MCP Server Frameworks AI Agents

Frameworks, libraries, and toolkits for building, integrating, and deploying MCP (Model Context Protocol) servers that extend AI agent capabilities. Does NOT include standalone MCP servers for specific domains, curated tool collections, or agent orchestration platforms.

There are 298 mcp server frameworks agents tracked. 1 score above 70 (verified tier). The highest-rated is mims-harvard/ToolUniverse at 87/100 with 1,097 stars and 63,881 monthly downloads. 1 of the top 10 are actively maintained.

Get all 298 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=agents&subcategory=mcp-server-frameworks&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

# Agent Score Tier
1 mims-harvard/ToolUniverse

Democratizing AI scientists with ToolUniverse

87
Verified
2 cryxnet/DeepMCPAgent

Model-agnostic plug-n-play LangChain/LangGraph agents powered entirely by...

63
Established
3 dhyansraj/mcp-mesh

Enterprise-grade distributed AI agent framework | Develop → Deploy → Observe...

57
Established
4 namastexlabs/pgserve

Embedded PostgreSQL 18 server with true concurrent connections - zero...

55
Established
5 yutori-ai/yutori-mcp

Yutori MCP

54
Established
6 tiluckdave/hound-mcp

The dependency bloodhound for AI coding agents. Free, no API keys.

52
Established
7 datalayer/jupyter-ai-agents

🪐 🤖 AI Agents for JupyterLab with 🔧 MCP tools - Chat interface for optimized...

52
Established
8 raj8github/sqlsense

Safe, audited SQL for AI agents via MCP.

49
Emerging
9 usewombat/gateway

Resource-level permissions for MCP agents: rwxd on any resource, deny by default

49
Emerging
10 decodingai-magazine/enterprise-mcp-course

Learn to build from scratch an AI PR reviewer integrated with GitHub, Slack...

47
Emerging
11 TingjiaInFuture/allbemcp

Turn your Python Code into MCP Tools Instantly

46
Emerging
12 opentiny/webmcp-sdk

A smart application development toolkit that instantly empowers your...

46
Emerging
13 light-merlin-dark/vssh

MCP-native SSH proxy for AI agents. CLI & MCP Server, plugin system, AI...

45
Emerging
14 CopilotKit/open-multi-agent-canvas

The open-source multi-agent chat interface that lets you manage multiple...

45
Emerging
15 levelsofself/mcp-nervous-system

The Nervous System - LLM Behavioral Enforcement Framework. Anthropic built...

42
Emerging
16 aiagenta2z/mcp-marketplace

Open MCP Marketplace Collection of MCP Servers , MCP Registry, Web...

42
Emerging
17 OEvortex/tgmcp

TGMCP is a Python package that implements the Model Context Protocol (MCP)...

41
Emerging
18 bitget-wallet-ai-lab/bitget-wallet-mcp

MCP server for Bitget Wallet DEX aggregator — token info, swap quotes,...

40
Emerging
19 nirholas/defi-agents

DeFi agent definitions JSON API + MCP - Production-ready agents for Web3,...

40
Emerging
20 vikrantwiz02/mcp-warden

High-performance security guardrails, PII redaction, and governance for...

40
Emerging
21 mrnajiboy/mr-magic-mcp-server

A magical lyric "source"rer for MCP or Standard JSON automation clients!

40
Emerging
22 GopherSecurity/gopher-mcp-python

Python bindings for Cross-Language MCP Orchestrator, think of LangChain +...

40
Emerging
23 ShunsukeHayashi/miyabi-mcp-bundle

Miyabi All-in-One MCP Server - 75+ tools for Claude Desktop & AI agents

40
Emerging
24 gunbun33/mcp-servers

Production-ready Model Context Protocol (MCP) servers in Python, Go, and...

39
Emerging
25 ShunsukeHayashi/MCP

MCP (Model Context Protocol) server implementations for AI agent integration

39
Emerging
26 sondt2709/ssh-mcp-py

Model Context Protocol tool for Virtual Machine Management over SSH

39
Emerging
27 ShunsukeHayashi/ppal-mcp-collection

PPAL MCP Server Collection - メンバー限定

38
Emerging
28 serenorg/seren

Seren CLI & MCP

38
Emerging
29 WeMake-Labs/mcp

Our MCP servers enable Large Language Models to securely access enterprise...

38
Emerging
30 cass-clearly/remarq

Structured document annotations with REST API + MCP. Replace Google Docs...

38
Emerging
31 avsolatorio/data360-mcp

Model Context Protocol (MCP) server that gives LLM agents and chatbots...

38
Emerging
32 AnsonLai/docx-redline-mcp

An MCP server for inspecting and editing Microsoft .docx files with support...

38
Emerging
33 azharlabs/papert-code

Opensource AI agent engine | AI coding companion

37
Emerging
34 Dilipod/cellar

MCP for computer use — structured context and execution protocol for any...

37
Emerging
35 dappros/ethora-mcp-cli

Model Context Protocol server for Ethora: login, app & chat management, and...

37
Emerging
36 LissajousX/mcp_for_pcap

把 Wireshark/tshark 封装成结构化 MCP Tools:让智能体对 PCAP...

37
Emerging
37 bivex/kanboard-mcp

A Model Context Protocol (MCP) server written in Go that empowers AI agents...

37
Emerging
38 totonga/odsbox-jaquel-mcp

MCP server to work with odsbox to access ASAM ODS HTTP API.

37
Emerging
39 fast-gateway-protocol/browser

FGP daemon for browser automation via Chrome DevTools Protocol - 292x faster...

36
Emerging
40 Firstmeridian/llm-sql-safety-executor-mcp

A secure database access gateway for AI Agents: Empowering LLM (Agents) with...

36
Emerging
41 matheusbuniotto/go-google-mcp

Model Context Protocol (MCP) server for Google Workspace. Secure CRUD for...

36
Emerging
42 inkog-io/inkog-mcp

Inkog MCP Server — the pre-flight check for AI agents

35
Emerging
43 lukeslp/mcp-dreamwalker

DreamWalker MCP - Orchestration patterns, LLM providers, and data clients...

35
Emerging
44 syuaibsyuaib/ssyubix

MCP project for cross-device AI agent communication via Cloudflare Workers...

35
Emerging
45 lukeslp/geepers-mcp

DreamWalker MCP - Orchestration patterns, LLM providers, and data clients...

35
Emerging
46 scottymade/mana

Mana is an MCP server that saves 50-70% on AI coding API costs. It...

34
Emerging
47 fajarhide/omni

The Semantic Core for the Agentic AI can reduces 30–90% of token noise from...

34
Emerging
48 Shelpuk-AI-Technology-Consulting/lad_mcp_server

Lad MCP Server: Autonomous code & system design review for AI coding agents...

33
Emerging
49 charles-adedotun/Lilith-Shell

An MCP (Model Context Protocol) server that enables AI assistants to execute...

32
Emerging
50 Nocodeboy/youtube-mcp-server

Servidor MCP para interactuar con la API de YouTube desde asistentes de IA.

32
Emerging
51 mashh-lab/mcp-agent-proxy

An MCP server that exposes local and remote agents across different servers...

32
Emerging
52 Dexter-DAO/dexter-mcp

Dexter MCP server — 60+ Solana DeFi tools over HTTP and stdio

31
Emerging
53 pitlane-ai/pitlane

Race a baseline vs a skill or MCP on real tasks. Hard checks show if it got...

30
Emerging
54 Nagharjun17/MCP-Ollama-Client

Lightweight MCP client that uses a local Ollama LLM to query multiple MCP...

29
Experimental
55 AmeNetwork/Model-Smart-Contract-Protocol

A standard protocol that enables LLM applications to interact with...

28
Experimental
56 Denis-Chistyakov/Saltare

🚀 MCP Gateway with Semantic Routing — One API for all your MCP tools....

28
Experimental
57 GetSherlog/Sherlog-MCP

MCP that combats tools overload

27
Experimental
58 InjectiveLabs/mcp-server

An MCP (Model Context Protocol) server that gives AI agents full trading...

27
Experimental
59 MCPWorks-Technologies-Inc/mcpworks-api

Open-source platform for token-efficient AI agents. Self-host with docker compose up.

26
Experimental
60 GopherSecurity/gopher-mcp-js

JS bindings for Cross-Language MCP Orchestrator, think of LangChain + Vercel...

26
Experimental
61 PeterCha90/mcp-lazy-load

MCP tools eating your context window? Lazy-load them on demand across all AI...

26
Experimental
62 mmmmuhib/beneat-mcp

On-chain risk enforcement and behavioral analytics for autonomous AI trading...

25
Experimental
63 atomicpages/mcp-skills

Better MCP skills

25
Experimental
64 JuanCS-Dev/vertice-cyber

MCP-native multi-agent cybersecurity platform with FastAPI bridge, Go TUI,...

25
Experimental
65 saikodi/hive-compute-mcp

Distributed compute MCP server — pool idle LAN machines into a compute...

25
Experimental
66 ManbotHQ/agent-vc-mcp

Agent-VC: A Fossil-powered MCP server that gives AI agents persistent...

25
Experimental
67 VictorGjn/modular-patchbay

Context engineering IDE for AI agents. Design knowledge pipelines, not just prompts.

25
Experimental
68 GodModeArch/psgc-mcp

MCP server for Philippine Standard Geographic Code (PSGC) data. Cloudflare...

24
Experimental
69 noblepayne/mcp-injector

HTTP shim for injecting MCP tools into OpenAI-compatible chat completions

24
Experimental
70 andrewlopez0167/specter-mcp

🔧 Enable AI agents to build, test, and debug Kotlin Multiplatform Mobile...

24
Experimental
71 temporal-cortex/core

Deterministic calendar computation for AI agents — multi-calendar...

24
Experimental
72 itcv-GmbH/cpp-mcp-sdk

The first fully MCP 2025-11-25 compliant C++ SDK - Build production-ready...

24
Experimental
73 feedoracle/mirofish-oracle-seeds

484 MCP tools as real-time data sources for MiroFish swarm intelligence simulations

24
Experimental
74 ark-forge/arkforge-mcp

Third-party cryptographic proof for AI agent API calls — ArkForge Trust...

24
Experimental
75 Codestz/mcpx

MCP servers as CLI tools — built for AI agents

24
Experimental
76 adamosk/MCPBridge-Landing-Page-Showcase

MCPBridge - Multi-IDE AI Collaboration Platform | Transform your development...

24
Experimental
77 DocuWriter-ai/mcp-client

A Model Context Protocol (MCP) client that enables AI assistants like...

24
Experimental
78 n-takatsu/mcp-rs

Rust implementation of the Model Context Protocol (MCP) for AI-agent...

24
Experimental
79 oso95/domain-suite-mcp

MCP with skills for your agent to do domain and DNS management across...

24
Experimental
80 juvan2540/mcp

Enforce consistent coding rules and governance across AI coding sessions...

24
Experimental
81 multiagentcognition/macp

Multi Agent Cognition Protocol -- real-time cognitive collaboration between AI agents

23
Experimental
82 airbytehq/fastmcp-extensions

Unofficial FastMCP extensions, created by Airbyte for the FastMCP and...

23
Experimental
83 mdesalvo/Morgana

Flexible, intent-driven, multi-agent conversational AI framework with MCP...

23
Experimental
84 igmagollo/suggestion-box

Feedback registry MCP for coding agents — captures friction, feature...

23
Experimental
85 Cyneric/aidrelay

Centralized MCP server config and AI coding rules manager for Windows.

23
Experimental
86 maxwellsantoro/dotrepo

Trust-aware metadata protocol for software repositories, with a Rust...

23
Experimental
87 lim-asdk/mcp_asdk_studio_v0_9

Desktop-first AI workspace for MCP setup, tool inspection, and vertical...

23
Experimental
88 M0th9n/ida-mcp-bridge

Minimal CLI companion for calling ida-pro-mcp over SSE from shell scripts,...

23
Experimental
89 yycyyv/M-Cube

M-Cube (M³) — Multi-thinking, Multimodal, Multi-verification Patent Drafting...

23
Experimental
90 project-nomos/nomos-slack-mcp

MCP server that lets AI agents read and write Slack as you — not as a bot....

23
Experimental
91 data-ps-gmbh/Agent-Elno

Autonomous AI task processing Platform with VS Code integration via MCP.

23
Experimental
92 jehrhardt/mcpkg

Help your coding agent twig

23
Experimental
93 danilagoleen/mycelium

DAG-native multi-window command center for live agent orchestration (MCC from VETKA).

23
Experimental
94 provara-protocol/provara-mcp

MCP server — 10 tools, Ed25519 signing, deterministic state

23
Experimental
95 shenyuexin/mobile-e2e-mcp

AI-first mobile E2E MCP orchestration

23
Experimental
96 mplogas/mitmproxy-mcp

MCP server for network-level TLS interception and IoT security testing....

23
Experimental
97 xDarkzx/Blender_MCP_PRO

simple blender MCP tool for agents to create 3d models in blender with...

23
Experimental
98 saluca-labs/tartarus-mcp

Tartarus MCP server — underworld-themed Model Context Protocol tools for AI agents

23
Experimental
99 Pyload901/doc2task

Convert your requirement docs or texts to tasks into your favorite planning...

23
Experimental
100 stunt-double/stuntdouble-mcp

MCP Service for Stunt Double

23
Experimental
101 mplogas/buspirate-mcp

MCP server for BusPirate 6 hardware security testing. Exposes UART, power...

23
Experimental
102 NextStat/zocli

CLI, MCP server, and MCP Apps for Zoho Mail, Zoho Calendar, and Zoho WorkDrive.

23
Experimental
103 vishnu2kmohan/mcp-server-langgraph

Agent Studio with Federated Single Sign-On and Fine-Grained Access Controls

23
Experimental
104 jamald33n/tweetsave-mcp

📝 Fetch Twitter/X content and convert it into blog posts using the MCP...

23
Experimental
105 paulirotta/ahma

Reliable and fast concurrent adapter turning command line and web tools into...

23
Experimental
106 Know-Kname/mcp-servers-and-agents

Your integrated AI/Agents/MCP environment: server definitions, tool...

22
Experimental
107 Turbo31150/jarvis-mcp-toolkit

JARVIS MCP Toolkit — 88+ handlers for autonomous AI agents | Multi-model...

22
Experimental
108 Awakehsh/awesome-agent-tools

Curated Skills, MCP servers, and tools for AI agents.

22
Experimental
109 mperdum/leanzero-mcp-doc-processor

This is a Model Context Protocol server that helps you work with PDF, DOCX,...

22
Experimental
110 OhJayGee/nanobanana2-mcpb

Nanobanana Image Studio — MCPB extension for Claude Desktop and Claude Cowork

22
Experimental
111 lobster-kit/lobsterkit-db

TypeScript SDK, MCP server, and skills for LobsterDB — instant PostgreSQL...

22
Experimental
112 unwind-mcp/ghostmode

See what your AI agent would do, without letting it do anything. Zero-config...

22
Experimental
113 ashlesh-experiments/googleCalendar-mcp

MCP server for Google Calendar integration, enabling Claude/LLMs to...

22
Experimental
114 dondetir/NeuralBridge_mcp

🧠 AI-native Android automation via MCP. Give Claude, GPT, Gemini or any AI...

22
Experimental
115 XAIN2011/mco

Manage cloud resources efficiently with MCO, a Python tool offering built-in...

22
Experimental
116 seeincodes/skyfi-mcp

Remote MCP server for SkyFi satellite imagery platform — search, price,...

22
Experimental
117 antonygold59/postgresql-mcp

🚀 Enable AI assistants to access PostgreSQL databases seamlessly with...

22
Experimental
118 GeObts/lido-mcp

Model Context Protocol server for AI-native Lido ETH staking - The Synthesis...

22
Experimental
119 RooJenkins/mcp-starter

Connect UPLO organizational knowledge to Claude Desktop, Claude Code,...

22
Experimental
120 ShunsukeHayashi/voicebox-mcp

MCP Server for VOICEVOX text-to-speech

22
Experimental
121 CondorCommodore/condor-eye

Give your AI agent eyes. Tauri 2 screen capture overlay with HTTP API and...

22
Experimental
122 yogesh895/gate-mcp

GATE MCP - The control plane for MCP. It sits between your AI agents and...

22
Experimental
123 sarat-asymmetrica/asymm-plugins

Mathematical superpowers for AI agents. 9 MCP tools backed by formally...

22
Experimental
124 sharozdawa/awesome-seo-mcp-servers

A curated list of MCP servers, agent skills, and AI-powered tools for SEO...

22
Experimental
125 ItsNishi/Mycelium

Structured, typed, cross-platform access to kernel-level OS information via...

22
Experimental
126 paulasilvatech/specky

Specky — The open-source MCP server for Spec-Driven Development (SDD). The...

22
Experimental
127 cognizonline/make-automation-toolkit

A professional Python SDK and reference guide for deploying, managing, and...

22
Experimental
128 mplogas/pm3-mcp

MCP server for Proxmark3 RFID/NFC tag identification and reading. Wraps the...

22
Experimental
129 Brunvelop/refract

One Python function → REST API, CLI, MCP tools for AI agents & Web UI. Zero...

22
Experimental
130 MCPWorks-Technologies-Inc/linkedin-pages-mcp

MCP server for LinkedIn Company Page management via the official Community...

22
Experimental
131 screenshotrun/screenshotrun-mcp

MCP server for ScreenshotRun Screenshot API — let AI agents capture website...

22
Experimental
132 OrelliusAI/orellius-eye

AI gets eyes into desktop apps — MCP server for visual perception of...

22
Experimental
133 Mr-Brownn/axiom-mcp

MCP server for AI agent observability, guardrails, branching, and execution control

22
Experimental
134 ATaylorAerospace/MCP-Agent-Accelerator

A flexible framework that helps AI agents to connect seamlessly with real...

22
Experimental
135 justinstimatze/gemot

Structured deliberation MCP server for AI agent coordination

22
Experimental
136 Yisak2468/PocketMCP

Turn your Android phone into a local MCP server for live data access,...

22
Experimental
137 lobster-kit/lobsterkit-vault

TypeScript SDK, MCP server, and skills for LobsterVault — encrypted secrets...

22
Experimental
138 nathaliaju/grammarly-mcp

🛠️ Automate AI detection and plagiarism scoring using Grammarly's web...

22
Experimental
139 doITmagic/trello-mcp-complete

A complete Model Context Protocol (MCP) server tailored to interact directly...

22
Experimental
140 up2itnow0822/webmcp-sdk

Full WebMCP developer toolkit — core, React, security, testing. Build...

22
Experimental
141 FlowMCP/flowmcp-cli

CLI for developing, validating, and managing FlowMCP API schemas — supports...

22
Experimental
142 Lichens-Innovation/ai-dev-tools

Artificial Intelligence tools for developers - Agent, Skills, MCP...

22
Experimental
143 vascokk/astrolabe-rs

MCP server for indexing and querying code repositories

22
Experimental
144 keny0322/visual-studio-mcp

🔧 Connect Visual Studio to AI assistants via MCP to automate building,...

22
Experimental
145 momomuchu/burp-wrapper

Python wrapper for Burp Suite MCP Server API — gives AI agents full access...

22
Experimental
146 stdiobus/workers-registry

Worker examples for stdio Bus kernel - a high-performance message routing...

22
Experimental
147 contactjccoaching-wq/daco-framework

Declarative Agent & MCP Orchestration — single MCP endpoint orchestrating...

22
Experimental
148 Rishab87/clawdpay-mcp

An MCP server that enables Claude to make purchases using Privacy.com virtual cards.

22
Experimental
149 brainfile/py

Python library for the Brainfile task coordination protocol

22
Experimental
150 nyem69/martol-client

Python agent wrapper for Martol — connects AI models to chat rooms via...

22
Experimental
151 lobster-kit/lobsterkit-mail

TypeScript SDK, MCP server, and skills for LobsterMail — disposable email...

22
Experimental
152 Open330/context-compress

MCP server and hook toolkit that compresses tool output to save context...

22
Experimental
153 cristianxruvalcaba-coder/tartarus-mcp

Tartarus MCP server — underworld-themed Model Context Protocol tools for AI agents

22
Experimental
154 TomasrRodrigues/lusostats-ai-mcp

Infraestrutura MCP para integração determinística de LLMs com dados...

22
Experimental
155 Lefeaker/aicoding-dual-pipeline

Local-first MCP for structured AI coding execution with...

22
Experimental
156 GGAART/equip

Manage MCP server configs and behavioral rules across AI coding platforms...

22
Experimental
157 iii-hq/iii-connect

iii worker that makes every registered function available to AI agents...

22
Experimental
158 RooJenkins/uplo-mcp-starter

Get UPLO organizational knowledge into your AI coding assistant in 5...

22
Experimental
159 CleverDonaldDuck/Java-Sentient-MCP

Giving AI Agents a Developer's Soul for Java. An MCP server that empowers...

22
Experimental
160 Presidio-Federal/batfish-mcp-container

MCP container that connects and uses Batfish for Network Analysis

21
Experimental
161 magland/neurosift-mcps

MCP servers for neurosift

21
Experimental
162 topemalheiro/Auto-Claude-MCP-Old

This cloned repo is where I developed Auto-Claude's own MCP: for maintaining...

21
Experimental
163 fast-gateway-protocol/github

FGP daemon for GitHub operations - part of the Fast Gateway Protocol ecosystem

21
Experimental
164 vkorost/java-swing-mcp

Embedded MCP server that gives AI agents structured access to Java Swing applications

21
Experimental
165 cpoder/wm-mcp-server

MCP server for managing webMethods Integration Server via pure HTTP API - 39...

21
Experimental
166 u9401066/automl-stat-mcp

AI-powered statistical analysis and AutoML platform using Model Context...

20
Experimental
167 trifle-io/trifle-cli

CLI for querying and pushing time-series metrics. Works with Trifle App API...

20
Experimental
168 islamkhattab/uWebMCP

uWebMCP: Bridge the gap between Umbraco 17 and AI. Automatically expose...

20
Experimental
169 Dicklesworthstone/tsap_mcp_server

MCP server for text search and code analysis: advanced pattern matching,...

20
Experimental
170 joshua-auchincloss/factsets

An MCP server that provides a local, persistent, self-maintaining knowledge...

20
Experimental
171 legann/repo-context-mcp

Structured & semantic repository context for AI agents over MCP

20
Experimental
172 zhongriqian/OPC_UA_LinkAI

Empowering OPC UA as the Model Context Protocol (MCP) for industrial...

20
Experimental
173 StevenJohnson998/Agorai

Where Minds Meet - Multi-agent AI Collaboration server - MCP + CLI — shared...

20
Experimental
174 YosefHayim/chrome-extension-api-reference-mcp

Chrome Extension API Reference MCP

19
Experimental
175 poly-mcp/PolyMCP-MCP-SDK-Apps

PolyMCP MCP SDK Apps is a toolkit for building UI applications connected to...

19
Experimental
176 darshan-pr/sql-mcp

A Model Context Protocol (MCP) server that provides MySQL database access...

19
Experimental
177 drewcrawford/exfiltrate

An embeddable MCP server for Rust

19
Experimental
178 5h1vmani/bodhi-mcp

Synthesized decision frameworks for AI agents. Enlightenment through curated...

19
Experimental
179 stdiobus/stdiobus

A deterministic C runtime providing transport-level routing for...

19
Experimental
180 rwachters/mcp-tutorials

Kotlin tutorials for Model Context Protocol (MCP), featuring a generic...

19
Experimental
181 markusvankempen/wxo-agent-mcp

Simple MCP (Model Context Protocol) server that invokes a single Watson...

19
Experimental
182 rollhub-dev/gambling-mcp

MCP server for AI gambling by Agent Casino (Rollhub) — provably fair dice...

19
Experimental
183 G0d2i11a/subcodex-mcp

MCP server for Claude Code to use OpenAI Codex as a subagent with stall...

19
Experimental
184 hegner123/devops

MCP tool for agentic SSH access to Linux VPS servers via persistent tunnels...

19
Experimental
185 arxohq/arxo

Public Arxo distribution — MCP server for Cursor & Claude, architecture...

19
Experimental
186 fast-gateway-protocol/cli

CLI for managing Fast Gateway Protocol daemons - the universal package...

19
Experimental
187 milyas2001/phantom-mcp-security

PHANTOM - Kernel-Level Rogue MCP Server Detection Engine

19
Experimental
188 MCPKI/mcpki-server

mcpki-server is the backend infrastructure for https://www.mcpki.org,...

19
Experimental
189 RoscoeTheDog/async-crud-mcp

File-locking async CRUD MCP server for concurrent AI agent access, built...

19
Experimental
190 host-uk/core-mcp

type:module lang:php,blade,js,css framework:laravel protocol:mcp | Model...

19
Experimental
191 h-aruga/Chronicle

Connecting Agent Experiences to LRS via xAPI and MCP.

19
Experimental
192 cezexPL/aps-mcp-security

APS-MCP: The first formal security standard for MCP (Model Context Protocol)...

19
Experimental
193 shepard-system/shepard-mcp-hub

Unified MCP tool access. The only way out.

19
Experimental
194 codesmirnov/simulacrum-mcp

The Physics Engine for LLM Thought. A comprehensive MCP toolkit for reality...

19
Experimental
195 MCC-H/mcc-h

MCC-H - let AI work like a human

19
Experimental
196 Data-with-rajan/UTCD

Universal Tool Capability Descriptor - An open standard for AI tool...

19
Experimental
197 padmarajnidagundi/Grafana-k6-performance-MCP-Server

Grafana k6 performance testing. One click installation. MCP, Agent, AI - Ready to use

19
Experimental
198 dev-muhammad/MCPAgent

A practical demonstration of AI Agent implementation with custom MCP server.

18
Experimental
199 guangxiangdebizi/URL2QR-MCP

A powerful MCP (Model Context Protocol) server that converts URLs into QR...

18
Experimental
200 jaredco-ai/weathertrax-mcp-agent-demo

🔌 A working n8n demo that uses OpenAI’s function-calling agent to call a...

18
Experimental
201 MauricioPerera/n8n-mcp-claude

MCP server for connecting n8n with Claude Desktop app - compose, deploy and...

17
Experimental
202 z1labs/mcp-core

Chain-agnostic protocol for verifiable AI context — commit model hashes,...

17
Experimental
203 ShogoAkiyama/mcp-agent-book

MCPで始めるAIエージェント構築 基本ガイド

16
Experimental
204 Dexter-DAO/dexter-agents

Flagship voice agent — OpenAI Realtime API + MCP tools + x402 micropayments

16
Experimental
205 abd3lraouf/specter-mcp

KMM Diagnostic & Execution Engine - MCP server for AI agents working with...

16
Experimental
206 ronakgh97/web-MCP

A Simple Web Search & Scrape Server, which uses selenium and playwright,...

15
Experimental
207 hoangndst/mcp-server-danchoicloud

MCP Server

15
Experimental
208 david-revell/google-calendar-mcp

AI agent using OpenAI Agents SDK with MCP tools to read, create, and update...

15
Experimental
209 FlowMCP/flowmcp-schemas

176+ curated API schemas for AI-driven access to Web3, finance, and public...

15
Experimental
210 DaniluxGz/mcp-sys

MCP server in Rust that gives Claude and any AI agent real-time visibility...

15
Experimental
211 mythrantic/mcp-client-chat

A multi-modal AI chat client with MCP (Model Context Protocol) tool integration.

15
Experimental
212 agentoverlay/guides

Agentic Governance Technology Guides. Public and Free To Use.

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213 bonnie-mapipa/esri_gis_mcp

A Model Context Protocol (MCP) server providing seamless access to eThekwini...

15
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214 NestorZuno/mcp-file-manager

Gestor de archivos inteligente basado en el protocolo MCP. Organiza...

15
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215 danielrosehill/Agent-Task-Repo-Pattern-With-MCP

Repo pattern/template for defined task handling by an LLM on a remote using MCP-SSH

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216 serenorg/serendb-coming-soon

Seren is Coming Soon!

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217 markswendsen-code/mcp-kayak

MCP server for Kayak - let AI agents search travel deals

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218 markswendsen-code/mcp-paypal

MCP server for PayPal - let AI agents send and receive money

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219 markswendsen-code/mcp-dominos

MCP server for Domino's Pizza - let AI agents order pizza

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220 markswendsen-code/mcp-mcdonalds

MCP server for McDonald's - let AI agents order fast food

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221 basst85/local-memory-mcp

Local Memory MCP Server for Coding Agents

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222 OthmaneAbder2303/mcp-client

MCP Agentic Client: A simple Python orchestrator to give AI agents "hands"...

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223 get-airlock/maverick-mcp

Every Goose needs its Maverick. Behavioral intelligence MCP server for AI agents.

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224 seesayearn-boop/loopuman-mcp

MCP Server & SDKs for Loopuman — The Human Layer for AI. Connect AI agents...

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225 armatrix/twitter-mcp

Lightweight Twitter MCP server for Claude Code. Read via twitterapi.io,...

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226 spinov001-art/mcp-market-research

MCP Market Research Server — express AI market research. 7 verified sources. /report.

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227 hakuramasam/kai-ai-mcp

AI Agent with Third-web mcp tools

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228 99rig/ai-capabilities-crawler

Crawler that discovers AI capabilities across the web — MCP, A2A, ChatGPT...

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229 AntonioBlago/visiblyai-mcp-server

MCP server for VisiblyAI SEO tools - keyword classifier, SEO checklists,...

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230 SatishoBananamoto/probe

MCP server security scanner — find plaintext secrets, injection...

14
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231 deftai/dashdash

Standardizes tool discovery and interaction for AI agents across Web, API,...

14
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232 visionik/dashdash

Standardizes tool discovery and interaction for AI agents across Web, API,...

14
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233 berkayildi/mcp-aws-cost-explorer

A Zero-Trust MCP server for AWS Cost Explorer

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234 hasna/monitor

System monitor for AI agents — watch multiple machines, detect problems,...

14
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235 kiki2555/demosmith-mcp

🎥 Record automated demos with video, screenshots, and AI narration using...

14
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236 Zzero-net/mcp.zzero.net

MCP integration docs — mcp.zzero.net

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237 AiAgentKarl/agntcy-mcp-server

MCP bridge for the AGNTCY multi-agent network — ACP messaging, SLIM...

14
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238 Vvijayaragupathy-uno/Typst-mcpserver

MCP server for generating academic posters using Typst. Connect Claude...

14
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239 jsfaulkner86/ehr-mcp

A framework-agnostic interoperability protocol for Multi-Agent Healthcare AI Systems.

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240 Cholponai02/Charles-mcp

Enable real-time access and structured analysis of Charles Proxy traffic for...

14
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241 Karthik61958/mcp-server-bluesky-py

🤖 Build an optimized Python server for the Bluesky social network, designed...

14
Experimental
242 EvoMap/gep-mcp-server

MCP Server for GEP (Genome Evolution Protocol) -- exposes evolution tools to...

14
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243 0xZee/finz-mcp

Financial data MCP server for Claude Desktop, Cursor, OpenClaw.. built with...

14
Experimental
244 pivoshenko/pivoshenko.ai

🧙‍♂️ pivoshenko's AI agents workspace for MCPs, skills and agents

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245 N1wan7ha/nexus-mcp-agent-system

A local multi-agent AI orchestration system powered by MCP and Ollama with...

14
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246 hugozanini/air-bird-booking-web-mcp

Architecting the Agent-Native Web with WebMCP. A deep dive into making...

14
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247 harveypitt/tod

Three-stage pipeline for generating MCP servers on demand. Built with Google...

14
Experimental
248 britus/MCPStudio_Releases

EoF MCP Studio Releases

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249 Wackodacko/agent-skills-mcp

🛠️ Implement skills for AI agents using a Model Context Protocol server that...

14
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250 MICH3444/mcp-ai-agents-template

🤖 Orchestrate multiple AI agents using the Model Context Protocol to...

14
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251 trevSmart/microscope-mcp-client

MiCroscoPe is a lightweight command-line client that enables exhaustive...

14
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252 avdo403/UnrealMCP

A powerful Model Context Protocol (MCP) plugin for Unreal Engine 5 #

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253 aiagenta2z/agent-mcp-deployment-templates

Bring Your AI Agent Live Resources! AI Agent MCP Skills Deployment Templates...

13
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254 KI7MT/adif-mcp-lotw

LoTW adapter for adif-mcp. Provides login, sync, and MCP tools for Logbook...

12
Experimental
255 viamus/mcp-azure-storage-account

MCP (Model Context Protocol) that provides structured access to Azure...

12
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256 vidnavigator/vidnavigator-mcp-starter

How to use vidnavigator MCP from Cursor / Claude Desktop

12
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257 jfikrat/mcp-gateway

Manage all your MCP servers through a single gateway. Auto-reactivation,...

12
Experimental
258 rnd-pro/terminal-x-mcp

Multi-agent terminal automation system with command planning, security...

12
Experimental
259 schlpbch/open-meteo-mcp-java

A MCP server providing weather, snow conditions, and air quality tools via...

12
Experimental
260 karmine05/fleet-mcp

🚀 An Model Context Protocol (MCP) server for Fleet. Query OSQuery data,...

12
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261 fast-gateway-protocol/neon

FGP daemon for Neon Postgres

11
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262 fast-gateway-protocol/fly

FGP daemon for Fly.io deployments

11
Experimental
263 2905harsh/project-planner-mcp

Project Planner MCP Server built with Cloudflare Workers and Durable Objects.

11
Experimental
264 Turtles-AI-Lab/msp-command-center

Multi-Agent AI Orchestration for MSP Ticket Automation - Coming Soon

11
Experimental
265 aaronmeis/image-mcp-generation

MCP Chart Agent is an AI-powered data visualization tool that generates...

11
Experimental
266 savinoo/agentbridge

Cross-IDE agent workflow orchestrator via MCP. Define workflows in YAML, let...

11
Experimental
267 Hovsteder/powersun-tron-mcp

TRON Energy & Bandwidth MCP Server + DEX Swap Aggregator for AI agents. 27...

11
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268 mohammadehtesham-mobin/spring-ai-agent-weather

Spring Boot MCP Client built with Spring AI that invokes a Weather MCP...

11
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269 dhcdht/aip

AI Agent 时代的 MDM。企业级基础设施平台,用于统一管理、安全分发并治理团队的 MCP 服务、Cursor 规则与 AI 技能。

11
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270 BitsDiver/mcp-central-agent

A local agent that bridges private MCP servers (stdio processes, localhost...

11
Experimental
271 G0d2i11a/demosmith-mcp

MCP server for AI agents to record browser demos with animated cursor,...

11
Experimental
272 tethiro/mcp-claude-context-continuity

MCP server that maintains conversation context across Claude CLI calls

11
Experimental
273 AvinashBolleddula/scholar-ai

Production-grade AI research assistant built on Model Context Protocol (MCP)...

11
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274 felixfaruix/AI-Agent-MCP

An agentic AI system that uses the Model Context Protocol to expose external...

11
Experimental
275 certainly-param/hybrid-mcp-hub

Local-first AI agent that routes queries between Ollama (local) and Groq...

11
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276 fast-gateway-protocol/vercel

FGP daemon for Vercel deployments

11
Experimental
277 vibegpt/policycheck-extension

Chrome extension that injects check_seller_policy WebMCP tool into...

11
Experimental
278 ai-tech-community/challenge-build-mcp-tool

AIT Community Challenge: Build Your First MCP Tool

11
Experimental
279 byjit/cloudflare-mcp-server

an MCP servers as a service platform

11
Experimental
280 ortegarod/onchain-agent

MCP servers that give Claude on-chain capabilities - swaps, lending,...

11
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281 osamac2128/lobstermcp

MCP server that gives Claude Code agents instant access to OpenClaw...

11
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282 angrysky56/task-portal

MCP-Server tool use project concept for Claude and compatible AI.

11
Experimental
283 Dadiya-Harsh/mcp-server-suite

A customizable and extensible MCP (Model Context Protocol) servers designed...

11
Experimental
284 saxenanurag/strava-mcp

MCP server for Strava API - Connect AI agents to your athletic data....

11
Experimental
285 fast-gateway-protocol/calendar

Fast Google Calendar daemon for FGP - universal package manager for AI agents

11
Experimental
286 henimbola/ebank-microservice-ai

AI Powered example of an ebank chatbot. Using ChatClient and MCP Tools.

11
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287 mohan-ganesh/mono_mcp_client_server_adk

Mono repository for MCP Client and Server using Google Agent ADK

11
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288 raj713335/MCP-Build-Rich-Context-AI-Apps-with-Anthropic

MCP: Build Rich-Context AI Apps with Anthropic (DeepLearning.AI)

11
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289 wmarceau/amazon-seller-mcp

Amazon Seller Central operations via SP-API - MCP server for Claude Desktop

11
Experimental
290 Burakfenerci5/Agentforce-MCP-Interoperability-Tools.

Mini code blocks and tools for Salesforce Agentforce and MCP...

11
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291 underautomation/UniversalRobots-MCP

POC for a Model Context Protocol (MCP) server for Universal Robots, enabling...

11
Experimental
292 shawnmcrowley/agent_mcp_automation

Agentic AI Workflows, MCP Servers, N8N Automations, 5 Layer Architecture,...

11
Experimental
293 ucmai/ucm.ai

API marketplace for AI agents — 100 services (web search, image gen, code...

11
Experimental
294 fast-gateway-protocol/imessage

FGP daemon for macOS iMessage - Fast messaging gateway with direct SQLite...

11
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295 Kush52662/manufact

POOM MCP app that turns product videos into interactive walkthroughs inside...

11
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296 ShoaibAh/Lingo-Bridge

An MCP-powered AI agent that breaks the language barrier for global...

11
Experimental
297 AI-Hub-Admin/omni-file-converter-mcp

Omni File Converter MCP help you convert pdf,docx,pptx and more files to...

10
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298 z1labs/mcp-mintable-agents

Transform Your AI Models into Tradeable Digital Assets. Mintable AI Agents...

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