MCP Server Quality Scores

Independent quality analysis of 66402 public MCP servers

66402
Discovered
31753
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
1451
brenoepics
prometheus-rs Claim
Query Prometheus from CLI or any MCP client, with retries, caching, and an opti…
B 80 54 92 43 N/A 71 95 100
1452
OMOPHub
omophub-mcp Claim
Search, lookup, map, and navigate OMOP medical vocabularies via AI agents
B 80 54 88 52 N/A 83 83 98
1453
timothywarner-org
🧠 Stop building AI that forgets. Master MCP (Model Context Protocol) with produ…
B 80 54 90 55 N/A 59 95 96
1454
omar-haris
Smart Coding MCP Claim 2
Provides intelligent semantic code search using local AI embeddings, enabling n…
B 80 55 88 95 N/A 63 95 48
1455
mintlineai
mintline-mcp Claim
Connect AI assistants to your Mintline receipts, transactions, and spending ana…
B 80 54 84 67 N/A 53 95 94
1456
DavidFuchs
mcp-uptime-kuma Claim 2
A Model Context Protocol (MCP) server for Uptime Kuma version 2.
B 80 54 84 73 N/A 77 69 96
1457
memstate-ai
memstate-mcp Claim
Versioned, structured memory for AI agents. Stores facts as keypaths with full …
B 80 66 84 80 97 35 80 93
1458
better-auth
Better Icons Claim
Provides access to over 200,000 icons from 150+ collections with features for s…
B 80 55 82 65 76 82 94
1459
nirholas
agenti Claim
Enables any MCP-compatible LLM client to autonomously hold, spend, earn, and re…
B 80 54 76 70 72 90 93
1460
kj455
mcp-kibela Claim
📇 ☁️ Allows AI models to interact with [Kibela](https://kibe.la/)
B 80 54 94 51 N/A 66 90 96
1461
cristianoaredes
MCP Mobile Server Claim 1
Transforms AI assistants into mobile development powerhouses with 36 tools for …
B 80 55 71 82 N/A 48 95 100
1462
markheramis
Enables AI assistants to interact with Obsidian vaults via direct filesystem ac…
B 80 54 96 58 N/A 39 94 100
1463
flight505
MCP Think Tank Claim
Provides AI assistants with enhanced reasoning capabilities through structured …
B 80 54 90 61 N/A 52 95 93
1464
dan1d
dolar-mcp Claim
Argentine exchange rates for AI agents via DolarAPI. Dollar blue, oficial, MEP,…
B 80 55 66 100 69 81 85
1465
steiner385
Enables AI assistants to manage GitHub issues using deterministic priority scor…
B 80 54 72 72 N/A 74 95 89
1466
macarthy
bruno-mcp Claim
🚀 MCP server for generating Bruno API testing files programmatically. Create co…
B 80 54 88 72 N/A 47 95 91
1467
netboxlabs
NetBox MCP Server Claim
Read-only MCP server for NetBox that enables LLMs to query NetBox objects (devi…
B 80 54 78 70 76 90 88
1468
railsware
Coupler Analytics Claim
Analytics Coupler.io MCP bridges your business data to AI for fast and smart an…
B 80 55 86 72 65 81 94
1469
pnizer
wweb-mcp Claim
WhatsApp Web MCP Server
B 80 54 86 68 N/A 51 90 100
1470
Skvil-IA
skvil-mcp Claim
Enables AI assistants to verify, scan, and check on-chain security certificatio…
B 80 55 72 100 53 82 88
1471
aaronsb
Salesforce Cloud Claim 1
Salesforce CRM integration — opportunities, accounts, SOQL, file downloads, ana…
B 80 44 80 N/A N/A 69 75 95
1472
launch-it-labs
log-reducer Claim
Reduces log files for AI consumption — 50-90% token reduction via 18 determinis…
B 80 54 90 68 N/A 58 90 90
1473
moonray
Figma MCP Server Claim 1
Facilitates the analysis of Figma file structures by extracting node hierarchie…
B 80 55 100 71 40 82 92
1474
crunchtools
Secure MCP server for Request Tracker (RT) ticket management
B 80 55 70 82 N/A 51 95 98
1475
lightos
Interactive Shell MCP Claim 1
Enables LLMs to create and manage persistent, interactive shell sessions with f…
B 79 54 100 56 N/A 48 87 97
1476
8b-is
smart-tree Claim
AI-native directory visualization with semantic analysis, ultra-compressed form…
B 79 54 100 37 N/A 82 90 88
1477
aj-geddes
Terry-Form MCP Claim
A secure, containerized MCP server that enables AI assistants to manage Terrafo…
B 79 54 84 51 N/A 75 92 95
1478
mcpdotdirect
evm-mcp-server Claim
Comprehensive blockchain services for 30+ EVM networks, supporting native token…
B 79 55 84 56 77 80 100
1479
sammcj
mcp-data-extractor Claim 3
A Model Context Protocol server that extracts embedded data (such as i18n trans…
B 79 55 75 100 N/A 66 90 58
1480
peacockery-studio
Provides Claude with access to Microsoft SharePoint via the Microsoft Graph API…
B 79 55 100 61 52 78 93
1481
GDWN-BLDR
StateWeave Claim 1
Cross-framework cognitive state serializer for AI agents. Export, import, and d…
B 79 55 96 52 78 82 86
1482
adambdooley
Connects Claude Desktop to Foundry VTT for AI-powered campaign management, enab…
B 79 54 96 46 N/A 63 95 92
1483
magicyuan876
Tianshu MCP Server Claim
Enables AI assistants to process documents, images, audio, and video via MCP pr…
B 79 54 90 43 74 95 93
1484
JamesANZ
video-toolkit-mcp Claim 1
A Model Context Protocol (MCP) server that provides comprehensive video tools: …
B 79 54 90 57 N/A 50 90 100
1485
edkdev
defi-trading-mcp Claim 1
DeFi Trading Agent MCP Server - Transform your AI into an autonomous crypto tra…
B 79 55 90 100 N/A 38 95 52
1486
sliuuu
Equinix Fabric MCP Claim 2
An MCP server that enables AI assistants to manage network infrastructure throu…
B 79 55 85 65 59 82 98
1487
bnmbnmai
apollo-proxy Claim
26 AI tools: DeFi, OSINT, crypto, intel feeds, search, proxy. x402 micropayment…
B 79 54 84 72 50 95 87
1488
ambivo-corp
Ambivo MCP Server Claim 1
Provides access to Ambivo API endpoints for natural language querying of entity…
B 79 55 84 72 59 80 95
1489
amazonbusiness
Provides AI-enabled access to Amazon Business API documentation, sample code, a…
B 79 55 72 100 44 81 91
1490
ryan-crabbe
Enables Claude to interact with physical iOS devices running Expo development b…
B 79 55 90 91 25 80 92
1491
hrishirc
Task Orchestration
B 79 54 100 61 N/A 43 92 87
1492
kpritam
Gremlin MCP Server Claim
Enables AI assistants to interact with Gremlin-compatible graph databases throu…
B 79 55 88 62 63 81 96
1493
voidmobcom
voidmob-mcp Claim
Mobile proxies, SMS verifications, and global eSIM data plans for AI agents.
B 79 55 72 100 N/A 31 95 81
1494
jsonallen
Perplexity MCP Server Claim 1
A server facilitating web search functionality by utilizing Perplexity AI's API…
B 79 55 94 65 53 80 94
1495
gesslar
FluffOS MCP Server Claim
Enables AI assistants to validate LPC code and examine compiled bytecode using …
B 79 54 78 56 N/A 69 95 100
1496
aws-powertools
Enables LLMs to search through AWS Lambda Powertools documentation across multi…
B 79 55 80 82 67 81 82
1497
maksimsarychau
mcp-zebrunner Claim 1
Unified Zebrunner MCP server for TCM test cases, suites, coverage analysis, lau…
B 79 54 80 70 N/A 74 81 88
1498
henilcalagiya
google-sheets-mcp Claim
Your AI Assistant's Gateway to Google Sheets! 25 powerful tools for seamless Go…
B 79 55 62 100 N/A 51 95 82
1499
ttommyth
RAG Memory MCP Claim 1
An advanced MCP server providing RAG-enabled memory through a knowledge graph w…
B 79 55 84 75 N/A 43 95 90
1500
jerrytunin
Tududi MCP Claim
Integrates Tududi task management with AI development tools, enabling users to …
B 79 55 94 55 65 81 99
Showing 1451–1500 of 66402 servers
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