MCP Server Quality Scores

Independent quality analysis of 59573 public MCP servers

59573
Discovered
29911
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
2451
StanleyChanH
VLLM MCP Server Claim
Enables text-only models to process images and other media formats by providing…
B 78 55 78 82 49 81 94
2452
mattyatea
Git Conflict MCP Claim
Enables detection and resolution of Git merge conflicts in repositories through…
B 78 54 72 60 N/A 73 92 94
2453
svnscha
Bridges AI models with WinDbg for crash dump analysis and remote debugging.
B 78 54 71 61 N/A 97 80 92
2454
janreges
Extracts essential code structure from large codebases into AI-digestible forma…
B 77 54 84 52 N/A 70 89 90
2455
ZanzyTHEbar
🧠 High-performance persistent memory system for Model Context Protocol (MCP) po…
B 77 55 76 66 74 81 90
2456
TeamDay-AI
Connects AI assistants to SE Ranking's SEO and project management APIs to enabl…
B 77 55 90 66 50 82 89
2457
arturwyroslak
AI Agent Generator Claim
Enables creation and deployment of AI agents through natural language by provid…
B 77 54 94 71 N/A 29 90 84
2458
Hoya25
nctr-mcp-server Claim
NCTR Alliance rewards — search bounties, check earning rates, and discover comm…
B 77 66 84 61 89 47 81 90
2459
stabgan
All-in-one multimodal MCP for 300+ OpenRouter models: text chat, image / audio …
B 77 55 96 68 41 76 94
2460
cryptograss
Enables LLM clients to interact with any MediaWiki wiki, supporting page creati…
B 77 55 84 61 57 81 96
2461
kazuph
🔗 Model Context Protocol (MCP) Server for retrieving saved articles from Pocket…
B 77 55 78 82 N/A 37 90 86
2462
pluginslab
wp-devdocs-mcp Claim 1
An MCP server that indexes WordPress hooks, filters, block registrations, and J…
B 77 54 69 58 N/A 75 90 99
2463
Antipas
mcp-4o-Image-Generator
B 77 55 94 68 38 81 93
2464
elgentos
Enables AI agents to interact with Magento 2 development environments through c…
B 77 54 74 58 N/A 77 87 95
2465
ExpertVagabond
ZetaChain universal blockchain MCP server
B 77 54 90 61 N/A 59 84 88
2466
WeAreBraveLabs
domain-checker-mcp Claim 1
Fast domain availability checker. DNS + RDAP/WHOIS verification.
B 77 54 66 65 N/A 65 92 100
2467
bababoi-bibilabu
agent-mq Claim
Message queue for AI coding assistants. Let AI agents (Claude Code, Cursor, Cod…
B 77 55 72 70 63 82 95
2468
Victors081
Obsidian MCP Server Claim 1
Enables MCP clients to interact with Obsidian vaults via filesystem operations …
B 77 54 78 68 N/A 45 90 97
2469
nataliapc
mcp-openmsx Claim
This MCP provides comprehensive tools and resources for MSX software developmen…
B 77 55 96 58 55 81 85
2470
kunobi-ninja
Kunobi MCP Server Claim
Exposes Kunobi's application data and store querying capabilities to AI assista…
B 77 44 70 N/A N/A 53 95 84
2471
benitocabrerar
Enables remote access to JobNimbus CRM through Claude Desktop with 48+ tools fo…
B 77 55 94 68 37 81 91
2472
open-feature
Provides OpenFeature SDK installation guidance for various programming language…
B 77 55 78 82 N/A 79 95 48
2473
arikusi
nakkas Claim
MCP server that turns AI into an SVG artist. One rendering engine, AI decides e…
B 77 44 60 N/A N/A 58 95 95
2474
cloudwarriors-ai
A generic MCP server that dynamically exposes any OpenAPI-documented REST API t…
B 77 55 96 71 32 82 90
2475
aplaceforallmystuff
mcp-tailscale Claim 1
An MCP server for managing and monitoring Tailscale networks through natural la…
B 77 55 75 62 65 82 99
2476
probelabs
Docs MCP Server Claim 1
A flexible Model Context Protocol server that makes documentation or codebases …
B 77 55 90 100 66 81 35
2477
fr0gger
A prompt-validation service that checks incoming prompts against security rules…
B 77 54 90 56 N/A 37 95 94
2478
StarrStack
Enables structured note-taking with markdown support, dynamic tagging system, a…
B 77 54 90 53 N/A 39 95 99
2479
FinishKit
mcp Claim 1
FinishKit MCP: scan GitHub repos for security vulnerabilities, deployment block…
B 77 54 78 71 N/A 58 83 93
2480
junetic
mcp-usercall Claim
Run real user interviews from AI agents and retrieve structured insights with t…
B 77 55 70 72 72 82 88
2481
hongsw
An intelligent MCP server that analyzes projects and recommends team compositio…
B 77 54 90 56 N/A 57 95 81
2482
daviddata-cloud
This MCP server imports HR CSV data into an in-memory SQLite database to enable…
B 77 54 84 62 N/A 45 92 97
2483
AetherCore-Dev
ag402-mcp Claim
Ag402 is the payment layer for Coinbase's x402 protocol. Wrap any API or MCP se…
B 77 55 84 48 78 81 95
2484
tanevanwifferen
UseScraper MCP Server Claim 2
A TypeScript-based MCP server utilizing the UseScraper API to provide web scrap…
B 77 55 96 68 37 82 91
2485
its-just-ui
Enables AI-powered generation, customization, and documentation of its-just-ui …
B 77 55 88 58 64 82 91
2486
Estaed
A comprehensive League of Legends data ecosystem that provides access to champi…
B 77 54 86 72 N/A 23 90 100
2487
Platano78
Faulkner DB Claim 1
A temporal knowledge graph system that enables users to record and query archit…
B 77 55 90 56 74 76 89
2488
NaniDAO
agentek-eth Claim 1
A MCP server offering tools for cryptocurrency research and Ethereum-based auto…
B 77 55 75 71 57 82 99
2489
PabloLION
MCP Echo Env Claim
Echoes environment variables (PWD and WORKSPACE_SLUG) to verify that MCP client…
B 77 55 60 87 N/A 35 95 100
2490
eaisdevelopment
mcp-multi-edit Claim 1
Atomic multi-file find-and-replace by Essential AI Solutions (essentialai.uk)
B 77 55 90 100 N/A 42 95 39
2491
domdomegg
Google Maps Places Claim
Allow AI systems to search for places and get business info via Google Maps Pla…
B 77 54 88 70 N/A 55 75 91
2492
greatSumini
nanobanana-api-mcp Claim 1
B 77 54 80 72 N/A 47 90 89
2493
Jahanzaib-Kaleem
Automatically generates and maintains living documentation for codebases by cre…
B 77 54 94 52 N/A 48 94 89
2494
florianwittkamp
Enables interaction with Bring! shopping lists through natural language, allowi…
B 77 55 62 72 76 80 98
2495
palewire
datawrapper-mcp Claim
Enables AI assistants to create, update, publish, and manage Datawrapper charts…
B 77 55 62 82 60 83 97
2496
sultannaufal
Puppeteer MCP Server Claim 1
Self-hosted MCP server for browser automation using Puppeteer, with tools for n…
B 77 54 100 46 40 92 97
2497
alexiokay
MCP Vector Proxy Claim 1
A semantic proxy that reduces AI agent token usage by exposing only three core …
B 77 54 90 72 N/A 30 90 89
2498
anoopt
Allows scheduling meetings in Microsoft Outlook using Microsoft Graph API, with…
B 77 55 78 72 49 81 99
2499
alexlock1
macOS MCP Server Claim
Enables interaction with macOS system features including file dialogs, clipboar…
B 77 54 78 62 N/A 50 92 99
2500
hithereiamaliff
Typebot MCP Server Claim
Enables interaction with Typebot's REST API to create, manage, publish, and cha…
B 77 55 88 70 41 81 95
Showing 2451–2500 of 59573 servers
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