Communication MCPs

6,619 MCP servers found

E

elementor-mcp

by msrbuilds

270🍴 68
PHP

WordPress plugin that turns Elementor into an MCP server — 97 AI-ready tools for building, editing, and managing page designs programmatically.

machine learningcommunication+9 more
GPL-3
M

marionette_mcp

by leancodepl

270🍴 26
Dart

MCP server enabling AI agents to interact with Flutter apps at runtime - let them inspect widgets, simulate taps, enter text, scroll, and take screenshots.

machine learningcommunication+4 more
Apache
G

google-ads-mcp

by googleads

428🍴 113
Python

google ads mcp

communicationfile management+7 more
Apache
T

task-orchestrator

by jpicklyk

183🍴 21
Kotlin

Server-enforced workflow discipline for AI agents. An MCP server providing persistent work items, dependency graphs, quality gates, and actor attribution. Schemas define what agents must produce — the server blocks the call if they don't. Works with any MCP-compatible client.

machine learningcommunication+9 more
MIT
B

bernstein

by sipyourdrink-ltd

267🍴 33
Python

Deterministic orchestrator for 30+ CLI AI coding agents. Git worktree isolation, HMAC audit trail, MCP server mode.

machine learningcommunication+10 more
Apache
G

gemini-cli-desktop

by Piebald-AI

425🍴 49
TypeScript

Web/desktop UI for Gemini CLI/Qwen Code. Manage projects, switch between tools, search across past conversations, and manage MCP servers, all from one multilingual interface, locally or remotely.

machine learningcommunication+5 more
MIT
E

enterprise-mcp-course

by decodingai-magazine

265🍴 59
Python

Learn to build from scratch an AI PR reviewer integrated with GitHub, Slack and Asana that scales within your organization.

machine learningcommunication+6 more
MIT
M

mcp-ssh-manager

by bvisible

182🍴 32
JavaScript

MCP SSH Server: 37 tools for remote SSH management | Claude Code & OpenAI Codex | DevOps automation, backups, database operations, health monitoring

machine learningdatabase+7 more
MIT
M

mcp-chat

by PipedreamHQ

182🍴 53
TypeScript

Examples of using Pipedream's MCP server in your app or AI agent.

machine learningcommunication+3 more
Other
M

medusa

by Pantheon-Security

259🍴 41
Python

AI-first security scanner with 76 analyzers, 9,600+ detection rules, and repo poisoning detection for AI/ML, LLM agents, and MCP servers. Scan any GitHub repo with: medusa scan --git user/repo

machine learningcommunication+9 more
AGPL-3
L

lumen

by ory

181🍴 18
Go

Reduce Claude Code, Codex, OpenCode wall clock and token use by 50% with open source, local semantic search. Works for small and large codebases and monorepos! Enterprise-ready and fully compliant via Ollama and SQLite-vec.

machine learningcommunication+6 more
Other
F

forgetful

by ScottRBK

258🍴 23
Python

Opensource Memory for Agents

machine learningcommunication+11 more
MIT
M

MARM-Systems

by Lyellr88

257🍴 43
Python

Turn AI into a persistent, memory-powered collaborator. Universal MCP Server (supports HTTP, STDIO, and WebSocket) enabling cross-platform AI memory, multi-agent coordination, and context sharing. Built with MARM protocol for structured reasoning that evolves with your work.

machine learningcommunication+11 more
MIT
C

c2sagent

by C2SAgent

256🍴 22
Python

C2S Agent is an lightweight AI Agent construction platform that provides configurable online Agents and MCP services, You can configure any HTTP request interface as an MCP tool. C2S Agent 是一个轻量级的AI Agent构建平台,提供在线可配置的Agent,MCP,您可以一个HTTP请求的接口配置成为一个MCP工具,Agent之间可以进行自交流。并提供了单端口多A2A服务,MCP服务的解决方案

machine learningcommunication+2 more
MIT
D

domainstack.io

by jakejarvis

254🍴 17
TypeScript

🧰 All-in-one domain name intelligence as a service

machine learningcommunication+4 more
MIT
C

claude-agent-sdk-master

by ErlichLiu

253🍴 23
TypeScript

Learn to build real-world applications with Claude Agent SDK. This tutorial takes you from basics to advanced implementations, covering essential integrations (Skills, MCP) and the core principles of human-AI interaction.

communicationfile management+1 more
A

ai-skills

by sanjay3290

253🍴 23
Python

Collection of agent skills for AI coding assistants

machine learningcommunication+7 more
Apache
I

ios-mcp

by witchan

252🍴 37
Objective-C

iOS MCP: MCP management tool for jailbroken iPhones, enabling developers and AI agents to inspect and control devices.

machine learningcommunication+2 more
A

AgentRecall-MCP

by Goldentrii

251🍴 22
TypeScript

AI Session Memory with Think-Execute-Reflect Quality Loops — give your agent a brain that survives every session. Built on the Intelligent Distance principle.

machine learningcommunication+10 more
MIT
V

vurb.ts

by vinkius-labs

251🍴 22
TypeScript

TypeScript framework for building production MCP servers. Fluent tool API, FSM gating, presenters, semantic routing, cache hints, Zod validation. Model-View-Agent architecture for the Model Context Protocol.

machine learningcommunication+9 more
Apache
M

mcp2py

by MaximeRivest

249🍴 21
Python

Turn any MCP server into a Python module

machine learningcommunication+10 more
MIT
M

MoltBrain

by nhevers

248🍴 29
TypeScript

Long-term memory layer for OpenClaw & MoltBook agents that learns and recalls your project context automatically.

machine learningcommunication+7 more
Other
A

anki-mcp-server

by ankimcp

248🍴 9
TypeScript

A Model Context Protocol (MCP) server that enables AI assistants to interact with Anki, the spaced repetition flashcard application.

communicationfile management+9 more
MIT
M

mailtrap-mcp

by mailtrap

59🍴 13
TypeScript

A Mailtrap-based MCP server enabling sandbox sending, templates, logs, and domain management with structured error handling and developer tooling.

development toolsweb services+1 more
MIT
Showing 385 to 408 of 6,619 results