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rootly-mcp-server📁v2.2.20🌱 Seedling41

Rootly MCP server

mcp-workspace📁0.1.6🌱 Seedling46

MCP Workspace Server: A secure Model Context Protocol server providing file, git, and GitHub tools for AI assistants within a sandboxed project directory.

voicemode📁v8.6.1🌳 Mature1,103

Natural (2-way) voice conversations with Claude Code

npcpy📁v1.4.21🌳 Mature1,287

The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.

open-computer-use📁v0.8.12.8🌿 Growing54

MCP server that gives any LLM its own computer — managed Docker workspaces with live browser, terminal, code execution, document skills, and autonomous sub-agents. Self-hosted, open-source, pluggable

linkedin-mcp-server📁v4.9.3🌳 Mature1,346

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

mcp-marketplace📁0.0.0🌱 Seedling31

OpenSource MCP Marketplace | MCP Servers Tools Meta Dataset | Web API | Web Client Integration

mcp-searxng-enhanced📁v1.0.0🌱 Seedling36

Enhanced MCP server for SearXNG: category-aware web-search, web-scraping, and date/time retrieval.

teradata-mcp-server📁v0.2.1🌱 Seedling47

The community development of a MCP server for a Teradata database

memora📁v0.2.27🌿 Growing395

Give your AI agents persistent memory.

mengram📁v2.23.0🌿 Growing156

Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.

jupyter-mcp-server📁v1.0.0🌳 Mature1,025

🪐 🔧 Model Context Protocol (MCP) Server for Jupyter.

codelogic-mcp-server📁v1.1.1🌱 Seedling36

An MCP Server to utilize Codelogic's rich software dependency data in your AI programming assistant.

mcp-server-motherduck📁v1.0.4🌿 Growing470

Local MCP server for DuckDB and MotherDuck

tradememory-protocol📁v0.5.1🌳 Mature647

Decision audit trail + persistent memory for AI trading agents. Outcome-weighted recall, SHA-256 tamper detection, 17 MCP tools.

neurostack📁v0.11.1🌱 Seedling41

Your second brain, starting today. CLI + MCP server that helps you build, maintain, and search a knowledge vault that gets better every day. Works with any AI provider. Local-first, zero-prereq instal

jdocmunch-mcp📁v1.9.0🌿 Growing137

The leading, most token-efficient MCP server for documentation exploration and retrieval via structured section indexing

fast-agent📁v0.6.17🌿 Growing3,740

Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP Support

contrastapi📁v1.9.0🌱 Seedling15

Security intelligence API and MCP server for AI agents. 25 tools, 35+ endpoints: CVE/EPSS/KEV, domain recon, SSL, IP reputation, threat intel, email security, code scanning. Free, no signup.

anki-mcp-server-addon📁v0.14.0🌱 Seedling34

An Anki addon that implements an MCP server, enabling AI assistants to interact with Anki, the spaced repetition flashcard application.

MODULAR-RAG-MCP-SERVER📁0.0.0🌳 Mature783

A modular RAG (Retrieval-Augmented Generation) system with MCP Server architecture. Using Skill to make AI follow each step of the spec and complete the code 100% by AI.

lad_mcp_server📁main@2026-04-20🌱 Seedling21

Lad MCP Server: Autonomous code & system design review for AI coding agents (Claude Code, Cursor, Codex, etc.). Features multi-model consensus via OpenRouter and context-aware reviews via Serena.

jarvis📁v1.28.0🌿 Growing174

Your AI assistant that never forgets and runs 100% privately on your computer. Leave it on 24/7 - it learns your preferences, helps with code, manages your health goals, searches the web, and connects

ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works wi

prometheus-mcp-server📁v1.6.0🌿 Growing419

A Model Context Protocol (MCP) server that enables AI agents and LLMs to query and analyze Prometheus metrics through standardized interfaces.

fcpxml-mcp-server📁v0.6.0🌱 Seedling38

🎬 The first AI-powered MCP server for Final Cut Pro XML. Control your edits with natural language.

mcp-for-api📁0.4.1🌿 Growing64

Appwrite’s MCP server. Operating your backend has never been easier.

langsmith-mcp-server📁langsmith-mcp-server==0.1.1🌿 Growing107

No description

photoshop-python-api-mcp-server📁v0.1.11🌿 Growing206

A Model Context Protocol (MCP) server that interfaces with Adobe Photoshop's Python API. Enables LLMs to execute image editing operations, automate workflows, and manage Photoshop tasks through struct

kubectl-mcp-server📁v1.24.0🌳 Mature871

Published in CNCF Landscape: A MCP server for Kubernetes.

unifi-mcp-server📁v0.2.4🌿 Growing103

An MCP server that leverages official UniFi API

python-sdk📁v1.27.0🏛️ Flagship22,712

The official Python SDK for Model Context Protocol servers and clients

synaptic-memory📁v0.16.0🌱 Seedling25

Brain-inspired knowledge graph: spreading activation, Hebbian learning, memory consolidation.

mcp📁2026.04.20260414152327🌿 Growing8,740

Official MCP Servers for AWS

fastmcp📁v3.2.4🌿 Growing24,460

🚀 The fast, Pythonic way to build MCP servers and clients.

ros-mcp-server📁v3.0.1🌳 Mature1,176

Connect AI models like Claude & GPT with robots using MCP and ROS.

shotgrid-mcp-server📁v0.15.4🌿 Growing56

A Model Context Protocol (MCP) server for Autodesk ShotGrid/Flow Production Tracking (FPT) with comprehensive CRUD operations and data management capabilities.

JRVS📁0.0.0🌿 Growing236

JRVS AI Agent with JARCORE autonomous coding engine - RAG knowledge base, web scraping, calendar, code generation. Powered by whatever local AI you choose.

netbox-mcp-server📁v1.1.0🌿 Growing151

Model Context Protocol (MCP) server for read-only interaction with NetBox data in LLMs

costrict-coding-hub📁main@2026-04-20🌱 Seedling41

聚合精选编程 AI 扩展资源:MCP Servers、Skills、Rules、Prompts,周更索引 + 一键安装。

LycheeMem📁master@2026-04-19🌿 Growing229

Compact, efficient, and extensible long-term memory for LLM agents.

d365fo-client📁v0.3.7🌱 Seedling27

A comprehensive Python client library and MCP server for Microsoft Dynamics 365 Finance & Operations (D365 F&O) that provides easy access to OData endpoints, metadata operations, label management, and

claude-engram📁main@2026-04-17🌱 Seedling13

Persistent memory and session intelligence for AI coding assistants. Auto-tracks mistakes, decisions, and context via hooks. Mines your full session history for patterns, predictions, and cross-sessio

revula📁main@2026-04-17🌱 Seedling35

A fully functional and production-grade reverse engineering MCP Server

alibabacloud-dms-mcp-server📁v0.2.11🌱 Seedling31

A universal multi-cloud data MCP Server supporting over 40 types of data source connections, providing secure, unified data access in a single platform.
Supports full range of Alibaba Cloud services a

OpenRA-RL📁v0.4.1🌿 Growing120

Open Framework for AI Agents to play Red Alert through Reinforcement Learning

tradingview-mcp📁main@2026-04-14🌿 Growing1,657

Advanced TradingView MCP Server for AI-powered market analysis. Real-time crypto & stock screening, technical indicators, Bollinger Band intelligence, and candlestick patterns. Works with Claude Desk

dbt-mcp📁v1.14.0🌿 Growing534

A MCP (Model Context Protocol) server for interacting with dbt.

simplenote-mcp-server📁v1.15.0🌱 Seedling16

MCP Server for Simplenote integration with Claude Desktop

mcp-client-for-ollama📁v0.28.0🌿 Growing599

A text-based user interface (TUI) client for interacting with MCP servers using Ollama. Features include agent mode, multi-server, model switching, streaming responses, tool management, human-in-the-l

Corbell📁1.0.3🌿 Growing187

AI-powered spec generation and review using multi-repo code graph intelligence for backend teams that ship to production.

linux-mcp-server📁1.4.1🌿 Growing202

Tools to allow LLM clients to interact with Linux systems remotely

google_ads_mcp📁v0.6.3🌿 Growing167

The Google Ads MCP Server is an implementation of the Model Context Protocol (MCP) that enables Large Language Models (LLMs), such as Gemini, to interact directly with the Google Ads API.

vmlx📁v1.3.34🌿 Growing198

vMLX - Home of JANG_Q - Cont Batch, Prefix, Paged, KV Cache Quant, VL - Powers MLX Studio. Image gen/edit, OpenAI/Anth

datagouv-mcp📁v0.2.23🌿 Growing1,216

Official data.gouv.fr Model Context Protocol (MCP) server that allows AI chatbots to search, explore, and analyze datasets from the French national Open Data platform, directly through conversation.

developers-guide-to-ai📁main@2026-04-09🌱 Seedling35

The Developer's Guide to AI - A Field Guide for the Working Developer

pipulate📁voice-synthesis-breakthrough🌱 Seedling11

Local First AI SEO Software on Nix, FastHTML & HTMX

nautex📁0.0.0🌱 Seedling78

MCP server for guiding Coding Agents via end-to-end requirements to implementation plan pipeline

frida-mcp📁0.0.0🌱 Seedling5

Enable AI-driven automated Android dynamic analysis by controlling Frida through the Model Context Protocol for streamlined reverse engineering.

Omnispindle📁v0.0.9🌱 Seedling9

A comprehensive MCP-based todo management system, that serves as a central nervous system for Madness Interactive, a multi-project task coordination workshop.

pentest-mcp-server📁0.0.0🌱 Seedling13

⚙️ Enable AI agents to conduct autonomous penetration testing on any Linux distribution with a persistent and robust Model Context Protocol server.

arxiv-mcp-server📁0.0.0🌱 Seedling14

arXiv MCP Server Client 🐙 enables AI assistants to search, retrieve, analyze, and summarize arXiv papers with features like author/category browsing, trends, and citation insights.

Charles-mcp📁v3.0.3🌱 Seedling179

Charles Proxy MCP server for AI agents with live capture, structured traffic analysis, and agent-friendly tool contracts

KiCAD-MCP-Server📁0.0.0🌱 Seedling688

KiCAD MCP is a Model Context Protocol (MCP) implementation that enables Large Language Models (LLMs) like Claude to directly interact with KiCAD for printed circuit board design.

markdown-vault-mcp📁v1.27.0🌱 Seedling5

Generic markdown collection MCP server with FTS5 + semantic search, frontmatter-aware indexing, and incremental reindexing

arcade-mcp📁main@2026-04-21🌿 Growing855

The best way to create, deploy, and share MCP Servers

mcp-ms-office-documents📁v3.5🌱 Seedling23

MCP server providing tools to create Ms Office documents like presentations, emails, spreadsheets and word docs (pptx, docx, eml, xlsx)

sdk-python📁v1.36.0🌿 Growing5,602

A model-driven approach to building AI agents in just a few lines of code.

telegram-mcp📁main@2026-04-21🌱 Seedling5

🤖 Manage multiple Telegram accounts effortlessly with AI-driven tools for bulk messaging, scheduling, and more in one easy-to-use platform.

plamen📁main@2026-04-09🌿 Growing214

Autonomous Web3 security audit agent for Claude Code

chak-ai📁v0.3.1🌿 Growing211

A simple, yet handy, LLM gateway.

mcp-gateway-registry📁v1.0.18🌿 Growing576

Enterprise-ready MCP Gateway & Registry that centralizes AI development tools with secure OAuth authentication, dynamic tool discovery, and unified access for both autonomous AI agents and AI coding a

delimit-mcp-server📁v4.1.38🌱 Seedling11

Unify Claude Code, Codex, Cursor, and Gemini CLI with persistent context, governance, and multi-model debate. 186 MCP tools. 123 tests.

streamdeck-mcp📁v0.2.0🌱 Seedling9

MCP server for Elgato Stream Deck control — set buttons, manage pages, wire actions

p4mcp-server📁2025.2.2901372🌿 Growing78

[Community Supported] Perforce P4 MCP Server is a Model Context Protocol (MCP) server that integrates with the Perforce P4 version control system.

heurist-agent-framework📁0.0.0🌱 Seedling798

A flexible multi-interface AI agent framework for building agents with reasoning, tool use, memory, deep research, blockchain interaction, MCP, and agents-as-a-service.

agent-bom📁v0.81.0🌱 Seedling13

Open security scanner for AI supply chain: agents, MCP, containers, cloud, GPU, and runtime with blast-radius analysis.

sinain-hud📁overlay-v2.8.0🌱 Seedling5

Ambient intelligence that sees what you see, hears what you hear, and acts on your behalf

finstack-mcp📁v0.3.2🌱 Seedling6

India-first MCP server for NSE/BSE, fundamentals, analytics, and daily research workflows.

mnemos-mcp📁main@2026-04-21🌱 Seedling4

🧠 Transform documentation chaos into a structured memory system with Mnemos, your self-hosted, multi-context knowledge server for developers.

invariant-gateway📁0.0.0🌱 Seedling69

LLM proxy to observe and debug what your AI agents are doing.

synapse-ai📁v1.0.0🌱 Seedling1

Build AI agents that actually do things. Synapse is an open-source platform for creating, connecting, and orchestrating AI agents powered by any LLM — local or cloud.

Cognio📁main@2026-04-21🌱 Seedling2

🧠 Enhance AI conversations with Cognio, a persistent memory server that retains context and enables meaningful semantic search across sessions.

sqltools_mcp📁main@2026-04-21🌱 Seedling2

🔌 Access multiple databases seamlessly with SQLTools MCP, a versatile service supporting MySQL, PostgreSQL, SQL Server, DM8, and SQLite without multiple servers.

zotero-mcp-lite📁main@2026-04-21🌱 Seedling2

🚀 Run a high-performance MCP server for Zotero, enabling customizable workflows without cloud dependency or API keys.

mcp-statcan📁main@2026-04-12🌱 Seedling3

A MCP server to use StatCAN data

nornweave📁v0.1.8🌱 Seedling10

An open-source, self-hosted API that turns standard email providers (Mailgun, SES, SendGrid) into "Inbox-as-a-Service" for AI Agents.

mcp-apache-spark-history-server📁v0.1.5🌱 Seedling152

MCP Server for Apache Spark History Server. The bridge between Agentic AI and Apache Spark.

AI-Skills📁main@2026-04-21🌱 Seedling1

🤖 Enhance AI capabilities with modular Skills that provide expert knowledge, workflows, and integrations for any project.

MCP---Agent-Starter-Kit📁main@2026-04-21🌱 Seedling4

🚀 Build and explore multi-agent AI workflows with ready-to-use projects for document serving, Q/A bots, and orchestration.

a-mem-mcp-server📁main@2026-04-21🌱 Seedling1

🧠 Enhance LLM agents with an agentic memory system, featuring automatic note construction, dynamic memory updates, and intelligent semantic retrieval.

Advanced-AI-Agents📁main@2026-04-21🌱 Seedling2

🤖 Build advanced AI agents with a collection of production-ready applications using modern frameworks for single and multi-agent systems.

local-rag-server📁main@2026-04-21🌱 Seedling2

Deploy a local, multi-user RAG system to query PDF and DOCX documents using a local LLM without cloud or API dependencies.

claude-cartographer📁main@2026-04-21🌱 Seedling1

🗺️ Optimize token usage by over 95% when navigating large codebases with Claude Code, enhancing your productivity in AI development.

argus-mcp📁main@2026-04-21🌱 Seedling1

🔍 Enhance code quality with Argus MCP, an AI-driven code review server using a Zero-Trust model for safe and efficient development.

Deepagent-research-context-engineering📁main@2026-04-21🌱 Seedling2

🔍 Accelerate research using a Multi Agent System for efficient context engineering with DeepAgent and LangChain's library.

Enterprise-Multi-AI-Agent-Systems-📁main@2026-04-21🌱 Seedling2

🤖 Build and deploy scalable Multi-AI Agent systems with LangGraph and Groq LLMs to enhance intelligence across enterprise applications.

noapi-google-search-mcp📁main@2026-04-21🌱 Seedling1

🔍 Enable local LLMs with real-time Google search, live feeds, OCR, and video insights using noapi-google-search-mcp server tools.

hybrid-orchestrator📁master@2026-04-21🌱 Seedling1

🤖 Implement hybrid human-AI orchestration patterns in Python to coordinate agents, manage sessions, and enable smooth AI-human handoffs.

notebooklm-py📁main@2026-04-21🌱 Seedling1

Provide full Python API access to NotebookLM features, including advanced functions beyond the web interface, via CLI and AI agent integration.

AIDomesticCoreAIJ📁main@2026-04-21🌱 Seedling1

🛠️ Build a robust AI Kernel for stable, auditable, and sovereign AI systems, ensuring secure execution and compliance across various domains.

refrag📁main@2026-04-21🌱 Seedling1

🚀 Enhance retrieval with REFRAG, using micro-chunking and fast indexing for optimized RAG systems that improve efficiency and effectiveness.

AI-Agents-Orchestrator📁v1.0.0🌱 Seedling43

🪈 Intelligent orchestration system that coordinates multiple AI coding assistants (Claude, Codex, Gemini CLI, Copilot CLI) to collaborate on complex software development tasks via REPL or a Vue/Nuxt

uk-due-diligence-mcp📁v1.0.4🌱 Seedling1

UK due diligence MCP server — Companies House, corporate research, compliance checks

Qwen-Agent📁v0.0.26💤 Dormant16,131

Agent framework and applications built upon Qwen>=3.0, featuring Function Calling, MCP, Code Interpreter, RAG, Chrome extension, etc.

nmap-mcp📁main@2026-04-21🌱 Seedling1

🔍 Enable AI-driven network security scanning with a production-ready Nmap MCP server supporting diverse tools, scan types, and timing templates.

Scrapling📁main@2026-04-21🌱 Seedling1

Simplify web scraping by extracting data from modern websites with an easy-to-use Python library designed for efficiency and clarity.

cocoindex-code-mcp-server📁v0.2.0🌱 Seedling34

An RAG for code development, implemented as MCP server with cocoindex

seraph📁develop@2026-04-13🌱 Seedling1

An AI guardian that remembers, watches, and acts.

mcp-pyatv📁v0.2.0🌱 Seedling1

MCP server for controlling Apple TV, HomePod, and AirPlay devices. Control your TV with natural language through Claude Desktop.

mockloop-mcp📁v2.2.9💤 Dormant15

Intelligent Model Context Protocol (MCP) server for AI-assisted API development. Generate mock servers from OpenAPI specs with advanced logging, performance analytics, and server discovery. Optimized

strands-agents📁1.36.0🌱 Seedling

A model-driven approach to building AI agents in just a few lines of code