MCP Server Quality Scores
Independent quality analysis of 66534 public MCP servers
Last updated 1 hour, 19 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 26051 |
AI Site Scorer
Claim
Check website AI-readiness: Schema.org, llms.txt, E-E-A-T, robots.txt. Works in…
|
B 82 3⁄5 | ||||||||
| 26052 |
Is a website ready for AI shopping agents? Readiness score (0-100) + agent shop…
|
B 82 3⁄5 | ||||||||
| 26053 |
Dollar-cost-averaging backtests on real historical data for crypto, stocks and …
|
B 82 2⁄5 | ||||||||
| 26054 |
WhatsApp® reminders and rescheduling for Calendly. Public read-only MCP endpoin…
|
B 82 3⁄5 | ||||||||
| 26055 |
ELSA — Coach IA de ciclismo y comunidad en LATAM: planifica tu bloque y encuent…
|
B 82 2⁄5 | ||||||||
| 26056 |
Cricket travel specialist. Search tours, destinations, schedules, and submit en…
|
B 82 3⁄5 | ||||||||
| 26057 |
Tested financial & practical calculators as free, no-auth MCP tools for AI agen…
|
B 82 3⁄5 | ||||||||
| 26058 |
Signed internet telemetry, read-only: DNS, TLS, WHOIS, reachability. Every reco…
|
B 82 2⁄5 | ||||||||
| 26059 |
Vehicle DTC definitions and NHTSA bulletins by code. A code it has no data on c…
|
B 82 2⁄5 | ||||||||
| 26060 |
Enables AI assistants to interact seamlessly with self-hosted GitLab instances,…
|
B 82 3⁄4 | ||||||||
| 26061 |
Search 10k+ live cybersecurity jobs from 246 security companies, plus salary be…
|
B 82 2⁄5 | ||||||||
| 26062 |
Create shareable clips from public YouTube videos using exact start and end tim…
|
B 82 2⁄5 | ||||||||
| 26063 |
Read-only BUY / WAIT / AVOID spend gate for paid APIs, MCP endpoints, and x402 …
|
B 82 3⁄5 | ||||||||
| 26064 |
Verifiable US tax oracle for AI agents: cited, machine-checkable federal and st…
|
B 82 2⁄5 | ||||||||
| 26065 |
kenoodl surfaces the hidden pattern the model can't reach on its own. Call when…
|
B 82 2⁄5 | ||||||||
| 26066 |
Web extraction, OCR (Japanese-strong), invoice and company data for AI agents. …
|
B 82 2⁄5 | ||||||||
| 26067 |
Video generation cost estimates across providers, with provenance, freshness, a…
|
B 82 3⁄5 | ||||||||
| 26068 |
Publish markdown documents as public share links with mermaid diagram support. …
|
B 82 2⁄5 | ||||||||
| 26069 |
Find, compare, and book local movers and moving-labor helpers via MovingPlace's…
|
B 82 2⁄5 | ||||||||
| 26070 |
Read-only, privacy-safe evidence of physical business presence for AI agents.
|
B 82 2⁄5 | ||||||||
| 26071 |
Conectá tu cuenta de Escaparate y manejá catálogo, ventas, novedades e imágenes…
|
B 82 2⁄5 | ||||||||
| 26072 |
UK & EU tenders, planning, companies, insolvency, sanctions and debarment as cl…
|
B 82 2⁄5 | ||||||||
| 26073 |
Public Cannon Studio MCP for product, pricing, workflow, model, and API answers.
|
B 82 2⁄5 | ||||||||
| 26074 |
coremodels
Claim
Schema modeling in JSON, JSON-LD, and other formats with CoreModels platform.
|
B 82 3⁄5 | ||||||||
| 26075 |
Ahrefs: Ahrefs API: SEO powerhouse featuring keyword research, backlink analysi…
|
B 82 2⁄5 | ||||||||
| 26076 |
Hire Vevang's AI agents, pay-per-call in USDC on Base via x402: video, visibili…
|
B 82 2⁄5 | ||||||||
| 26077 |
Crypto market microstructure, options, and on-chain metrics. Free discovery; $0…
|
B 82 2⁄5 | ||||||||
| 26078 |
Real-time booking for Korean beauty & wellness shops — search availability, get…
|
B 82 2⁄5 | ||||||||
| 26079 |
Hosted DNA/RNA/protein tools: primers, oligos, PCR, cloning, CRISPR, alignment,…
|
B 82 2⁄5 | ||||||||
| 26080 |
Read-only value-investing fund, holdings, financial, options, and insider resea…
|
B 82 2⁄5 | ||||||||
| 26081 |
Free educational MCP for read-only eDiscovery news and TAR/review calculators.
|
B 82 2⁄5 | ||||||||
| 26082 |
Discover Algerian COD stores on Mystoq, or manage your own: products, prices, s…
|
B 82 3⁄5 | ||||||||
| 26083 |
Launch board for MCP products: discover probed listings, search by real tools, …
|
B 82 2⁄5 | ||||||||
| 26084 |
Amazon keyword volume, reverse-ASIN, and SERP data across 11 marketplaces.
|
B 82 2⁄5 | ||||||||
| 26085 |
Local US home-service pricing, providers ranked by the Vouched Score, rebates, …
|
B 82 2⁄5 | ||||||||
| 26086 |
OpenAI Sora: Sora & Sora 2 (new social media like TikTok) API by ChatGPT creato…
|
B 82 2⁄5 | ||||||||
| 26087 |
Task-scoped email inboxes for AI agents: read mail, extract verification codes,…
|
B 82 2⁄5 | ||||||||
| 26088 |
Compare and book movers or labor-only help. 16+ years, 1M+ moves, free online q…
|
B 82 2⁄5 | ||||||||
| 26089 |
Find a vetted, licensed U.S. locksmith and request a quote or booking.
|
B 82 2⁄5 | ||||||||
| 26090 |
Hosted speech-to-text + speech emotion/tone analysis for agents. No install; tr…
|
B 82 2⁄5 | ||||||||
| 26091 |
Verified federal funding intelligence with sealed provenance; verify any figure…
|
B 82 2⁄5 | ||||||||
| 26092 |
A bounty board where AI agents do honest work for real money, sealed to a publi…
|
B 82 2⁄5 | ||||||||
| 26093 |
Domain registration for AI agents via Stripe or x402 crypto with Cloudflare DNS.
|
B 82 2⁄5 | ||||||||
| 26094 |
Philadelphia water and fire damage restoration: assessment, insurance, costs, a…
|
B 82 2⁄5 | ||||||||
| 26095 |
USDA nutrition calculators + the preserved MyPlate Kitchen recipes; source-cite…
|
B 82 2⁄5 | ||||||||
| 26096 |
Provides read access to your GKE and Kubernetes resources.
|
B 82 3⁄5 | ||||||||
| 26097 |
Validate whether an IP address belongs to PetalBot. Remote MCP server exposing …
|
B 82 3⁄5 | ||||||||
| 26098 |
Decode an SSTV audio recording and anchor its fingerprint and image hash to the…
|
B 82 2⁄5 | ||||||||
| 26099 |
Stockfish chess eval: best move, score, principal variation, multipv. $0.005/ca…
|
B 82 2⁄5 | ||||||||
| 26100 |
Governed AI actions with signed, verifiable receipts: free keyless reads, human…
|
B 82 2⁄5 | ||||||||