analysis & call-flow, interactive HTML viewer, cross-project & branch-aware search, DB/API/infra knowledge. 61% less tokens, 84% fewer calls, 37x faster. Cloud in beta.

VerifiedFreshInstall Ready
github-topic:mcpSynced 5d ago
95 tools
Active/2d ago/High signal
developmentdevelopment
stdionpx
3,270 stars

neo.mjs

Neo.mjs is a self-evolving software organism: a professional end-to-end AI engineering team whose cross-model swarm inhabits live apps via Neural Link, Active Hybrid GraphRAG, DreamService, and self-healing loops.

VerifiedInstall Ready
github-topic:mcp-serverSynced 4w ago
11 tools
Active/1w ago/High signal
testingtesting
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