MCP Server Quality Scores

Independent quality analysis of 69400 public MCP servers

69400
Discovered
→
34016
Scored
→
2112
Verified
→
16953
Complete

Last updated 29 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
30701
MentorStack Claim 1
Employee mentoring software. Goals, meetings, messages and surveys from your AI…
F 34 2⁄5 ◔ — — 0 — 67 —
30702
9bot Claim 1
Manage, automate and analyze WhatsApp groups, communities and channels with 9bo…
F 34 2⁄5 ◔ — — 0 — 67 —
30703
HiveHall Claim 1
Shared research, saved evidence, independent reviews and open tasks for AI agen…
F 34 2⁄5 ◔ — — 0 — 67 —
30704
marketplace Claim 1
Free KZ agent utilities (Kazpost tracking, IIN/BIN, IBAN, LEI, FX) + governed A…
F 34 2⁄5 ◔ — — 0 — 67 —
30705
UptimeProbe Claim 1
HTTP health checks, SSL expiry monitoring, TCP port scanning, and batch URL tes…
F 34 2⁄5 ◔ — — 0 — 67 —
30706
a11y-check Claim 1
Real-browser WCAG audit that also finds keyboard-inoperable controls axe-core m…
F 34 2⁄5 ◔ — — 0 — 67 —
30707
resolver Claim 1
Resolve @handles to post-quantum-signed agent identities and transact with the …
F 34 2⁄5 ◔ — — 0 — 67 —
30708
Printonic Claim 1
Print-on-demand catalog, listings, and fulfillment for AI agents.
F 34 2⁄5 ◔ — — 0 — 67 —
30709
FactScan AI Claim 1
OCR and document understanding: extract text from images, then summarize or tra…
F 34 2⁄5 ◔ — — 0 — 67 —
30710
Orbit CRM Claim 1
Open-source CRM for AI agents: humans, orgs, interactions, deals, tasks, links …
F 34 2⁄5 ◔ — — 0 — 67 —
30711
Monolithos Claim 1
Recall authorized Vault notes with keyword and hybrid search, original excerpts…
F 34 2⁄5 ◔ — — 0 — 67 —
30712
SREDDY Claim 1
Flat-fee Canadian SR&ED claim preparation through the AI you already use. Key i…
F 34 2⁄5 ◔ — — 0 — 67 —
30713
Linkit Claim 1
Turn what your AI makes into a shareable web page with its own short link.
F 34 2⁄5 ◔ — — 0 — 67 —
30714
Novelist Claim 1
Prepare complete, illustrated AI novels in 22 languages; users review and pay o…
F 34 2⁄5 ◔ — — 0 — 67 —
30715
iFillPDF Claim 1
Detect fillable fields in any PDF with AI, scans included, then fill and sign i…
F 34 2⁄5 ◔ — — 0 — 67 —
30716
Simplo Claim 1
Social media for small businesses: write, illustrate, schedule and publish post…
F 34 2⁄5 ◔ — — 0 — 67 —
30717
Klaro Cards Claim 1
Manage Klaro Cards projects, boards, cards, dimensions and KPIs.
F 34 2⁄5 ◔ — — 0 — 67 —
30718
WizBI Claim 1
Ask your organization's connected business data in plain language, with each pe…
F 34 2⁄5 ◔ — — 0 — 67 —
30719
Search 14.3M US patents (2005+) and read full claims and descriptions, with cit…
F 34 2⁄5 ◔ — — 0 — 67 —
30720
Melso Claim 1
Spanish invoicing (Verifactu/TicketBAI), bookkeeping, bank and tax returns for …
F 34 2⁄5 ◔ — — 0 — 67 —
30721
Chipp Agents Claim 1
Chipp: create, publish, version, chat with and move agents; system prompt, mode…
F 34 2⁄5 ◔ — — 0 — 67 —
30722
Arkame Backup Claim 1
Backups of servers, Docker and Zimbra to your own S3. Restore by chat; changes …
F 34 2⁄5 ◔ — — 0 — 67 —
30723
scrapa.app Claim 1
Read web pages as markdown, search the web, list a site's URLs and run a real C…
F 34 2⁄5 ◔ — — 0 — 67 —
30724
pdfAssistant Claim 1
Convert, merge, compress, OCR, redact, and sign PDFs inside your AI assistant. …
F 34 2⁄5 ◔ — — 0 — 67 —
30725
eurolytics Claim 1
Privacy-first, cookie-free web analytics: create sites, install and verify trac…
F 34 2⁄5 ◔ — — 0 — 67 —
30726
Launch campaigns, manage ads and analyze performance across Meta, TikTok, Googl…
F 34 2⁄5 ◔ — — 0 — 67 —
30727
AssetLog Claim 1
Search vehicles, real estate and jobs; manage your listings, alerts, enquiries …
F 34 2⁄5 ◔ — — 0 — 67 —
30728
HorizonIQ Claim 1
Licensed, analysis-ready US public data for AI: industries, economy and local m…
F 34 2⁄5 ◔ — — 0 — 67 —
30729
FutureInfra Claim 1
Korean cloud for AI agents — servers, Docker apps with HTTPS, domains, scraping…
F 34 2⁄5 ◔ — — 0 — 67 —
30730
Scheduly Claim 1
Calendar and notes for AI assistants: read, create and move events, keep notes.…
F 34 2⁄5 ◔ — — 0 — 67 —
30731
Gumdex Claim 1
Your Pokémon TCG collection: Living Dex progress, every print, and adding cards…
F 34 2⁄5 ◔ — — 0 — 67 —
30732
Boon Claim 1
Run pursuits, answer decisions, handle inbound requests and manage your front d…
F 34 2⁄5 ◔ — — 0 — 67 —
30733
SalesCloser Claim 1
Manage SalesCloser AI sales agents, leads, campaigns and calls from your AI ass…
F 34 2⁄5 ◔ — — 0 — 67 —
30734
Domduck Claim 1
Domain reputation over time: Domain Rating, Tranco rank, TLS, and AI crawler po…
F 34 2⁄5 ◔ — — 0 — 67 —
30735
Ripplewatch Claim 1
Competitive analyst inside Claude or ChatGPT. Ask who's heating up and why.
F 34 2⁄5 ◔ — — 0 — 67 —
30736
CommSync Claim 1
One inbox for SMS and email: read threads, search, manage contacts, and send te…
F 34 2⁄5 ◔ — — 0 — 67 —
30737
Worthbase Claim 1
Household net worth and portfolio tracker your AI keeps: priced daily, previewe…
F 34 2⁄5 ◔ — — 0 — 67 —
30738
Logospell Claim 1
AI-agent image generation: cohesive sets & illustrations. PNG/WebP (optional tr…
F 34 2⁄5 ◔ — — 0 — 67 —
30739
PublicSafetyBid Claim 1
Score public safety bids and vendor fit.
F 34 2⁄5 ◔ — — 0 — 67 —
30740
Eventship Claim 1
Run in-person events from your AI: create events, manage tickets, attendees, br…
F 34 2⁄5 ◔ — — 0 — 67 —
30741
Aveco Claim 1
Inspect outreach delivery, campaigns, leads and pipeline; prepare sequence draf…
F 34 2⁄5 ◔ — — 0 — 67 —
30742
Enoki Claim 1
Test your AI agents for security and safety weaknesses, and re-verify the fixes.
F 34 2⁄5 ◔ — — 0 — 67 —
30743
Titleman Claim 1
Broker opinions of value, comparables and underwriting for commercial real esta…
F 34 2⁄5 ◔ — — 0 — 67 —
30744
Aurora Coach Claim 1
Continuous improvement for software engineering teams: check-ins, improvements,…
F 34 2⁄5 ◔ — — 0 — 67 —
30745
Typenode Claim 1
Build, manage, and run AI workflow automations with Typenode.
F 34 2⁄5 ◔ — — 0 — 67 —
30746
Detect hiring adverse impact and estimate whether a selection method is worth i…
F 34 2⁄5 ◔ — — 0 — 67 —
30747
See any clothing, eyewear or accessory on a photo of a person, in about 10 seco…
F 34 2⁄5 ◔ — — 0 — 67 —
30748
A1 Gallery Claim 1
Search a curated gallery of real website designs by style, font, colour, sectio…
F 34 2⁄5 ◔ — — 0 — 67 —
30749
BoardMark Claim 1
Issue board for teams: find, create and move issues, run sprints, comment and k…
F 34 2⁄5 ◔ — — 0 — 67 —
30750
SLXD Creator Claim 1
Design and edit e-learning courses, lessons and bricks from an AI assistant.
F 34 2⁄5 ◔ — — 0 — 67 —
Showing 30701–30750 of 69400 servers
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