Communication MCPs
8,010 MCP servers found
goai
by zendev-sh
Go AI SDK, the Go way. One unified API across 21+ providers. Streaming, structured output, MCP support, stdlib only. Go AI SDK for AI applications inspired by Vercel AI SDK.
build-agent-context-engineering
by phodal
Agent 架构综述:从 Prompt 到上下文工程构建 AI Agent;涵盖结构化提示词、RAG、语义化工具与 MCP、Agent 规划及多 Agent 协作,配套实操方法与参考资料。
generative-ui-playground
by CopilotKit
Interact with all three types of generative UI, all in one interface
claude-swarm
by cj-vana
MCP server for orchestrating parallel Claude Code worker swarms with protocol-based behavioral governance, persistent state, and real-time monitoring dashboard
mcp-reticle
by soth-ai
Reticle intercepts, visualizes, and profiles JSON-RPC traffic between your LLM and MCP servers in real-time, with zero latency overhead. Stop debugging blind. Start seeing everything.
alibabacloud-ack-mcp-server
by aliyun
Alibaba Cloud's ack-mcp-server unifies container operations capabilities, enabling AI assistants and third-party AI agents to perform complex tasks via natural language through the MCP protocol, empowering container-native AIOps. DingTalk discussion group: 70080006301
asyncmcp
by bh-rat
Async transport layers for MCP
powerbi-mcp
by sulaiman013
MCP server for natural language interaction with Power BI datasets
gno
by gmickel
Local AI-powered document search and editing with first-in-class hybrid retrieval, LLM answers, WebUI, REST API and MCP support for AI clients.
nautex
by hmldns
MCP server for guiding Coding Agents via end-to-end requirements to implementation plan pipeline
doc-ops-mcp
by Tele-AI
MCP server for seamless document format conversion and processing
pullmd
by AeternaLabsHQ
Self-hosted URL-to-Markdown service for humans and AI agents. PWA + REST + MCP + Claude Code skill, with Reddit support and refreshable share links.
oculos
by huseyinstif
If it's on the screen, it's an API. Control any desktop app via REST + MCP. Rust.
spring-ai-playground
by spring-ai-community
Safe local execution layer for AI agent tools. Build, validate, and publish MCP tools with a no-pass-no-run workflow — cross-platform desktop app powered by Spring AI.
shellward
by jnMetaCode
AI Agent Security Middleware — 8-layer defense, DLP data flow, prompt injection detection, zero dependencies. SDK + MCP server for Claude Code, Cursor, LangChain, Hermes Agent & more.
mcp-feedback-collector-web
by sanshao85
mcp feedback collector web
smart-cs-multi-agent
by bcefghj
智能客服多Agent系统 — 企业级面试项目全攻略 | Supervisor编排 + 分层记忆 + MCP + 全链路追踪 | Python/Java/Go三语言实现
mcp-lite
by fiberplane
Lightweight, composable MCP framework for TypeScript
mcp-image
by shinpr
MCP server for AI image generation and editing with automatic prompt optimization and quality presets. Powered by Gemini (Nano Banana 2 & Pro), with optional OpenAI GPT Image support.
gtm-mcp-server
by paolobietolini
An MCP server for Google Tag Manager. Connect it to your LLM, authenticate once, and start managing GTM through natural language.
xiaozhi-mcphub
by huangjunsen0406
MCP bridge system optimized for Xiaozhi AI integration
awesome-ai-pulse-georgia
by tornikebolokadze1-cyber
A curated collection of cutting-edge AI agent frameworks, developer tools, and automation resources — by AI Pulse Georgia
mcp-vosdroits
by guigui42
Serveur MCP pour Service Public Vos Droits
mcp-client-capabilities
by apify
Index of all Model Context Protocol (MCP) clients and their capabilities