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MCP Servers

Agent frameworks, system prompts, subagent configurations, tool calling, MCP servers, and plugin ecosystems.

13 Repositories Agents Updated Jul 16

Subcategories

All Agents 121
Topic guide

How to evaluate MCP server repositories

MCP server repositories expose tools, data sources, and services to AI clients. They are valuable integration points, but they also define trust boundaries, permissions, and operational risk.

When to use this category

  • Connect AI clients to local files, browsers, databases, and SaaS tools.
  • Build reusable tool servers for internal teams.
  • Compare ready-made connectors before writing your own.
  • Understand security and permission patterns for tool access.

How to choose

  • Check supported clients, transport method, authentication, and permission prompts.
  • Inspect whether the server limits filesystem, network, and credential access by default.
  • Prefer projects with clear schemas, examples, tests, and active maintenance.
  • For production use, review logging, rate limits, secret handling, and error recovery.

MCP Servers repositories

13 repositories sorted by GitHub stars. Use the interactive explorer for live filters.

Interactive explorer

worldmonitor

Infrastructure as Code

Real-time global intelligence dashboard. AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface

OperationsTypeScriptagentaidashboardgeopolitics

Good for

  • Explore a popular operations repository
  • Study implementation patterns for TypeScript projects
  • Open GitHub for documentation, examples, and issues
62k stars TypeScript
GitHub

TrendRadar

Containers

⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS, and smart alerts.🎯 告别信息过载,你的 AI 舆情监控助手与热点筛选工具!聚合多平台热点 + RSS 订阅,支持关键词精准筛选。AI 智能筛选新闻 + AI 翻译 + AI 分析简报直推手机,也支持接入 MCP 架构,赋能 AI 自然语言对话分析、情感洞察与趋势预测等。支持 Docker ,数据本地/云端自持。集成微信/飞书/钉钉/Telegram/邮件/ntfy/bark/slack 等渠道智能推送。

OperationsPythonaibarkdata-analysisdocker

Good for

  • Explore a popular operations repository
  • Study implementation patterns for Python projects
  • Open GitHub for documentation, examples, and issues
61k stars Python
GitHub

PDFMathTranslate

Containers

[EMNLP 2025 Demo] PDF scientific paper translation with preserved formats - 基于 AI 完整保留排版的 PDF 文档全文双语翻译,支持 Google/DeepL/Ollama/OpenAI 等服务,提供 CLI/GUI/MCP/Docker/Zotero

OperationsPythonchinesedocumenteditenglish

Good for

  • Explore a popular operations repository
  • Study implementation patterns for Python projects
  • Open GitHub for documentation, examples, and issues
36k stars Python
GitHub

playwright-mcp

E2E Testing

Playwright MCP server

Automated TestingTypeScriptmcpplaywright

Good for

  • Explore a popular automated testing repository
  • Study implementation patterns for TypeScript projects
  • Open GitHub for documentation, examples, and issues
35k stars TypeScript
GitHub

signoz

CI/CD

SigNoz is an open-source, OpenTelemetry-native observability platform for your team and their AI agents. Get logs, metrics, and traces in one tool with features like APM, distributed tracing, log management, infra monitoring, etc. Combined with SigNoz MCP and a native AI teammate (in SigNoz Cloud) it helps you build more resilient apps.

OperationsTypeScriptapmapplication-monitoringdistributed-tracinggo

Good for

  • Explore a popular operations repository
  • Study implementation patterns for TypeScript projects
  • Open GitHub for documentation, examples, and issues
30k stars TypeScript
GitHub

go-micro

Services

A Go agent harness and service framework

BackendGoaiai-agentsdistributed-systemsgo

Good for

  • Explore a popular backend repository
  • Study implementation patterns for Go projects
  • Open GitHub for documentation, examples, and issues
23k stars Go
GitHub

langchain4j

API Frameworks

LangChain4j is an idiomatic, open-source Java library for building LLM-powered applications on the JVM. It offers a unified API over popular LLM providers and vector stores, and makes implementing tool calling (including MCP support), agents and RAG easy. It integrates seamlessly with enterprise Java frameworks like Quarkus and Spring Boot.

BackendJavaanthropicchatgptchromaembeddings

Good for

  • Explore a popular backend repository
  • Study implementation patterns for Java projects
  • Open GitHub for documentation, examples, and issues
13k stars Java
GitHub

kubeshark

Containers

eBPF-powered network observability for Kubernetes. Indexes L4/L7 traffic with full K8s context, decrypts TLS without keys. Queryable by AI agents via MCP and humans via dashboard.

OperationsGocloud-nativedevopsdockerebpf

Good for

  • Explore a popular operations repository
  • Study implementation patterns for Go projects
  • Open GitHub for documentation, examples, and issues
12k stars Go
GitHub

hexstrike-ai

Vulnerability Scanning

HexStrike AI MCP Agents is an advanced MCP server that lets AI agents (Claude, GPT, Copilot, etc.) autonomously run 150+ cybersecurity tools for automated pentesting, vulnerability discovery, bug bounty automation, and security research. Seamlessly bridge LLMs with real-world offensive security capabilities.

CybersecurityPython0x4m4aiai-agentsai-cybersecurity

Good for

  • Explore a popular cybersecurity repository
  • Study implementation patterns for Python projects
  • Open GitHub for documentation, examples, and issues
10k stars Python
GitHub

mcp-use

Services

The fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents.

BackendTypeScriptagentic-frameworkaiapps-sdkchatgpt

Good for

  • Explore a popular backend repository
  • Study implementation patterns for TypeScript projects
  • Open GitHub for documentation, examples, and issues
10k stars TypeScript
GitHub

xberg

API Frameworks

A polyglot document intelligence framework with a Rust core. Extract text, metadata, images, and structured information from PDFs, Office documents, images, and 97+ formats. Available for Rust, Python, Ruby, Java, Go, PHP, Elixir, C#, R, C, TypeScript (Node/Bun/Wasm/Deno)- or use via CLI, REST API, or MCP server.

BackendRustbuncsharpdocument-intelligenceelixir

Good for

  • Explore a popular backend repository
  • Study implementation patterns for Rust projects
  • Open GitHub for documentation, examples, and issues
8.7k stars Rust
GitHub

webiny-js

API Frameworks

Open-source, self-hosted CMS platform on AWS serverless (Lambda, DynamoDB, S3). TypeScript framework with multi-tenancy, lifecycle hooks, GraphQL API, and AI-assisted development via MCP server. Built for developers at large organizations.

BackendTypeScriptai-assisted-developmentawsaws-lambdacms

Good for

  • Explore a popular backend repository
  • Study implementation patterns for TypeScript projects
  • Open GitHub for documentation, examples, and issues
8.0k stars TypeScript
GitHub

mcp-playwright

E2E Testing

Playwright Model Context Protocol Server - Tool to automate Browsers and APIs in Claude Desktop, Cline, Cursor IDE and More 🔌

Automated TestingTypeScript

Good for

  • Explore a popular automated testing repository
  • Study implementation patterns for TypeScript projects
  • Open GitHub for documentation, examples, and issues
5.6k stars TypeScript
GitHub