MCP Server Quality Scores
Independent quality analysis of 69448 public MCP servers
Last updated 12 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 33101 |
Render on-brand images, PDFs and videos from templates. 60+ tools: brand kit, f…
|
F 26 3⁄5 | ||||||||
| 33102 |
Meeting notes, transcripts, action items with linked tickets, integrations and …
|
F 26 3⁄5 | ||||||||
| 33103 |
Upload AI-written HTML presentations and manage expiring, revocable share links…
|
F 26 3⁄5 | ||||||||
| 33104 |
Trip planning for nomadic families: multi-stop trips, Schengen/visa, climate, d…
|
F 26 3⁄5 | ||||||||
| 33105 |
Korea-native MCP gateway: Korean commerce, payments, messaging, gov & finance A…
|
F 26 3⁄5 | ||||||||
| 33106 |
Build, deploy, and host full-stack web apps from any MCP client. DB, auth, stor…
|
F 26 3⁄5 | ||||||||
| 33107 |
Real-time web analytics for AI agents: query traffic, funnels, revenue, and man…
|
F 26 3⁄5 | ||||||||
| 33108 |
Connect your wearables, rings and training apps, then ask your AI about your ow…
|
F 26 3⁄5 | ||||||||
| 33109 |
MileMaker MCP server provides mapping services for commercial transportation.
|
F 26 3⁄5 | ||||||||
| 33110 |
Post & schedule to 32+ networks: X, Facebook, Instagram, Threads, LinkedIn, Tik…
|
F 26 3⁄5 | ||||||||
| 33111 |
Generate tailored, ATS-optimized resume PDFs and cover letters from a job descr…
|
F 26 3⁄5 | ||||||||
| 33112 |
Create and manage SEO content plans, articles, projects, and publishing integra…
|
F 26 3⁄5 | ||||||||
| 33113 |
AI infrastructure for Australian civil construction. Public procurement data an…
|
F 26 3⁄5 | ||||||||
| 33114 |
Independent auto dealership vendor catalog: scores, comparisons, benchmarks, AI…
|
F 26 3⁄5 | ||||||||
| 33115 |
Persistent memory layer for AI tools. Save and recall notes across Claude and o…
|
F 26 3⁄5 | ||||||||
| 33116 |
Ask about your deals, pace to target, and team odds from Stratyfix. Read only, …
|
F 26 3⁄5 | ||||||||
| 33117 |
Messaging for human + AI pairs: your AI drafts, you sign, threads route across …
|
F 26 3⁄5 | ||||||||
| 33118 |
Nonprofit fund accounting your AI agent helps you run — read the books and post…
|
F 26 3⁄5 | ||||||||
| 33119 |
Corporate identity finder and email verification. Map real addresses and users …
|
F 26 3⁄5 | ||||||||
| 33120 |
dobby
Claim
Connect, monitor, and control AI agents — tasks, approvals, schedules, and gove…
|
F 26 3⁄5 | ||||||||
| 33121 |
Search Brazilian case law from federal and state courts with verified decisions…
|
F 26 3⁄5 | ||||||||
| 33122 |
Identify companies visiting your website: organisations, contacts, segments, ta…
|
F 26 3⁄5 | ||||||||
| 33123 |
Egnyte's remote MCP server for secure AI access, search, upload and file manage…
|
F 26 3⁄5 | ||||||||
| 33124 |
AI-curated book catalog that eliminates hallucinations and surfaces lesser-know…
|
F 26 3⁄5 | ||||||||
| 33125 |
Manage a Foundry IMS catalog: products, variants, inventory, brands, categories…
|
F 26 3⁄5 | ||||||||
| 33126 |
Export full Bluesky follower/following lists with profile stats. Audience and l…
|
F 26 3⁄5 | ||||||||
| 33127 |
Your AI writes training plans that arrive as structured workouts on iPhone and …
|
F 26 3⁄5 | ||||||||
| 33128 |
Talk to your public-facing AI from any MCP client — Claude, ChatGPT, Cursor, Cl…
|
F 26 3⁄5 | ||||||||
| 33129 |
Find affiliates and run your SaaS affiliate program: rules, partners, links, co…
|
F 26 3⁄5 | ||||||||
| 33130 |
PDF engagement layer for apps and agents: tracking links, read analytics, and a…
|
F 26 3⁄5 | ||||||||
| 33131 |
Drive your Infumar advertiser account: find influencers, draft campaigns, manag…
|
F 26 3⁄5 | ||||||||
| 33132 |
AI product-photography studio over MCP: generate, edit, cut out, and search ima…
|
F 26 3⁄5 | ||||||||
| 33133 |
DOOMSCROLLR
Claim
Build owned-audience websites: pages, posts, products, subscribers, ShopMy/Shop…
|
F 26 3⁄5 | ||||||||
| 33134 |
Send web articles or AI-written text to your personal podcast feed; listen in a…
|
F 26 3⁄5 | ||||||||
| 33135 |
AI agents use CalmBoard MCP to access board data, tasks, insights, and project …
|
F 26 3⁄5 | ||||||||
| 33136 |
Google Ads automation with AI: analyze performance, manage campaigns, optimize …
|
F 26 3⁄5 | ||||||||
| 33137 |
Connect Claude, Cursor, or ChatGPT to your business data. Ask questions, get an…
|
F 26 3⁄5 | ||||||||
| 33138 |
Choir management for AI assistants: events, RSVP, announcements and sheet music…
|
F 26 3⁄5 | ||||||||
| 33139 |
Create, update, and publish real hosted websites from your agent via the Aveiro…
|
F 26 3⁄5 | ||||||||
| 33140 |
Turn any AI chat or agent run into a beautiful, shareable public page.
|
F 26 3⁄5 | ||||||||
| 33141 |
A persistent AI self you own — memory, persona, judgment — portable across all …
|
F 26 3⁄5 | ||||||||
| 33142 |
WMS & logistics intelligence: live freight & shipping rates, port data, invento…
|
F 26 3⁄5 | ||||||||
| 33143 |
SEO, competitor and AI-search data, plus blog management — draft, schedule and …
|
F 26 3⁄5 | ||||||||
| 33144 |
Collect Apple Health data from your wearables through the Context app and query…
|
F 26 3⁄5 | ||||||||
| 33145 |
Read-only Search Console analytics, URL inspection, indexing diagnostics, and s…
|
F 26 3⁄5 | ||||||||
| 33146 |
Shared memory across AI dev tools: each session hands its context to the next, …
|
F 26 3⁄5 | ||||||||
| 33147 |
Search and compare cigar prices from 14+ online retailers
|
F 26 3⁄5 | ||||||||
| 33148 |
Generate game sprite sheets and animations from an image, and clean up sprite b…
|
F 26 3⁄5 | ||||||||
| 33149 |
RUM platform for web performance analytics, Core Web Vitals, and third-party sc…
|
F 26 3⁄5 | ||||||||
| 33150 |
Monitoring for small teams. Logs, traces, metrics, live issue tracking, API/MCP…
|
F 26 3⁄5 | ||||||||