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 128 mcp server frameworks agents tracked. 1 score above 70 (verified tier). The highest-rated is mims-harvard/ToolUniverse at 79/100 with 1,097 stars. 1 of the top 10 are actively maintained.

Get all 128 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

79
Verified
2 cryxnet/DeepMCPAgent

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

63
Established
3 datalayer/jupyter-ai-agents

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

59
Established
4 dhyansraj/mcp-mesh

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

53
Established
5 decodingai-magazine/enterprise-mcp-course

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

53
Established
6 opentiny/webmcp-sdk

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

52
Established
7 raj8github/sqlsense

Safe, audited SQL for AI agents via MCP.

50
Established
8 CopilotKit/open-multi-agent-canvas

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

49
Emerging
9 yutori-ai/yutori-mcp

Yutori MCP

49
Emerging
10 namastexlabs/pgserve

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

48
Emerging
11 sondt2709/ssh-mcp-py

Model Context Protocol tool for Virtual Machine Management over SSH

45
Emerging
12 usewombat/gateway

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

45
Emerging
13 nirholas/defi-agents

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

44
Emerging
14 bivex/kanboard-mcp

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

43
Emerging
15 Firstmeridian/llm-sql-safety-executor-mcp

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

42
Emerging
16 totonga/odsbox-jaquel-mcp

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

42
Emerging
17 bitget-wallet-ai-lab/bitget-wallet-mcp

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

42
Emerging
18 ShunsukeHayashi/MCP

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

39
Emerging
19 Nocodeboy/youtube-mcp-server

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

39
Emerging
20 azharlabs/papert-code

Opensource AI agent engine | AI coding companion

38
Emerging
21 avsolatorio/data360-mcp

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

38
Emerging
22 fast-gateway-protocol/browser

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

38
Emerging
23 mashh-lab/mcp-agent-proxy

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

38
Emerging
24 StevenJohnson998/Agorai

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

37
Emerging
25 igmagollo/suggestion-box

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

36
Emerging
26 Shelpuk-AI-Technology-Consulting/lad_mcp_server

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

35
Emerging
27 Nagharjun17/MCP-Ollama-Client

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

35
Emerging
28 fajarhide/omni

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

34
Emerging
29 GetSherlog/Sherlog-MCP

MCP that combats tools overload

33
Emerging
30 joshua-auchincloss/factsets

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

33
Emerging
31 levelsofself/mcp-nervous-system

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

33
Emerging
32 Denis-Chistyakov/Saltare

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

32
Emerging
33 MCPWorks-Technologies-Inc/mcpworks-api

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

30
Emerging
34 DocuWriter-ai/mcp-client

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

30
Emerging
35 pitlane-ai/pitlane

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

29
Experimental
36 mdesalvo/Morgana

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

27
Experimental
37 vishnu2kmohan/mcp-server-langgraph

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

26
Experimental
38 jehrhardt/mcpkg

Help your coding agent twig

26
Experimental
39 GopherSecurity/gopher-mcp-js

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

25
Experimental
40 Pyload901/doc2task

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

25
Experimental
41 andrewlopez0167/specter-mcp

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

25
Experimental
42 saikodi/hive-compute-mcp

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

25
Experimental
43 ManbotHQ/agent-vc-mcp

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

25
Experimental
44 VictorGjn/modular-patchbay

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

24
Experimental
45 Awakehsh/awesome-agent-tools

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

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

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

24
Experimental
47 jaredco-ai/weathertrax-mcp-agent-demo

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

24
Experimental
48 mmmmuhib/beneat-mcp

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

24
Experimental
49 ark-forge/arkforge-mcp

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

23
Experimental
50 fast-gateway-protocol/github

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

23
Experimental
51 GodModeArch/psgc-mcp

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

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

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

23
Experimental
53 saluca-labs/tartarus-mcp

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

23
Experimental
54 temporal-cortex/core

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

23
Experimental
55 Turbo31150/jarvis-mcp-toolkit

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

22
Experimental
56 ashlesh-experiments/googleCalendar-mcp

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

22
Experimental
57 yycyyv/M-Cube

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

22
Experimental
58 GGAART/equip

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

22
Experimental
59 iii-hq/iii-connect

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

22
Experimental
60 danilagoleen/mycelium

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

22
Experimental
61 data-ps-gmbh/Agent-Elno

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

22
Experimental
62 u9401066/automl-stat-mcp

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

22
Experimental
63 legann/repo-context-mcp

Structured & semantic repository context for AI agents over MCP

22
Experimental
64 xDarkzx/Blender_MCP_PRO

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

22
Experimental
65 CondorCommodore/condor-eye

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

22
Experimental
66 sarat-asymmetrica/asymm-plugins

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

22
Experimental
67 Brunvelop/refract

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

22
Experimental
68 OrelliusAI/orellius-eye

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

22
Experimental
69 paulirotta/ahma

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

22
Experimental
70 cpoder/wm-mcp-server

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

21
Experimental
71 unwind-mcp/ghostmode

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

21
Experimental
72 Lichens-Innovation/ai-dev-tools

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

21
Experimental
73 G0d2i11a/subcodex-mcp

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

21
Experimental
74 MCC-H/mcc-h

MCC-H - let AI work like a human

21
Experimental
75 codesmirnov/simulacrum-mcp

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

21
Experimental
76 dondetir/NeuralBridge_mcp

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

21
Experimental
77 Data-with-rajan/UTCD

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

21
Experimental
78 h-aruga/Chronicle

Connecting Agent Experiences to LRS via xAPI and MCP.

21
Experimental
79 fast-gateway-protocol/cli

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

21
Experimental
80 vascokk/astrolabe-rs

MCP server for indexing and querying code repositories

21
Experimental
81 cezexPL/aps-mcp-security

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

21
Experimental
82 momomuchu/burp-wrapper

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

21
Experimental
83 hegner123/devops

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

21
Experimental
84 padmarajnidagundi/Grafana-k6-performance-MCP-Server

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

21
Experimental
85 contactjccoaching-wq/daco-framework

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

21
Experimental
86 nathaliaju/grammarly-mcp

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

21
Experimental
87 zhongriqian/OPC_UA_LinkAI

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

20
Experimental
88 brainfile/py

Python library for the Brainfile task coordination protocol

19
Experimental
89 nyem69/martol-client

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

19
Experimental
90 Dexter-DAO/dexter-agents

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

19
Experimental
91 5h1vmani/bodhi-mcp

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

19
Experimental
92 vidnavigator/vidnavigator-mcp-starter

How to use vidnavigator MCP from Cursor / Claude Desktop

18
Experimental
93 deftai/dashdash

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

18
Experimental
94 aiagenta2z/agent-mcp-deployment-templates

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

17
Experimental
95 david-revell/google-calendar-mcp

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

17
Experimental
96 MauricioPerera/n8n-mcp-claude

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

17
Experimental
97 danielrosehill/Agent-Task-Repo-Pattern-With-MCP

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

17
Experimental
98 agentoverlay/guides

Agentic Governance Technology Guides. Public and Free To Use.

17
Experimental
99 hugozanini/air-bird-booking-web-mcp

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

16
Experimental
100 z1labs/mcp-mintable-agents

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

14
Experimental
101 visionik/dashdash

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

14
Experimental
102 99rig/ai-capabilities-crawler

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

14
Experimental
103 hakuramasam/kai-ai-mcp

AI Agent with Third-web mcp tools

14
Experimental
104 armatrix/twitter-mcp

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

14
Experimental
105 Kush52662/manufact

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

13
Experimental
106 henimbola/ebank-microservice-ai

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

13
Experimental
107 savinoo/agentbridge

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

13
Experimental
108 MICH3444/mcp-ai-agents-template

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

13
Experimental
109 certainly-param/hybrid-mcp-hub

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

13
Experimental
110 serenorg/serendb-coming-soon

Seren is Coming Soon!

13
Experimental
111 Draichi/fusion-center

MCP-based OSINT intelligence platform with LangGraph AI agent. Implements...

13
Experimental
112 fast-gateway-protocol/imessage

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

13
Experimental
113 raj713335/MCP-Build-Rich-Context-AI-Apps-with-Anthropic

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

13
Experimental
114 fast-gateway-protocol/calendar

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

13
Experimental
115 fast-gateway-protocol/vercel

FGP daemon for Vercel deployments

13
Experimental
116 ortegarod/onchain-agent

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

13
Experimental
117 Dadiya-Harsh/mcp-server-suite

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

13
Experimental
118 Burakfenerci5/Agentforce-MCP-Interoperability-Tools.

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

13
Experimental
119 shawnmcrowley/agent_mcp_automation

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

13
Experimental
120 Wackodacko/agent-skills-mcp

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

13
Experimental
121 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。

13
Experimental
122 Turtles-AI-Lab/msp-command-center

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

13
Experimental
123 AvinashBolleddula/scholar-ai

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

13
Experimental
124 N1wan7ha/nexus-mcp-agent-system

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

11
Experimental
125 fast-gateway-protocol/fly

FGP daemon for Fly.io deployments

11
Experimental
126 fast-gateway-protocol/neon

FGP daemon for Neon Postgres

11
Experimental
127 pivoshenko/pivoshenko.ai

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

11
Experimental
128 pararang/mengcp

Random tools coded while learning and exploring MCP (Model Context Protocol)...

10
Experimental