MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks, 1 day ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
2601
roquevaamonde
YouTube MCP Claim
Enables searching for songs on YouTube and automatically playing them in a web …
B 77 55 90 68 49 80 92
2602
PromptishOperations
Revenue Engine MCP Claim
Connects Claude AI to Google Sheets, Gmail, and Calendar for comprehensive reve…
B 77 55 84 82 N/A 26 95 80
2603
NastyRunner13
Enables AI assistants to search YouTube for videos, channels, and playlists whi…
B 77 55 88 71 39 82 94
2604
Mnehmos
arXiv MCP Server Claim 1
Enables searching and retrieving academic papers from arXiv by various criteria…
B 77 55 96 100 48 81 45
2605
kagisearch
kagimcp Claim
Official Kagi Search MCP Server.
B 77 55 76 70 56 85 93
2606
charlesmuchene
pref-editor Claim 1
Pref Editor is a tool for viewing and editing Android app preferences during de…
B 77 55 74 100 60 87 55
2607
Invoke-RE
BinjaLattice provides a secure interface for Binary Ninja that enables AI agent…
B 77 54 90 41 N/A 61 95 94
2608
requestly
A TypeScript-based MCP server that provides full CRUD operations for Requestly …
B 77 55 86 82 48 81 75
2609
Gitmaxd
A Model Context Protocol server that enables AI assistants to create, update, a…
B 77 55 85 68 47 82 93
2610
andydukes
MCP-Flowise Claim
A Python package that implements a Model Context Protocol server for integratin…
B 77 55 78 82 47 80 93
2611
ravikant1918
neurodev-mcp Claim 2
NeuroDev MCP is a smart Model Context Protocol server for Python development. I…
B 77 55 94 91 N/A 58 89 40
2612
antipaster
Enables control of Adobe Premiere Pro through Claude using over 170 tools for e…
B 77 55 72 82 N/A 48 84 92
2613
CPR43
Enable AI assistants to seamlessly interact with your Metabase analytics platfo…
B 77 54 90 72 N/A 23 87 99
2614
gavinHuang
Provides search functionality for arXiv.org papers through the official arXiv A…
B 77 55 78 82 40 81 95
2615
TopazLabs
topaz-mcp Claim
AI image enhancement (upscaling, denoising, sharpening) via Topaz Labs API. Sup…
B 77 55 84 73 49 82 89
2616
hamid-vakilzadeh
Enables comprehensive academic research through the Semantic Scholar API, inclu…
B 77 55 92 72 27 81 100
2617
bh-rat
mcp-db Claim
Session and event store for MCP server, also allows distributed coordination be…
B 77 54 90 58 N/A 40 95 90
2618
luarss
openroad-mcp Claim
The OpenROAD MCP server - interactive EDA sessions via Model Context Protocol
B 77 54 72 58 N/A 73 92 93
2619
nwiizo
tfmcp Claim
🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terra…
B 77 54 94 28 N/A 78 87 100
2620
promplate
hmr Claim
Docs for hot-module-reload and reactive programming for Python (`hmr` on PyPI)
B 77 66 84 90 52 56 81 92
2621
gangadharrr
AWS S3 MCP Server Claim
Enables interaction with AWS S3 storage through bucket operations (create, dele…
B 77 55 84 61 56 80 98
2622
opendining
Ableton Live MCP Claim
Enables AI agents to control and inspect Ableton Live by executing Python code …
B 77 55 60 82 N/A 55 95 89
2623
agenticstore
agentic-store-mcp Claim 1
A collection of self-hosted, open-source tools that enable AI agents to perform…
B 77 55 66 100 53 81 79
2624
niradler
dependency-mcp Claim 2
MCP server for checking package versions across multiple package managers
B 77 55 85 100 N/A 30 95 55
2625
IzumiSy
Enables connecting to and querying multiple database types (PostgreSQL, MySQL, …
B 77 55 68 100 79 81 56
2626
arian-gogani
Provides covenant rule enforcement, hash-chained audit logs, and integrity veri…
B 77 44 72 N/A N/A 35 95 96
2627
seekrays
mcp-monitor Claim
A system monitoring tool that exposes system metrics via the Model Context Prot…
B 77 54 70 56 N/A 68 92 100
2628
kontext-dev
One connection for all your MCP servers.
B 77 54 84 41 N/A 69 92 100
2629
brianirish
Provides instant access to comprehensive Laravel ecosystem documentation includ…
B 77 54 84 33 N/A 79 95 97
2630
spectra-g
engram Claim
MCP adapter for Engram - organizational memory for AI agents
B 77 54 78 61 N/A 60 94 90
2631
Jing-yilin
Reddit MCP Server Claim
Enables access to Reddit data including posts, comments, user profiles, and sub…
B 77 55 94 62 42 81 94
2632
halfaipg
Intelligent domain name suggestion service that checks real-time availability a…
B 77 55 88 72 44 81 91
2633
norandom
Integrates RAGFlow's knowledge base API with Claude Desktop for document retrie…
B 77 55 100 91 37 81 55
2634
aoneil42
An Iceberg-native geospatial MCP server powered by DuckDB that provides tools f…
B 77 54 78 77 N/A 27 92 98
2635
ggc180820
mcp-keyward Claim
Local encrypted vault for API keys. LLMs never see your real keys — the server …
B 77 44 78 N/A N/A 21 95 99
2636
Karopatu
Enables users to connect to their email inbox via IMAP to search, filter, and s…
B 77 55 74 100 29 81 86
2637
Philip-Walsh
Provides live weather data and forecasts for any location worldwide through bot…
B 77 55 96 72 17 81 100
2638
sultannaufal
puppeteer-mcp-server Claim 1
Self-hosted Puppeteer MCP server with remote SSE access, API key authentication…
B 77 54 100 46 N/A 40 92 97
2639
gregario
astronomy-oracle Claim
Astronomical catalog data and observing session planner. 13,000+ objects from O…
B 77 54 66 63 N/A 74 95 93
2640
jumasheff
Provides tools for retrieving and processing documentation through vector searc…
B 77 55 78 68 54 80 100
2641
Alexander-Herranz
Provide standardized access to comprehensive cryptocurrency market data, exchan…
B 77 55 74 82 N/A 53 81 90
2642
its-just-ui
Enables AI-powered generation, customization, and documentation of its-just-ui …
B 77 55 88 58 64 82 91
2643
felixdorn
mcp-nix Claim
Access the Nix ecosystem (Nixpkgs, NixOS, Home Manager, nix-darwin, nixvim, nix…
B 77 54 76 60 N/A 58 95 95
2644
turlockmike
MCP Rand Claim 1
Provides random number generation utilities, including a secure UUID generator …
B 77 55 90 63 45 83 95
2645
SimplyMinimal
fleet-mcp Claim 3
An MCP server that provides tools for managing and monitoring your Fleet Device…
B 77 54 65 71 N/A 82 83 88
2646
sareegpt
EdgarTools MCP Claim
Enables LLMs to download, parse, and analyze SEC EDGAR filings, including 10-K/…
B 77 55 86 56 67 82 90
2647
rishijatia
fantasy-pl-mcp Claim 1
An MCP server for real-time Fantasy Premier League data and analysis tools.
B 77 55 65 68 76 82 100
2648
sarath-451
tomcat Claim
Local MCP server for AI-assisted Apache Tomcat management and diagnostics
B 77 54 78 46 N/A 67 95 100
2649
edrich13
MCP Jira Server Claim 2
An MCP server for interacting with self-hosted Jira instances using Personal Ac…
B 77 55 79 100 69 81 51
2650
JiantaoFu
An MCP server that provides comprehensive market intelligence by analyzing data…
B 77 55 57 100 52 81 94
Showing 2601–2650 of 30006 servers
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