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Best MCP Servers

The top 100 Model Context Protocol servers by Gecko score, built from GitHub stars and MCP Registry metadata. Each row links to install snippets for Claude Code, Cursor, Windsurf and VS Code.

Data as of 2026-11-14 · GitHub stars fetched 2026-11-14

· 100 of 100 servers
Tier
Transport
#CategoryTransport
1
Scrapling MCP Server
Web scraping with stealth HTTP, real browsers, and Cloudflare bypass. CSS selectors supported.
Cloud100102.5kn/aStdio2026-04-09
2
claude-flow
AI orchestration with hive-mind swarms, neural networks, and 87 MCP tools for enterprise dev.
AI / ML10081.7kn/aStdio2026-04-09
3
Context7
Up-to-date code docs for any prompt
Other10064.8kn/aStdio2026-04-09
4
tldraw
Draw and visually collaborate with your agents on tldraw's canvas.
Other10051.4kn/aStreamable HTTP2026-04-09
5
GitHub
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
Dev Tools10034.4kn/aStreamable HTTP2026-04-09
6
Chrome DevTools MCP
MCP server for Chrome DevTools
Other9955.6kn/aStdio2026-04-09
7
Skyvern
AI-powered browser automation · navigate, click, fill forms, and extract data from any website.
AI / ML9923.4kn/aStreamable HTTP2026-04-09
8
Codebase Memory
Persistent codebase knowledge graph. Survives session restarts and context compaction.
Other9848.6kn/aStdio2026-04-09
9
apify-mcp-server
Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store ⚡
Other9216.2kn/aStreamable HTTP2026-04-09
10
Figma-Context-MCP
Give your coding agent access to your Figma data. Implement designs in any framework in one-shot.
Other8816.2kn/aStdio2026-04-09
11
Desktop Commander
MCP server for terminal commands, file operations, and process management
File Storage8810.3kn/aStdio2026-04-09
12
Tolgee
Your app's translations in Tolgee: search keys, create translations, trigger machine translation
Search884.2kn/aStreamable HTTP2026-04-09
13
PraisonAI
AI Agents Framework with Self Reflection and MCP support
AI / ML879.3kn/aStdio2026-04-09
14
Firecrawl MCP Server
MCP server for Firecrawl web scraping, structured data extraction and web search integration.
Search867.8kn/aStdio2026-04-09
15
ha-mcp
Comprehensive Model Context Protocol server for managing Home Assistant through AI assistants.
AI / ML867.8kn/aStdio2026-04-09
16
exa
Fast, intelligent web search and web crawling. New mcp tool: Exa-code is a context tool for coding
Search865.2kn/aStreamable HTTP2026-04-09
17
Windows-MCP
An MCP Server for computer-use in Windows OS
Other8511.6kn/aStdio2026-04-09
18
mobile-mcp
MCP server for iOS and Android Mobile Development, Automation and Testing
Other8410.6kn/aStdio2026-04-09
19
Claude Code Explorer MCP
Explore the Claude Code CLI source · browse tools, commands, search code, and more.
Search846.2kn/aStdio2026-04-09
20
basic-memory
Local-first knowledge management with bi-directional LLM sync via Markdown files.
AI / ML814.6kn/aStdio2026-04-09
21
firebase-mcp
Gives AI development tools Firebase-specific capabilities and expertise.
Database814.5kn/aStdio2026-04-09
22
mcp-server-chart
A Model Context Protocol server for generating charts using AntV.
AI / ML814.4kn/aStdio2026-04-09
23
Vybe Solana API MCP
Vybe Solana API MCP: OpenAPI discovery, doc search, and live API execution via your API key.
Search812.7kn/aStreamable HTTP2026-04-09
24
XcodeBuildMCP
XcodeBuildMCP provides tools for Xcode project management, simulator management, and app utilities.
Other806.6kn/aStdio2026-04-09
25
DBHub
Minimal, token-efficient Database MCP Server for PostgreSQL, MySQL, SQL Server, SQLite, MariaDB
Database803.8kn/aStdio2026-04-09
26
mcp-grafana
An MCP server giving access to Grafana dashboards, data and more.
Dev Tools793.7kn/aStdio2026-04-09
27
mcp-server-browserbase
MCP server for AI web browser automation using Browserbase and Stagehand
AI / ML793.4kn/aStdio2026-04-09
28
socraticode
MCP server for local codebase indexing, semantic search, and code dependency graphs.
Search793.4kn/aStdio2026-04-09
29
arxiv-mcp-server
Search arXiv papers, download full text, semantic search, citation graphs, and alerts via MCP.
Search783.3kn/aStdio2026-04-09
30
ShipSwift
40+ production-ready SwiftUI recipes for building full-stack iOS apps via MCP.
Other783.3kn/aStreamable HTTP2026-04-09
31
EdgarTools
Open-source SEC EDGAR toolkit · 11 tools, 7 prompts, every filing type. No API key required.
Web772.9kn/aStdio2026-04-09
32
brightdata-mcp
Bright Data's Web MCP server enabling AI agents to search, extract & navigate the web
Search772.7kn/aStdio2026-04-09
33
tooluniverse
1000+ scientific tools for AI scientists: life science, reserach, literature, and more.
AI / ML771.8kn/aStdio2026-04-09
34
tavily-mcp
MCP server for advanced web search using Tavily
Search762.5kn/aStdio2026-04-09
35
PaperBanana
Generate academic diagrams and statistical plots from text using multi-agent AI.
AI / ML762.5kn/aStdio2026-04-09
36
BoostedTravel
Flight search & booking for AI agents. 400+ airlines, 75 free local connectors.
Search752.3kn/aStdio2026-04-09
37
kubernetes-mcp-server
A Model Context Protocol (MCP) server for Kubernetes and OpenShift
Cloud752.2kn/aStdio2026-04-09
38
pg-aiguide
Comprehensive PostgreSQL documentation and best practices, including ecosystem tools
Other741.9kn/aStreamable HTTP2026-04-09
39
CRW Web Scraper
Open-source web scraper for AI agents with scrape, crawl, and map tools
AI / ML741.3kn/aStdio2026-04-09
40
jCodemunch MCP
Token-efficient code exploration via tree-sitter AST parsing. 25+ languages, 95%+ token savings.
Other732.9kn/aStdio2026-04-09
41
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
42
testkube-mcp
MCP server for Testkube - Manage test workflows, executions, and artifacts via AI assistants
Dev Tools731.7kn/aStdio2026-04-09
43
ref-tools-mcp
Token-efficient search for coding agents over public and private documentation.
Search731.2kn/aStreamable HTTP2026-04-09
44
SafeDep Vet MCP
Protect your AI agents and IDEs from malicious open-source packages.
AI / ML731.1kn/aStdio2026-04-09
45
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
46
brave-search-mcp-server
Brave Search MCP Server: web results, images, videos, rich results, AI summaries, and more.
Search721.6kn/aStdio2026-04-09
47
Terraform
Generate more accurate Terraform and automate workflows for HCP Terraform and Terraform Enterprise
Cloud721.6kn/aStdio2026-04-09
48
ros-mcp-server
Connect AI models like Claude & ChatGPT with ROS robots using MCP
AI / ML721.5kn/aStdio2026-04-09
49
tradememory-protocol
MCP memory for AI trading agents. Store trades, recall similar setups, track strategy performance.
AI / ML711.4kn/aStdio2026-04-09
50
AutoTS
Automated time series forecasting with model search, anomaly detection, and event risk analysis
Search711.4kn/aStdio2026-04-09
51
nx-console
A Model Context Protocol server implementation for Nx
AI / ML711.4kn/aStdio2026-04-09
52
sceneview
3D & AR SDK for Android, iOS, Web · API docs, samples, validation, and code generation.
Web711.4kn/aStdio2026-04-09
53
SearXNG Search
MCP server for SearXNG · privacy-respecting web search with pagination, URL reading
Search711.4kn/aStdio2026-04-09
54
monitor
BetterDB MCP server - Valkey observability for Claude Code and other MCP clients
AI / ML701.3kn/aStdio2026-04-09
55
ArcadeDB
Multi-Model database with built-in MCP server for SQL, Cypher, Gremlin, and GraphQL.
Database701.3kn/aStdio2026-04-09
56
bernstein
Declarative agent orchestration for engineering teams
Communication701.2kn/aStdio2026-04-09
57
atlassian-mcp-server
Atlassian Rovo MCP Server
Other691.2kn/aStreamable HTTP2026-04-09
58
mongodb-mcp-server
MongoDB Model Context Protocol Server
AI / ML691.2kn/aStdio2026-04-09
59
QueryWeaver
An MCP server for Text2SQL: transforms natural language into SQL using graph schema understanding.
Database691.1kn/aStdio2026-04-09
60
sentry-mcp
MCP server for Sentry - error monitoring, issue tracking, and debugging for AI assistants
Dev Tools68963n/aStdio2026-04-09
61
Octocode MCP - AI Context Platform
AI code research platform. Search, analyze, and extract insights from any GitHub repository.
Search68962n/aStdio2026-04-09
62
hustcc-mcp-mermaid
Generate dynamic Mermaid diagrams and charts with AI assistance. Customize styles and export diagr…
AI / ML68650n/aStreamable HTTP2026-04-09
63
Marmot Data Catalog
Open-source data catalog. Search assets, explore lineage, and find ownership.
Search68636n/aStreamable HTTP2026-04-09
64
coolify
38 optimized tools for managing Coolify infrastructure, diagnostics, and docs search
Search68625n/aStdio2026-04-09
65
reddit-mcp-buddy
Reddit browser for AI assistants. Browse posts, search content, analyze users. No API keys needed.
Search67894n/aStdio2026-04-09
66
MCP Server for Excel
Excel automation for AI - Sheets, Power Query, DAX, VBA, Tables, Ranges and more. Windows only.
AI / ML67890n/aStdio2026-04-09
67
Tapo MCP
MCP server for discovering and controlling TP-Link Tapo smart home devices via AI Agents
AI / ML67873n/aStdio2026-04-09
68
photoshop-mcp
MCP server for Adobe Photoshop automation - control Photoshop from AI assistants
AI / ML67871n/aStdio2026-04-09
69
Gearboy MCP Server
MCP server for Gearboy Nintendo Game Boy / Game Boy Color emulator
Other661.2kn/aStdio2026-04-09
70
token-savior
Structural codebase MCP server · navigate and edit code by symbol name, not raw text.
Other661.2kn/aStdio2026-04-09
71
idea-reality-mcp
Pre-build reality check. Scans GitHub, HN, npm, PyPI, Product Hunt · returns 0-100 signal.
Dev Tools66832n/aStdio2026-04-09
72
OpenBrand
Extract brand assets (logos, colors, backdrop images, brand name) from any website URL
Web66808n/aStdio2026-04-09
73
rsdoctor
An MCP server that provides build analysis and optimization recommendations for Rspack projects.
Other651.2kn/aStdio2026-04-09
74
Attestix
AI agent identity, W3C credentials, EU AI Act compliance. 47 MCP tools.
AI / ML65668n/aStdio2026-04-09
75
Airtable
Read and write access to Airtable database schemas, tables, and records.
Database65456n/aStdio2026-04-09
76
mcp-server-trello
MCP server for Trello boards with rate limiting, type safety, and comprehensive API integration.
Web65447n/aStdio2026-04-09
77
finlab-ai
Quantitative trading toolkit with 900+ data columns, backtesting, and 60+ strategy examples.
AI / ML65427n/aStreamable HTTP2026-04-09
78
legal-data-hunter
Search 18M+ legal documents worldwide · case law, legislation, and doctrine across 110+ countries.
Search65421n/aStreamable HTTP2026-04-09
79
haiku-rag
Opinionated agentic RAG powered by LanceDB, Pydantic AI, and Docling
AI / ML64658n/aStdio2026-04-09
80
Twitter X Automation
Twitter X automation MCP - post schedule analytics engagement social media
Data64656n/aStdio2026-04-09
81
touchdesigner-mcp-server
MCP server for TouchDesigner - Control and operate TouchDesigner projects through AI agents
AI / ML64632n/aStdio2026-04-09
82
PlanExe
MCP server for generating rough-draft project plans from natural-language prompts.
Other64403n/aStreamable HTTP2026-04-09
83
skylos
Dead code, security, secrets detection and code quality for Python, TypeScript, Go.
Other63942n/aStdio2026-04-09
84
webcomponents-react-mcp-server
MCP server for UI5 Web Components for React - Developer documentation and API assistance
Web63544n/aStdio2026-04-09
85
anytype-mcp
Official MCP server for Anytype API - your encrypted, local and collaborative wiki.
Web63543n/aStdio2026-04-09
86
mcp-server-motherduck
SQL analytics and data engineering for AI Assistants and IDEs
Database63540n/aStdio2026-04-09
87
next-devtools-mcp
Next.js development tools MCP server with stdio transport
Other62836n/aStdio2026-04-09
88
runno
MCP Server for the Runno Sandbox
Other62775n/aStdio2026-04-09
89
vibe-check-mcp-server
Metacognitive AI agent oversight: adaptive CPI interrupts for alignment, reflection and safety
AI / ML62505n/aStdio2026-04-09
90
Google Maps MCP Server
18 Google Maps tools for AI agents · geocode, search, directions, weather, and more.
Search62497n/aStdio2026-04-09
91
docfork
Up-to-date Docs for AI Agents.
AI / ML62484n/aStdio2026-04-09
92
Flyto Core
Execution engine for AI agents. 412 modules: browser, file, Docker, data, crypto.
Cloud62483n/aStdio2026-04-09
93
postman-mcp-server
A basic MCP server to operate on the Postman API.
Web62329n/aStreamable HTTP2026-04-09
94
canvas-mcp
Canvas LMS integration for students and educators with FERPA-compliant analytics and workflows
Data62324n/aStdio2026-04-09
95
Apollo MCP Server
MCP server that exposes GraphQL operations as tools for AI models.
AI / ML62319n/aStdio2026-04-09
96
yutu
A fully functional MCP server and CLI for YouTube
Other61723n/aStdio2026-04-09
97
sonarqube-mcp-server
An MCP server that enables integration with SonarQube Server or Cloud for code quality and security.
Other61686n/aStdio2026-04-09
98
gk-cli
The GitKraken MCP Server for managing repos, PRs, issues across GitHub, GitLab, Bitbucket and more.
Dev Tools61466n/aStdio2026-04-09
99
godot-mcp
MCP server for Godot game engine integration · control the Godot editor with AI
AI / ML61454n/aStdio2026-04-09
100
abell
AI tools related to Abell. Currently includes MCP of Abell
AI / ML61446n/aStdio2026-04-09

Computed at build from the stored rows · no hand ranking

  1. GitHub stars of the server repository: 20 × log10(stars + 1), so 10 stars give 20 points, 100 give 40, 1,000 give 60, 10,000 give 80 and 100,000 give 100.
  2. Plus 4 points each for a repository link, a website, a category and a declared transport in the MCP Registry entry. The total is capped at 100.
  3. Only stars fetched in the last 30 days count. A server without fresh stars is not ranked.
  4. Stars count only when the repository is the server's own: not a subdirectory link, not listed by another server (unless this server carries the repository name), and for repositories with 1,000+ stars a name that matches the server. Other servers show their repository stars, labelled, and are not ranked.
  5. Categories are BenchGecko’s keyword classification of each server name and description.
  6. Gecko Rating tiers: Frontier 500+ stars · Solid 50+ · Beta 5+ · Untested below.

Sources: MCP Registry (registry.modelcontextprotocol.io) · GitHub API stargazer counts.

One ranking per category with 5+ servers

Best AI and ML MCP servers
689 ranked
Best Developer Tools MCP servers
78 ranked
Best Database MCP servers
71 ranked
Best Search MCP servers
316 ranked
Best Web MCP servers
198 ranked
Best Cloud MCP servers
32 ranked
Best Data MCP servers
31 ranked
Best Communication MCP servers
34 ranked
Best File Storage MCP servers
39 ranked
Best Finance MCP servers
40 ranked
Best Auth MCP servers
8 ranked
Best CMS MCP servers
11 ranked

Answers pulled from the dataset · updated daily

What is a Model Context Protocol (MCP) server?

MCP servers are small programs that expose tools, data sources, or APIs to AI agents through a standard protocol. Anthropic's Claude Code, Cursor, Windsurf and other clients connect to MCP servers to let agents query databases, search the web, read files, call APIs, and operate software safely.

How many MCP servers are there?

BenchGecko tracks 4,923 MCP servers across 13 categories · pulled directly from the official MCP Registry and enriched daily with GitHub stars, freshness signals, and our Gecko Rating quality tier.

What is BenchGecko's Gecko Rating?

Gecko Rating is a 4-tier quality ladder we compute daily: Frontier (≥500 stars · 87 servers), Solid (≥50 stars · 294 servers), Beta (≥5 stars · 1204 servers), and Untested (the rest · 3338 servers). Stars-first, metadata fallback when repos aren't scraped yet. Untested is neutral · we just don't have enough public signal yet.

What is the most popular MCP server?

Scrapling MCP Server leads the GitHub star count with 102,539 stars. It's tagged cloud in the registry and rated Frontier on the Gecko Rating ladder.

How do I install an MCP server?

Each detail page on BenchGecko includes ready-to-paste install snippets for Claude Code (claude mcp add), Cursor (~/.cursor/mcp.json), Windsurf (~/.codeium/windsurf/mcp_config.json), and VS Code (settings.json). Stdio servers run locally; streamable-http and SSE servers connect over the network.

How often does BenchGecko refresh the MCP directory?

The server list comes from the official MCP Registry (registry.modelcontextprotocol.io). GitHub stars are fetched daily into the BenchGecko database; each list shows the date of the stars it uses, and stars older than 30 days are left out of the Gecko score.

Can I submit an MCP server to BenchGecko?

You don't need to · we sync the full public MCP Registry automatically. If a server is missing, it usually means it hasn't been published to the registry yet. File it at registry.modelcontextprotocol.io and it will appear on BenchGecko after the next registry sync.