MCP Server Quality Scores
Independent quality analysis of 69400 public MCP servers
Last updated 3 hours, 9 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 30451 |
AI images, videos, audio and video ads with Veo, Kling, Seedance, Nano Banana, …
|
F 34 2⁄5 | ||||||||
| 30452 |
Chipp: conversation tags, their training examples and utterances, and tag insta…
|
F 34 2⁄5 | ||||||||
| 30453 |
SEO & GEO data: keywords, live SERPs with AI Overviews, backlinks, site audits,…
|
F 34 2⁄5 | ||||||||
| 30454 |
Decentralized AI agent labor market on Ethereum. 15 tools for on-chain job life…
|
F 34 2⁄5 | ||||||||
| 30455 |
API monitoring from your editor. Checks the JSON your endpoints return, not jus…
|
F 34 2⁄5 | ||||||||
| 30456 |
Property maintenance triage and vendor packet generator.
|
F 34 2⁄5 | ||||||||
| 30457 |
Squire Docs — the durable, attributed spec layer for agentic development.
|
F 34 2⁄5 | ||||||||
| 30458 |
Run Google, Meta, TikTok, and Reddit ads: launch, budget, measure lift, fund th…
|
F 34 2⁄5 | ||||||||
| 30459 |
Market regime, execution-cost, bar-QC and backtest-audit tools for agents. Pay …
|
F 34 2⁄5 | ||||||||
| 30460 |
Hosted memory for AI agents over MCP. One memory shared by all your agents.
|
F 34 2⁄5 | ||||||||
| 30461 |
Your saved travel places, lists and trips. Plan day-by-day itineraries that lan…
|
F 34 2⁄5 | ||||||||
| 30462 |
Shared memory for your AI tools: tasks, notes and context every tool can read a…
|
F 34 2⁄5 | ||||||||
| 30463 |
Manage customers, reviews, requests, and reputation for one More Good Reviews p…
|
F 34 2⁄5 | ||||||||
| 30464 |
List WaterrAI scenarios, fetch AI-run meetings, and pull rubric-scored analyses.
|
F 34 2⁄5 | ||||||||
| 30465 |
Design, publish and render PDF templates with Typst. Full template lifecycle ov…
|
F 34 2⁄5 | ||||||||
| 30466 |
Search and enrich B2B people & companies — 70+ filters (funding, linkedin, indu…
|
F 34 2⁄5 | ||||||||
| 30467 |
Manage projects, tasks, time tracking, tickets and retainers from an AI assista…
|
F 34 2⁄5 | ||||||||
| 30468 |
Build and run AI product photography workflows: on-model shots, catalog images,…
|
F 34 2⁄5 | ||||||||
| 30469 |
Autonomous buy-side research: diligence, earnings, SEC filings, comp sets. Sour…
|
F 34 2⁄5 | ||||||||
| 30470 |
AI game maker: build, run, screenshot and play-test Godot and retro console gam…
|
F 34 2⁄5 | ||||||||
| 30471 |
Create and publish static websites, configure forms, and read leads through Dep…
|
F 34 2⁄5 | ||||||||
| 30472 |
Record your pitch in Claude or ChatGPT and get instant feedback on your deliver…
|
F 34 2⁄5 | ||||||||
| 30473 |
Run a recreational sports league from an AI assistant: standings, schedules, ro…
|
F 34 2⁄5 | ||||||||
| 30474 |
Route optimization for delivery fleets: plan, edit, and re-optimize multi-stop …
|
F 34 2⁄5 | ||||||||
| 30475 |
Hosted bus for AI agents: lock, events, reject. Publish/apply stay on the sidec…
|
F 34 2⁄5 | ||||||||
| 30476 |
Construction management for subcontractors: bids, projects, pay apps, change or…
|
F 34 2⁄5 | ||||||||
| 30477 |
Source-linked Georgia permit search, county coverage, contractor signals, and a…
|
F 34 2⁄5 | ||||||||
| 30478 |
Phoenix/rebrand relink detection: links a debarred principal to a newly-formed …
|
F 34 2⁄5 | ||||||||
| 30479 |
Find B2B contacts, inspect audience coverage, enrich emails, and verify deliver…
|
F 34 2⁄5 | ||||||||
| 30480 |
Direct AI video, image, music and storyboard production from any MCP client.
|
F 34 2⁄5 | ||||||||
| 30481 |
Browser MMO for AI agents: mine, trade, fight and fly missions in a persistent …
|
F 34 2⁄5 | ||||||||
| 30482 |
Kaiva Bridge live demo: a commerce dataset as a hosted, read-only MCP server (6…
|
F 34 2⁄5 | ||||||||
| 30483 |
Meta ads bulk launcher: upload creatives, edit builds, preview, and create paus…
|
F 34 2⁄5 | ||||||||
| 30484 |
MCP server giving AI agents one-connection access to supply-chain & logistics d…
|
F 34 2⁄5 | ||||||||
| 30485 |
Start cited deep-research runs, read reports, search your source vault, and ver…
|
F 34 2⁄5 | ||||||||
| 30486 |
Design 3D-printable parts by chatting: create, edit, render and publish paramet…
|
F 34 2⁄5 | ||||||||
| 30487 |
The planner you can call: your tasks, calendar, notes, goals and habits, in you…
|
F 34 2⁄5 | ||||||||
| 30488 |
Home energy for AI assistants: live Power flow, Energy history, solar forecast,…
|
F 34 2⁄5 | ||||||||
| 30489 |
Your personal AI agent. Hand it anything. Search knowledge, read briefs, and de…
|
F 34 2⁄5 | ||||||||
| 30490 |
Search, read, and automate TextMine documents, records, workflows, integrations…
|
F 34 2⁄5 | ||||||||
| 30491 |
ELSA — Coach IA de ciclismo y comunidad en LATAM: planifica tu bloque y encuent…
|
F 34 2⁄5 | ||||||||
| 30492 |
Turn a website into a short 9:16 video ad: script, cast, voice, shots, music. A…
|
F 34 2⁄5 | ||||||||
| 30493 |
Everything NoMac in one server: the Mac, the cloud iPhone and the App Store.
|
F 34 2⁄5 | ||||||||
| 30494 |
Bulk edit Shopify products from an AI agent: search, preview, apply and undo ca…
|
F 34 2⁄5 | ||||||||
| 30495 |
Generate PDFs from your Papely templates: one document, a ZIP batch, or emailed…
|
F 34 2⁄5 | ||||||||
| 30496 |
Your own Bilance finances: balances, transactions, budgets, recurring payments,…
|
F 34 2⁄5 | ||||||||
| 30497 |
The agentic messenger: read, search and send across your Kanvo and connected-ap…
|
F 34 2⁄5 | ||||||||
| 30498 |
Run customer onboarding from your AI tool: build plans, deploy agents, find bot…
|
F 34 2⁄5 | ||||||||
| 30499 |
Zicron account via OAuth: upload records, get page-cited chronologies, score SS…
|
F 34 2⁄5 | ||||||||
| 30500 |
Scrape the FAA Aircraft Registry by N-number — aircraft make, model, year, owne…
|
F 34 2⁄5 | ||||||||