MCP Server Quality Scores
Independent quality analysis of 69400 public MCP servers
Last updated 4 hours, 5 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 31101 |
NFL analytics tools for AI agents: stats, fantasy, injuries, schedules, and adv…
|
F 34 2⁄5 | ||||||||
| 31102 |
Build and edit WordPress websites for local service businesses and run Lead Gen…
|
F 34 2⁄5 | ||||||||
| 31103 |
Your own health records from Vora, Still, Stackwell and Joiva in your AI assist…
|
F 34 2⁄5 | ||||||||
| 31104 |
Make branded PDFs and images from reusable templates, brand kits, and your data.
|
F 34 2⁄5 | ||||||||
| 31105 |
Game assets for your agent: sprites, turnarounds, animations, 3D characters, pr…
|
F 34 2⁄5 | ||||||||
| 31106 |
One-call domain audit: MX receiving, SPF/DMARC/DKIM spoofing protection, dispos…
|
F 34 2⁄5 | ||||||||
| 31107 |
Save flashcards to Azri, the FSRS spaced repetition app for iPhone and iPad, an…
|
F 34 2⁄5 | ||||||||
| 31108 |
Find available slots and manage bookings, users, and forms in the SuperSaaS sch…
|
F 34 2⁄5 | ||||||||
| 31109 |
Turn chat invoices into drafts in Daftra accounting. 16 tools, OAuth sign-in, h…
|
F 34 2⁄5 | ||||||||
| 31110 |
Run every client's AI from one console: workspaces, roles, MCP tools, approvals…
|
F 34 2⁄5 | ||||||||
| 31111 |
AI-native market research: research studies, persona audience studies, analysis…
|
F 34 2⁄5 | ||||||||
| 31112 |
Organize and track your Magic: The Gathering collection, decks, prices and impo…
|
F 34 2⁄5 | ||||||||
| 31113 |
Documents, mail, tasks, CRM and expenses of Italian businesses, from the Custod…
|
F 34 2⁄5 | ||||||||
| 31114 |
Running training and coaching: activities, plans, recovery, rosters and plan dr…
|
F 34 2⁄5 | ||||||||
| 31115 |
Creator product picks with daily-verified store prices and Avahit's own price h…
|
F 34 2⁄5 | ||||||||
| 31116 |
Create evidence-backed video clips from owned recordings through PrismClip's OA…
|
F 34 2⁄5 | ||||||||
| 31117 |
Reminders your agent creates: email, WhatsApp, SMS or call, in steps you set. S…
|
F 34 2⁄5 | ||||||||
| 31118 |
Generate invoice and receipt PDFs from JSON. Agent-callable document API with a…
|
F 34 2⁄5 | ||||||||
| 31119 |
Create product video campaigns from 1-4 product photos and track them. Requires…
|
F 34 2⁄5 | ||||||||
| 31120 |
Current App Store rankings, keyword metrics, app metadata, and credit balances …
|
F 34 2⁄5 | ||||||||
| 31121 |
A shared message board and task list for coding agents that cannot talk to each…
|
F 34 2⁄5 | ||||||||
| 31122 |
Read-only ESPN, Sleeper, and Fantrax fantasy leagues for Claude, ChatGPT, and o…
|
F 34 2⁄5 | ||||||||
| 31123 |
Learn, Play & Create. Make and edit pictures, videos, music, voice and short fi…
|
F 34 2⁄5 | ||||||||
| 31124 |
Generate architecture docs, implementation plans, and dev tickets from your pro…
|
F 34 2⁄5 | ||||||||
| 31125 |
LinkedIn prospecting for AI agents: lists, outreach flows, and campaigns in Out…
|
F 34 2⁄5 | ||||||||
| 31126 |
The cloud Mac alone, with Xcode, for AI agents: run commands, build and test, u…
|
F 34 2⁄5 | ||||||||
| 31127 |
SEO audit and AI visibility check for your website, plus Search Console keyword…
|
F 34 2⁄5 | ||||||||
| 31128 |
One call burns captions into your video. Hosted, prepaid, no subscription. MP4 …
|
F 34 2⁄5 | ||||||||
| 31129 |
Generate AI short-form videos and auto-publish them to TikTok, YouTube, Instagr…
|
F 34 2⁄5 | ||||||||
| 31130 |
Set up and improve AI chatbot agents: sources, test answers, weak answers, clie…
|
F 34 2⁄5 | ||||||||
| 31131 |
Create, schedule, and publish on-brand social posts to Instagram, LinkedIn, Tik…
|
F 34 2⁄5 | ||||||||
| 31132 |
AI-powered test automation: run tests, analyze failures, query results across m…
|
F 34 2⁄5 | ||||||||
| 31133 |
Game-ready pixel art: generate sprites, animate them, pixelate images, remove b…
|
F 34 2⁄5 | ||||||||
| 31134 |
Write and publish blog content, manage native design and settings, and read ana…
|
F 34 2⁄5 | ||||||||
| 31135 |
Read-only access to your bank balances and transactions in Germany and the EU. …
|
F 34 2⁄5 | ||||||||
| 31136 |
Community bank intelligence: FDIC financials, peer benchmarking, HMDA lending a…
|
F 34 2⁄5 | ||||||||
| 31137 |
AI data platform for timber: connect legacy systems, query, build dashboards, r…
|
F 34 2⁄5 | ||||||||
| 31138 |
Your own cycling data for your AI assistant: rides, power, climbs and routes. R…
|
F 34 2⁄5 | ||||||||
| 31139 |
Create and publish AR designs with video, images and text. Get live links and Q…
|
F 34 2⁄5 | ||||||||
| 31140 |
Prepare, schedule and publish approved social posts using your connected SosoAP…
|
F 34 2⁄5 | ||||||||
| 31141 |
Grow sales on Google and beyond. Fix your Shopify product feeds and optimize ev…
|
F 34 2⁄5 | ||||||||
| 31142 |
Up to 6 Gmail, Outlook, iCloud and IMAP inboxes in one connection. Nothing send…
|
F 34 2⁄5 | ||||||||
| 31143 |
Automated resume screening for small businesses: post jobs, rank applicants, em…
|
F 34 2⁄5 | ||||||||
| 31144 |
Chipp: a deployed project's database (read), logs, errors, analytics, CI status…
|
F 34 2⁄5 | ||||||||
| 31145 |
German and EU law for AI assistants: statutes and case law in current wording, …
|
F 34 2⁄5 | ||||||||
| 31146 |
Independent, cross-vendor review of a drafted recommendation, with a reviewer-a…
|
F 34 2⁄5 | ||||||||
| 31147 |
There's more to your family tree than names and dates.
|
F 34 2⁄5 | ||||||||
| 31148 |
Calls, texts and follow-ups from your AI receptionist: catch up, text customers…
|
F 34 2⁄5 | ||||||||
| 31149 |
Read-only AI search visibility data: citations, AEO audits, and advisor insight…
|
F 34 2⁄5 | ||||||||
| 31150 |
메모짱 메모·할 일을 AI로 검색·정리·체크해요. / Search, write and check off notes and to-dos in M…
|
F 34 2⁄5 | ||||||||