Best AI and ML MCP Servers

LLMs, embeddings, vector search, RAG pipelines, agent frameworks.

689 of 1,476 AI and ML servers have fresh GitHub stars of their own repository · ranked by Gecko score.

Data as of 2026-11-14 · GitHub stars fetched 2026-11-14 · How the Gecko score works

· 50 of 50 servers
Tier
Transport
#CategoryTransport
1
claude-flow
AI orchestration with hive-mind swarms, neural networks, and 87 MCP tools for enterprise dev.
AI / ML10081.7kn/aStdio2026-04-09
2
Skyvern
AI-powered browser automation · navigate, click, fill forms, and extract data from any website.
AI / ML9923.4kn/aStreamable HTTP2026-04-09
3
PraisonAI
AI Agents Framework with Self Reflection and MCP support
AI / ML879.3kn/aStdio2026-04-09
4
ha-mcp
Comprehensive Model Context Protocol server for managing Home Assistant through AI assistants.
AI / ML867.8kn/aStdio2026-04-09
5
basic-memory
Local-first knowledge management with bi-directional LLM sync via Markdown files.
AI / ML814.6kn/aStdio2026-04-09
6
mcp-server-chart
A Model Context Protocol server for generating charts using AntV.
AI / ML814.4kn/aStdio2026-04-09
7
mcp-server-browserbase
MCP server for AI web browser automation using Browserbase and Stagehand
AI / ML793.4kn/aStdio2026-04-09
8
tooluniverse
1000+ scientific tools for AI scientists: life science, reserach, literature, and more.
AI / ML771.8kn/aStdio2026-04-09
9
PaperBanana
Generate academic diagrams and statistical plots from text using multi-agent AI.
AI / ML762.5kn/aStdio2026-04-09
10
CRW Web Scraper
Open-source web scraper for AI agents with scrape, crawl, and map tools
AI / ML741.3kn/aStdio2026-04-09
11
blitz
Give AI agents full control over iOS/macOS development via a native macOS app with 30+ MCP tools.
AI / ML731.8kn/aStdio2026-04-09
12
SafeDep Vet MCP
Protect your AI agents and IDEs from malicious open-source packages.
AI / ML731.1kn/aStdio2026-04-09
13
MCP Server for WinDbg Crash Analysis
A Model Context Protocol server for Windows crash dump analysis using WinDbg/CDB
AI / ML721.7kn/aStdio2026-04-09
14
ros-mcp-server
Connect AI models like Claude & ChatGPT with ROS robots using MCP
AI / ML721.5kn/aStdio2026-04-09
15
tradememory-protocol
MCP memory for AI trading agents. Store trades, recall similar setups, track strategy performance.
AI / ML711.4kn/aStdio2026-04-09
16
nx-console
A Model Context Protocol server implementation for Nx
AI / ML711.4kn/aStdio2026-04-09
17
monitor
BetterDB MCP server - Valkey observability for Claude Code and other MCP clients
AI / ML701.3kn/aStdio2026-04-09
18
mongodb-mcp-server
MongoDB Model Context Protocol Server
AI / ML691.2kn/aStdio2026-04-09
19
hustcc-mcp-mermaid
Generate dynamic Mermaid diagrams and charts with AI assistance. Customize styles and export diagr…
AI / ML68650n/aStreamable HTTP2026-04-09
20
MCP Server for Excel
Excel automation for AI - Sheets, Power Query, DAX, VBA, Tables, Ranges and more. Windows only.
AI / ML67890n/aStdio2026-04-09
21
Tapo MCP
MCP server for discovering and controlling TP-Link Tapo smart home devices via AI Agents
AI / ML67873n/aStdio2026-04-09
22
photoshop-mcp
MCP server for Adobe Photoshop automation - control Photoshop from AI assistants
AI / ML67871n/aStdio2026-04-09
23
Attestix
AI agent identity, W3C credentials, EU AI Act compliance. 47 MCP tools.
AI / ML65668n/aStdio2026-04-09
24
finlab-ai
Quantitative trading toolkit with 900+ data columns, backtesting, and 60+ strategy examples.
AI / ML65427n/aStreamable HTTP2026-04-09
25
haiku-rag
Opinionated agentic RAG powered by LanceDB, Pydantic AI, and Docling
AI / ML64658n/aStdio2026-04-09
26
touchdesigner-mcp-server
MCP server for TouchDesigner - Control and operate TouchDesigner projects through AI agents
AI / ML64632n/aStdio2026-04-09
27
vibe-check-mcp-server
Metacognitive AI agent oversight: adaptive CPI interrupts for alignment, reflection and safety
AI / ML62505n/aStdio2026-04-09
28
docfork
Up-to-date Docs for AI Agents.
AI / ML62484n/aStdio2026-04-09
29
Apollo MCP Server
MCP server that exposes GraphQL operations as tools for AI models.
AI / ML62319n/aStdio2026-04-09
30
godot-mcp
MCP server for Godot game engine integration · control the Godot editor with AI
AI / ML61454n/aStdio2026-04-09
31
abell
AI tools related to Abell. Currently includes MCP of Abell
AI / ML61446n/aStdio2026-04-09
32
mcp-local-rag
Easy-to-setup local RAG server with minimal configuration
AI / ML61430n/aStdio2026-04-09
33
pageindex-mcp
Reasoning-based RAG system for chatting with long PDFs. Supports local and online files.
AI / ML60412n/aStdio2026-04-09
34
uniprof
Universal CPU profiler designed for humans and AI agents
AI / ML60409n/aStdio2026-04-09
35
nanobanana-mcp-server
AI image generation with Gemini 3 Pro (4K) and 2.5 Flash. Smart model selection.
AI / ML60405n/aStdio2026-04-09
36
claude-code-organizer
Organize Claude Code memories, skills, MCP servers, commands, agents, rules via drag-and-drop.
AI / ML60392n/aStdio2026-04-09
37
ClaudeR - RStudio MCP Server
Connect RStudio to AI assistants for interactive R coding and data analysis.
AI / ML59371n/aStdio2026-04-09
38
mcp-server-tauri
A Model Context Protocol server for use with Tauri v2 applications
AI / ML59336n/aStdio2026-04-09
39
Opik MCP Server
Interact with Opik prompts, traces, datasets and metrics through the Model Context Protocol.
AI / ML59226n/aStdio2026-04-09
40
openbrowser-ai
AI browser automation. Write async Python to navigate, click, type, and extract data.
AI / ML57280n/aStdio2026-04-09
41
stata-mcp
Let LLM help you achieve your regression analysis with Stata
AI / ML57276n/aStdio2026-04-09
42
cognitive-ai-memory
Ebbinghaus-based persistent memory for Claude. Memories decay with time, strengthen on recall.
AI / ML57273n/aStdio2026-04-09
43
yourmemory
Ebbinghaus-based persistent memory for Claude. Memories decay with time, strengthen on recall.
AI / ML57273n/aStdio2026-04-09
44
Toleno Network
Toleno Network MCP Server · Manage your Toleno mining account with Claude AI using natural language.
AI / ML57269n/aStdio2026-04-09
45
figma-ui-mcp
Bidirectional Figma MCP · AI draws UI on Figma canvas, reads designs back
AI / ML57266n/aStdio2026-04-09
46
sage
Persistent, consensus-validated institutional memory for AI agents. Runs locally.
AI / ML56265n/aStdio2026-04-09
47
yuque-mcp
MCP server for Yuque · expose your knowledge base to AI assistants.
AI / ML56265n/aStdio2026-04-09
48
mobai-mcp
AI-powered mobile device automation for Android and iOS devices, emulators, and simulators
AI / ML56255n/aStdio2026-04-09
49
vscode-demo-time
Enables AI assistants to interact with Demo Time and helps build presentations and demos.
AI / ML56250n/aStdio2026-04-09
50
Kiln
AI agent control of 3D printers · 432 tools for OctoPrint, Moonraker, Bambu, Prusa, Elegoo
AI / ML56246n/aStdio2026-04-09