MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 18 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
29551
PolicyLayer Claim 1
The system of record for AI agent authority: playbooks, routed policy questions…
F 34 25 0 67
29552
CacheBoost Claim 1
Warm CDN and reverse-proxy caches: manage sites, run warms, read cache-hit stat…
F 34 25 0 67
29553
snug-planner Claim 1
The first official family-planner MCP: tasks, calendar, meals, shopping and rem…
F 34 25 0 67
29554
YouTube public video, comment, reply, channel, search, and speech-to-text trans…
F 34 25 0 67
29555
siert-kt8f7x Claim 1
Fugentic MCP server for siert-kt8f7x
F 34 25 0 67
29556
Skilder Claim 1
One place to build, share, and govern the skills and tools your AI agents use a…
F 34 25 0 67
29557
Scrape Open Library book editions, authors, subjects and identifiers. Pay per r…
F 34 25 0 67
29558
James Prompt Claim 1
AI agent for business strategy and business design — run strategy missions and …
F 34 25 0 67
29559
a11y-check Claim 1
Real-browser WCAG audit that also finds keyboard-inoperable controls axe-core m…
F 34 25 0 67
29560
InstantStudioAI
InstantClips Claim 1
Create branded vertical video ads from ecommerce product URLs or product photos.
F 34 25 0 67
29561
Fonzi Talent Claim 1
Apply to Fonzi, manage your profile and resume, browse Companies, and answer In…
F 34 25 0 67
29562
shortgenius Claim 1
Generate AI short-form videos and auto-publish them to TikTok, YouTube, Instagr…
F 34 25 0 67
29563
Remote MCP for 9192 discovery, pricebook, payment rails, GET_PULSE quotes, and …
F 34 25 0 67
29564
Deterministic operations reconciliation for AI agents: COMPLETE, INCOMPLETE, or…
F 34 25 0 67
29565
Codequiry Claim 1
Source code plagiarism, peer similarity, and AI-generated-code detection for AI…
F 34 25 0 67
29566
Cash Flow Frog Claim 1
Cash flow forecasting: manage scenarios, projections, and bank accounts for you…
F 34 25 0 67
29567
Acornonaut Claim 1
Turn YouTube playlists into AI flashcards and learn with spaced repetition.
F 34 25 0 67
29568
All-in-one Shopify SEO. Rank on Google and in AI search. Find what's broken and…
F 34 25 0 67
29569
VideoZero Claim 1
Creates 2D motion-graphics videos: kinetic typography, charts, formulas, narrat…
F 34 25 0 67
29570
Edwyna Fax API Claim 1
Send individual transactional faxes with prepaid credit, delivery status, and s…
F 34 25 0 67
29571
Static linter for CLAUDE.md-style agent constitution files: 10 operational-guar…
F 34 25 0 67
29572
Create evidence-backed video clips from owned recordings through PrismClip's OA…
F 34 25 0 67
29573
affogata Claim 1
Social listening analytics — query topics, filters, trending keywords, and conv…
F 34 25 0 67
29574
LangChain Login and Token Agent
F 34 25 0 67
29575
AdPilot MCP Claim 1
Analyze and manage Apple Ads from your AI assistant with RevenueCat insights an…
F 34 25 0 67
29576
Tốc Biến Claim 1
Vietnam VPS via VietQR — create a machine and put an app online.
F 34 25 0 67
29577
MCPVillage Claim 1
Build & edit your own website by talking to your LLM: pages, forms, SEO, analyt…
F 34 25 0 67
29578
jurisprudencia Claim 1
Busca semantica de jurisprudencia brasileira: STJ, STF e 9 tribunais estaduais,…
F 34 25 0 67
29579
Adviserry Claim 1
Search your newsletter and YouTube archive, drafted actions and working context…
F 34 25 0 67
29580
recall-risk Claim 1
Check a product's recall risk: score + active CPSC/FDA/NHTSA recalls for a prod…
F 34 25 0 67
29581
PumpX Claim 1
Read-only access to your PumpX workout log: sessions, lift history, PRs, routin…
F 34 25 0 67
29582
Read-only public LoveTheNorth video discovery; no writes, private data, or mode…
F 34 25 0 67
29583
Mozark's MCP server for AI-powered app testing: device access, test automation,…
F 34 25 0 67
29584
feedoracle
MiCA compliance evidence, stablecoin risk, macro regime, agent governance. 79 t…
F 34 25 0 67
29585
Work Handler Claim 1
チームの働き方を支援するグループウェア Work Handler の MCP サーバー。組織・メンバーの参照、出退勤の共有、タイムカード、承認フロー等を本人の…
F 34 25 0 67
29586
Order & book on AI Transact WordPress sites by AI agent — MCP tools with WhatsA…
F 34 25 0 67
29587
VAT Validator solving Brazil 2026 Alphanumeric shift. Supports high-precision E…
F 34 25 0 67
29588
llamanotes Claim 1
Lucky AI study buddy over your own LlamaNotes courses: chat, progress, and AI c…
F 34 25 0 67
29589
Mink Claim 1
Discover local events, RSVP, and manage organizer workflows on Mink.
F 34 25 0 67
29590
Astryke Hub Claim 1
Every project you have going, on one board your coding agents keep current and …
F 34 25 0 67
29591
causely-oss
causely Claim 1
Causal reasoning for reliability: root cause, blast radius, and service health …
F 34 25 0 67
29592
Agentio Claim 1
Ask about your Agentio campaigns, Creator deals, and performance on YouTube and…
F 34 25 0 67
29593
public-query Claim 1
Agent-native MCP over US public + government records, entity- and parcel-keyed.
F 34 25 0 67
29594
checkslip-mcp Claim 1
Verify Thai bank transfer slips: amount, receiver, date, and duplicate reuse vi…
F 34 25 0 67
29595
FrameLane Claim 1
Render video and run AI media tasks from a single declarative JSON request.
F 34 25 0 67
29596
Search Australian campsites, caravan parks and free camps; weather, gear, road …
F 34 25 0 67
29597
AssetLog Claim 1
Search vehicles, real estate and jobs; manage your listings, alerts, enquiries …
F 34 25 0 67
29598
Vuela Claim 1
AI video, image, text and audio tools from your vuela.ai account
F 34 25 0 67
29599
real-estate-mcp Claim 1
8 real-estate tools: Zillow, Redfin, Realtor listings, sales, rentals.
F 34 25 0 67
29600
Private cross-media memory for AI assistants: recommendations, progress and con…
F 34 25 0 67
Showing 29551–29600 of 67197 servers
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