MCP Server Quality Scores

Independent quality analysis of 69419 public MCP servers

69419
Discovered
→
34036
Scored
→
2112
Verified
→
16953
Complete

Last updated 7 hours, 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
37451
First-Cast-Solutions-LLC
Enables AI assistants to interact with the full Mistral AI API, including chat …
— ○ ⏳ — — — — — —
37452
silverze
nutstore-mcp Claim
MCP server for Nutstore cloud storage, enabling AI assistants to manage files v…
— ○ ⏳ — N/A N/A — — —
37453
Anmoldureha
hotels-skill Claim
Enables real-time hotel search and pricing data from Booking.com for AI agents …
— ○ ⏳ — N/A N/A — — —
37454
DorukYelken
mdbp-server Claim
Enables AI systems to securely query databases using structured intents (MDBP) …
— ○ ⏳ — — — — — —
37455
steveswain14
A standalone MCP server that validates model output against retrieved sources. …
— ○ ⏳ — N/A N/A — — —
37456
aidc2026ai-melon
AIDC MCP for OPR/BOD sizing, validation, and rackPlan layout from the shared 3D…
— ○ ⏳ — N/A N/A — — —
37457
ChannelLabAI
memocean-mcp Claim
Local-first AI Memory MCP server for AI agents to search and manage knowledge s…
— ○ ⏳ — N/A N/A — — —
37458
nampd3
Analyzes GitLab group projects to extract purpose, I/O, dependencies, and datab…
— ○ ⏳ — — — — — —
37459
mathias.steffen
oc_0815 Claim
— ○ ⏳ — N/A N/A — 95 —
37460
41fred
ibo Claim
Commission cinematic AI campaign films and image sets from IBO Studio.
— ○ ⏳ — — — — — —
37461
docjet-dev
docjet-mcp Claim
Render branded PDF documents (invoices, reports, certificates) and PNG social i…
— ○ ⏳ — N/A N/A — — —
37462
NekoTarou
MCP server for KingBase (PostgreSQL-compatible) databases, enabling AI assistan…
— ○ ⏳ — N/A N/A — — —
37463
mcp-developers Claim 1
Gaudio Lab Audio AI — Stem Separation, DME Separation, AI Text Sync
— ○ — N/A N/A — 69 —
37464
domainlab-app
Domain Lab Claim
Track domain expiry, DNS, SSL and email security across registrars, and explain…
— ○ ⏳ — — — — — —
37465
dandelionrosegroup
An MCP server that gives AI coding assistants persistent memory across sessions…
— ○ ⏳ — N/A N/A — — —
37466
jayeshchowdary
Enables comprehensive interaction with Google Sheets and Google Drive through O…
— ○ ⏳ — — — — 81 —
37467
graywrk
Agent Kanban Claim
An AI-native kanban board MCP server where agents pull tasks via the Model Cont…
— ○ ⏳ — — — — — —
37468
AJSMonty
adobe-mcp Claim
Drive Adobe CC (AE, Photoshop, Illustrator, Premiere, Character Animator) from …
— ○ ⏳ — N/A N/A — — —
37469
pipeworx-io
Genius Claim
Genius MCP — songs, artists, annotations metadata
— ○ ⏳ — — — — — —
37470
FoundryNet
Currency conversion + exchange rates: free convert/rates, paid historical & tre…
— ○ ⏳ — — — — — —
37471
CSOAI-ORG
MEOK AI Labs - ai-reflection MCP server extracted from SOV3
— ○ ⏳ — N/A N/A — — —
37472
docs Claim 1
Search how-to docs for Merchinary's Shopify Bulk Product Editor and Image Edito…
— ○ — N/A N/A — 81 —
37473
vew-mcp Claim 1
Browser MCP: drive a real Chromium via Playwright with compact ref-addressable …
— ○ — N/A N/A — 81 —
37474
medtekki
Witnessed Claim
Verifiable action receipts for AI agents — agents sign claims locally, an indep…
— ○ ⏳ — — — — — —
37475
Sladck
Connects WHOOP fitness data to Claude Desktop, enabling natural language querie…
— ○ ⏳ — N/A N/A — 95 —
37476
Psilolouben
Yazio MCP Claim
Enables querying Yazio food logs including meals, daily summaries, and nutritio…
— ○ ⏳ — — — — — —
37477
yet-market
Enables AI assistants to query semantic data via SPARQL endpoints, with support…
— ○ ⏳ — — — — — —
37478
doohinkus
Enables LLMs to read, search, and send emails through Yahoo Mail using secure O…
— ○ ⏳ — N/A N/A — — —
37479
guhcostan
figmind Claim
MCP server that connects AI clients to Figma, enabling real-time reading, creat…
— ○ ⏳ — N/A N/A — — —
37480
speedy133
Enables sending emails, drafting emails, and appending text to Google Docs via …
— ○ ⏳ — — — — — —
37481
makiichikawa
Provides real-time stock price information and profitability analysis, includin…
— ○ ⏳ — N/A N/A — — —
37482
pushkar0108
Signvoy Claim
Send documents for e-signature, track signing status, and download signed PDFs.…
— ○ ⏳ — — — — — —
37483
JacobiusMakes
twake-mcp Claim
Connects AI assistants to Linagora's Twake Workplace, enabling interaction with…
— ○ ⏳ — N/A N/A — — —
37484
Joint-Photon-Sciences-Institute
fdmnes-mcp Claim
Enables running FDMNES X-ray spectroscopy simulations via natural language, sup…
— ○ ⏳ — N/A N/A — — —
37485
datakoot
CVE lookups (NVD) and dependency-manifest audits (OSV) for AI agents. No API ke…
— ○ ⏳ — — — — — —
37486
LPSignals
LPSignal Claim
Uniswap/PancakeSwap/Aerodrome LP pools and price ranges ranked by net APR after…
— ○ ⏳ — — — — — —
37487
wpm
epik-gh Claim
A GitHub MCP server that wraps the gh CLI to expose GitHub operations like issu…
— ○ ⏳ — N/A N/A — — —
37488
kodey-ai
Run SOQL queries to explore and retrieve Salesforce data. Access accounts, cont…
— ○ ⏳ — N/A N/A — 95 —
37489
bobberrisford
Affiliate network reporting in your AI client. Bring your own keys. Most adapte…
— ○ ⏳ — — — — — —
37490
racy
l324 Claim
— ○ ⏳ — N/A N/A — 95 —
37491
Dw-Dwain
Local-first memory for AI chats: save context in one chat, load it in any other…
— ○ ⏳ — N/A N/A — — —
37492
dendotai
tmdb-mcp Claim
An MCP server for managing TMDB lists (movies/TV) from any MCP client, with OAu…
— ○ ⏳ — — — — — —
37493
integsec
turbopentest Claim
AI-powered penetration testing. Launch scans, review findings, download reports.
— ○ ⏳ — N/A N/A — 83 —
37494
jitendrasinghsankhwar
An MCP server for intelligent LaTeX resume generation with multiple templates, …
— ○ ⏳ — N/A N/A — — —
37495
Azure-Samples
Enables face detection and recognition in Agentic AI workflows using Azure Face…
— ○ ⏳ — — — — — —
37496
emmanueltsallis
Local-first MCP server for discovering, downloading, and analyzing official IBG…
— ○ ⏳ — N/A N/A — — —
37497
CSOAI-ORG
Canada Aida Ai automation via MCP. Includes classify ai system, impact assessme…
— ○ ⏳ — N/A N/A — — —
37498
CSOAI-ORG
Agent Delegation MCP Server by MEOK AI Labs
— ○ ⏳ — — — — — —
37499
adityaarsharma
MCP server that connects AI agents to real YouTube channel analytics and SEO ma…
— ○ ⏳ — — — — — —
37500
mane-tv2
Enables AI assistants to interact with Argo CD applications, managing clusters,…
— ○ ⏳ — — — — — —
Showing 37451–37500 of 69419 servers
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