MCP Server Quality Scores
Independent quality analysis of 69400 public MCP servers
Last updated 29 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 30701 |
Employee mentoring software. Goals, meetings, messages and surveys from your AI…
|
F 34 2⁄5 | ||||||||
| 30702 |
Manage, automate and analyze WhatsApp groups, communities and channels with 9bo…
|
F 34 2⁄5 | ||||||||
| 30703 |
Shared research, saved evidence, independent reviews and open tasks for AI agen…
|
F 34 2⁄5 | ||||||||
| 30704 |
Free KZ agent utilities (Kazpost tracking, IIN/BIN, IBAN, LEI, FX) + governed A…
|
F 34 2⁄5 | ||||||||
| 30705 |
HTTP health checks, SSL expiry monitoring, TCP port scanning, and batch URL tes…
|
F 34 2⁄5 | ||||||||
| 30706 |
Real-browser WCAG audit that also finds keyboard-inoperable controls axe-core m…
|
F 34 2⁄5 | ||||||||
| 30707 |
Resolve @handles to post-quantum-signed agent identities and transact with the …
|
F 34 2⁄5 | ||||||||
| 30708 |
Print-on-demand catalog, listings, and fulfillment for AI agents.
|
F 34 2⁄5 | ||||||||
| 30709 |
OCR and document understanding: extract text from images, then summarize or tra…
|
F 34 2⁄5 | ||||||||
| 30710 |
Open-source CRM for AI agents: humans, orgs, interactions, deals, tasks, links …
|
F 34 2⁄5 | ||||||||
| 30711 |
Recall authorized Vault notes with keyword and hybrid search, original excerpts…
|
F 34 2⁄5 | ||||||||
| 30712 |
Flat-fee Canadian SR&ED claim preparation through the AI you already use. Key i…
|
F 34 2⁄5 | ||||||||
| 30713 |
Turn what your AI makes into a shareable web page with its own short link.
|
F 34 2⁄5 | ||||||||
| 30714 |
Prepare complete, illustrated AI novels in 22 languages; users review and pay o…
|
F 34 2⁄5 | ||||||||
| 30715 |
Detect fillable fields in any PDF with AI, scans included, then fill and sign i…
|
F 34 2⁄5 | ||||||||
| 30716 |
Social media for small businesses: write, illustrate, schedule and publish post…
|
F 34 2⁄5 | ||||||||
| 30717 |
Manage Klaro Cards projects, boards, cards, dimensions and KPIs.
|
F 34 2⁄5 | ||||||||
| 30718 |
Ask your organization's connected business data in plain language, with each pe…
|
F 34 2⁄5 | ||||||||
| 30719 |
Search 14.3M US patents (2005+) and read full claims and descriptions, with cit…
|
F 34 2⁄5 | ||||||||
| 30720 |
Spanish invoicing (Verifactu/TicketBAI), bookkeeping, bank and tax returns for …
|
F 34 2⁄5 | ||||||||
| 30721 |
Chipp: create, publish, version, chat with and move agents; system prompt, mode…
|
F 34 2⁄5 | ||||||||
| 30722 |
Backups of servers, Docker and Zimbra to your own S3. Restore by chat; changes …
|
F 34 2⁄5 | ||||||||
| 30723 |
Read web pages as markdown, search the web, list a site's URLs and run a real C…
|
F 34 2⁄5 | ||||||||
| 30724 |
Convert, merge, compress, OCR, redact, and sign PDFs inside your AI assistant. …
|
F 34 2⁄5 | ||||||||
| 30725 |
Privacy-first, cookie-free web analytics: create sites, install and verify trac…
|
F 34 2⁄5 | ||||||||
| 30726 |
Launch campaigns, manage ads and analyze performance across Meta, TikTok, Googl…
|
F 34 2⁄5 | ||||||||
| 30727 |
Search vehicles, real estate and jobs; manage your listings, alerts, enquiries …
|
F 34 2⁄5 | ||||||||
| 30728 |
Licensed, analysis-ready US public data for AI: industries, economy and local m…
|
F 34 2⁄5 | ||||||||
| 30729 |
Korean cloud for AI agents — servers, Docker apps with HTTPS, domains, scraping…
|
F 34 2⁄5 | ||||||||
| 30730 |
Calendar and notes for AI assistants: read, create and move events, keep notes.…
|
F 34 2⁄5 | ||||||||
| 30731 |
Your Pokémon TCG collection: Living Dex progress, every print, and adding cards…
|
F 34 2⁄5 | ||||||||
| 30732 |
Run pursuits, answer decisions, handle inbound requests and manage your front d…
|
F 34 2⁄5 | ||||||||
| 30733 |
Manage SalesCloser AI sales agents, leads, campaigns and calls from your AI ass…
|
F 34 2⁄5 | ||||||||
| 30734 |
Domain reputation over time: Domain Rating, Tranco rank, TLS, and AI crawler po…
|
F 34 2⁄5 | ||||||||
| 30735 |
Competitive analyst inside Claude or ChatGPT. Ask who's heating up and why.
|
F 34 2⁄5 | ||||||||
| 30736 |
One inbox for SMS and email: read threads, search, manage contacts, and send te…
|
F 34 2⁄5 | ||||||||
| 30737 |
Household net worth and portfolio tracker your AI keeps: priced daily, previewe…
|
F 34 2⁄5 | ||||||||
| 30738 |
AI-agent image generation: cohesive sets & illustrations. PNG/WebP (optional tr…
|
F 34 2⁄5 | ||||||||
| 30739 |
Score public safety bids and vendor fit.
|
F 34 2⁄5 | ||||||||
| 30740 |
Run in-person events from your AI: create events, manage tickets, attendees, br…
|
F 34 2⁄5 | ||||||||
| 30741 |
Inspect outreach delivery, campaigns, leads and pipeline; prepare sequence draf…
|
F 34 2⁄5 | ||||||||
| 30742 |
Test your AI agents for security and safety weaknesses, and re-verify the fixes.
|
F 34 2⁄5 | ||||||||
| 30743 |
Broker opinions of value, comparables and underwriting for commercial real esta…
|
F 34 2⁄5 | ||||||||
| 30744 |
Continuous improvement for software engineering teams: check-ins, improvements,…
|
F 34 2⁄5 | ||||||||
| 30745 |
Build, manage, and run AI workflow automations with Typenode.
|
F 34 2⁄5 | ||||||||
| 30746 |
Detect hiring adverse impact and estimate whether a selection method is worth i…
|
F 34 2⁄5 | ||||||||
| 30747 |
See any clothing, eyewear or accessory on a photo of a person, in about 10 seco…
|
F 34 2⁄5 | ||||||||
| 30748 |
Search a curated gallery of real website designs by style, font, colour, sectio…
|
F 34 2⁄5 | ||||||||
| 30749 |
Issue board for teams: find, create and move issues, run sprints, comment and k…
|
F 34 2⁄5 | ||||||||
| 30750 |
Design and edit e-learning courses, lessons and bricks from an AI assistant.
|
F 34 2⁄5 | ||||||||