MCP Server Quality Scores

Independent quality analysis of 69365 public MCP servers

69365
Discovered
→
33980
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 25 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
40601
EquateItAu
Read-only MCP server for ClassQuill, a tutoring-business-management platform.
— ○ ⏳ — — — — — —
40602
AtlasDevHQ
Atlas Claim
Atlas is a YAML-defined semantic layer for analytics — authored by humans, cons…
— ○ ⏳ — N/A N/A — — —
40603
aixsignal
smithly-aix Claim
— ○ ⏳ — N/A N/A — 95 —
40604
forgemeshlabs
imagegen-mcp Claim
AI image generation MCP server with generate, background removal, 4x HD upscale…
— ○ ⏳ — — — — — —
40605
Sriram-murugesan
DevBot Claim
A Flask-based chatbot using Gemini 2.5 Flash and MCP tools to manage GitHub rep…
— ○ ⏳ — — — — — —
40606
ngkienmkqn-wsy8
24htrack-mcp Claim
Universal package tracking for AI agents. Track packages across 30+ carriers in…
— ○ ⏳ — — — — 81 —
40607
tosettil-polimi
MCP server that exposes the Vikey API for reservation management, property list…
— ○ ⏳ — — — — — —
40608
jharriGH
kje-mcp Claim
MCP server that enables Claude.ai to interact with Jim Brain's persistent memor…
— ○ ⏳ — — — — — —
40609
Bookmark Lens Claim 1
Local-first bookmark management with semantic search and AI-powered organization
— ○ — N/A N/A — 81 —
40610
PeerapolSelanon
Connects Claude Desktop to FortiGate firewalls via REST API for read-only confi…
— ○ ⏳ — — — — — —
40611
gbaeke
mcp-obo Claim
Implements the on-behalf-of flow with Entra ID to enable authorized calls to Mi…
— ○ ⏳ — — — — — —
40612
aialchemylabs
A Model Context Protocol server that enables AI assistants to interact with Not…
— ○ ⏳ — N/A N/A — 95 —
40613
wj-yuta-imai
A Model Context Protocol server with GitHub API integration that enables intera…
— ○ ⏳ — N/A N/A — 95 —
40614
MagicLex
Enables LLMs to interact with Hopsworks for platform management, feature store …
— ○ ⏳ — — — — — —
40615 — ○ ⏳ — N/A N/A — 95 —
40616 — ○ ⏳ — N/A N/A — 95 —
40617
sayuru-akash
Enables auditing of websites for performance, SEO, accessibility, security, and…
— ○ ⏳ — N/A N/A — — —
40618
mambalabsdev
Resolve company name, domain, or LinkedIn into one canonical identity with conf…
— ○ ⏳ — N/A N/A — — —
40619
kctw-dev
Enables AI agents to directly control Figma Desktop via MCP, supporting UI crea…
— ○ ⏳ — N/A N/A — — —
40620
EthanKlocked
Safe-by-default MCP server for the official Toss Securities Open API, providing…
— ○ ⏳ — N/A N/A — — —
40621
Drew-Goddyn
Enables interaction with Buildkite CI/CD to list organizations, pipelines, buil…
— ○ ⏳ — — — — — —
40622
andysolomon
MCP server that queues stories and feeds them to live Claude Code sessions, del…
— ○ ⏳ — N/A N/A — — —
40623
ceilingduster
Scans GitHub repositories for security vulnerabilities by cloning, performing s…
— ○ ⏳ — — — — — —
40624
Abidil98
A custom MCP server that provides high-level tools for controlling Shopmium and…
— ○ ⏳ — N/A N/A — 95 —
40625
JustDreameritis
A production-ready MCP server template with built-in tools for file search, web…
— ○ ⏳ — N/A N/A — — —
40626
janmacher02-xl8y
Access SEC EDGAR financial data through your AI assistant. Search public compan…
— ○ ⏳ — — — — 81 —
40627
umachandra-30
MCP server for interacting with Google Calendar, enabling reading events from p…
— ○ ⏳ — — — — — —
40628
StuMason
M365 MCP Claim
MCP server for Microsoft 365 via the Microsoft Graph API, providing read-only a…
— ○ ⏳ — N/A N/A — — —
40629
openprints
Enables AI agents to browse products, upload designs, place print orders, track…
— ○ ⏳ — — — — — —
40630
ShawneilRodrigues
Provides comprehensive mathematical differentiation capabilities using symbolic…
— ○ ⏳ — — — — — —
40631
steadwing
Your autonomous 24/7 on-call engineer! Get a detailed RCA along with the solut…
— ○ ⏳ — N/A N/A — 95 —
40632
hir4ta
Persists Claude Code sessions to Notion as team memory, enabling queryable reca…
— ○ ⏳ — — — — — —
40633
bilalrana344
ShaBaas Pay MCP lets AI agents securely create PayTo agreements, initiate payme…
— ○ ⏳ — — — — 81 —
40634
Deslord319
Enables HarmonyOS device discovery, app build and deployment, UI automation, E2…
— ○ ⏳ — N/A N/A — — —
40635
mirror29
Enables quant research, strategy generation, backtesting, and paper trading fro…
— ○ ⏳ — — — — — —
40636
igorsafonov-gif
Enables shopping at Mercadona online grocery store via Claude, allowing catalog…
— ○ ⏳ — N/A N/A — — —
40637
divikwu
figcraft Claim
Enables AI-powered design operations in Figma, including UI creation, design re…
— ○ ⏳ — N/A N/A — — —
40638
crustapi
Live Google + public LinkedIn data: search, maps, profiles, companies, jobs. Pa…
— ○ ⏳ — N/A N/A — — —
40639
abanka27
Enables reading and searching Google Drive files, Google Docs, and Google Sheet…
— ○ ⏳ — N/A N/A — — —
40640
DonMrMango
A comprehensive integration providing 114 tools to manage Google Drive, Docs, S…
— ○ ⏳ — — — — 81 —
40641
kesugwa
weather-mcp Claim
— ○ ⏳ — N/A N/A — 95 —
40642
meetvaghani12
hiring-mcp Claim
Enables candidates to apply to your open roles through an AI agent using Model …
— ○ ⏳ — — — — 81 —
40643
TmRichrd
Provide real-time weather information and forecasts through a standardized inte…
— ○ ⏳ — N/A N/A — 95 —
40644
serpdive
AI-agent web search, answer-ready content. Beats Tavily: 60.7% of quality duels…
— ○ ⏳ — — — — — —
40645
laszlopere
Chemistry toolbox computed from authoritative data: molecular weight / molar ma…
— ○ ⏳ — — — — 81 —
40646
Arakiss
Nahuali Claim
Trust-aware agent memory with evidence-backed recall, self-inspection, and audi…
— ○ ⏳ — N/A N/A — — —
40647
julienchriqui-okkoer
Exposes NetSuite REST API for orchestrating Spendesk × NetSuite integration, pr…
— ○ ⏳ — — — — — —
40648
closermethod
Provides structured templates for security questionnaires, RFP responses, and c…
— ○ ⏳ — — — — — —
40649
friendlygeorge
MCP server for Plausible Analytics — privacy-friendly web analytics. 12 tools f…
— ○ ⏳ — N/A N/A — — —
40650
sling-cli Claim 1
Sling CLI MCP server for data pipeline and replication management
— ○ — N/A N/A — 81 —
Showing 40601–40650 of 69365 servers
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