Directory

Reviewed tools ranked by Overall LLM-Friendliness (highest = most agent-friendly) — the flat mean of the Interrupt Score and the Machine-Readability Score. Scores are comparable only within a mode — pick a lens.

The agent holds credentials and calls the service repeatedly as part of its own operation — APIs, compute, SaaS, registrars. The relationship survives the task.

• 89Overallx402 (Coinbase protocol)
  x402.org · Agent-Commerce InfrastructureMR92Low-Interrupt
• 88OverallFewsats
  fewsats.com · Agent-Commerce InfrastructureMR78Zero-Interrupt
• 84OverallOpenWeatherMap
  openweathermap.org · Developer / Data APIsMR88Low-Interrupt
• 79OverallNekuda
  nekuda.ai · Agent-Commerce InfrastructureMR77Low-Interrupt
• 75OverallChatGPT Instant Checkout / OpenAI ACP
  openai.com · Agent-Commerce InfrastructureMR90Moderate-Interrupt
• 72Overallx402 Bazaar
  coinbase.com · Agent-Commerce InfrastructureMR64Low-Interrupt
• 72Overallupstash.com
  upstash.com · Developer / Data APIsMR63Low-Interrupt
• 72OverallCrossmint
  crossmint.com · Agent-Commerce InfrastructureMR62Low-Interrupt
• 71OverallResend
  resend.com · General SaaS APIsMR61Low-Interrupt
• 70Overallsentry.io
  sentry.io · Developer / Data APIsMR67Moderate-Interrupt
• 69OverallRunPod
  runpod.io · Compute / VPS / Cloud HostingMR65Moderate-Interrupt
• 69OverallComposio
  composio.dev · MCP Registries / DiscoveryMR56Low-Interrupt
• 68OverallGitLab
  gitlab.com · Developer / Data APIsMR56Low-Interrupt
• 68Overallclerk.com
  clerk.com · Developer / Data APIsMR56Low-Interrupt
• 68Overallsupabase.com
  supabase.com · Developer / Data APIsMR55Low-Interrupt
• 68OverallPrixe
  prixe.io · Agent-Commerce InfrastructureMR54Low-Interrupt
• 67Overallopenrouter.ai
  openrouter.ai · Developer / Data APIsMR53Low-Interrupt
• 67OverallCodeium
  codeium.com · Developer / Data APIsMR52Low-Interrupt
• 67Overallwindsurf.com
  windsurf.com · OtherMR52Low-Interrupt
• 66OverallPlaid
  plaid.com · Developer / Data APIsMR51Low-Interrupt
• 66OverallWeatherAPI.com
  weatherapi.com · Developer / Data APIsMR51Low-Interrupt
• 66OverallFireworks AI
  fireworks.ai · Developer / Data APIsMR51Low-Interrupt
• 66Overallmistral.ai
  mistral.ai · Developer / Data APIsMR50Low-Interrupt
• 65Overalltavily.com
  tavily.com · Developer / Data APIsMR49Low-Interrupt
• 65OverallSmithery
  smithery.ai · MCP Registries / DiscoveryMR49Low-Interrupt
• 65Overallreplicate.com
  replicate.com · Developer / Data APIsMR53Moderate-Interrupt
• 64OverallRender
  render.com · Compute / VPS / Cloud HostingMR63Moderate-Interrupt
• 64OverallAWS
  aws.amazon.com · Compute / VPS / Cloud HostingMR47Low-Interrupt
• 64OverallTogether AI
  together.ai · Developer / Data APIsMR56Moderate-Interrupt
• 63Overallvercel.com
  vercel.com · Compute / VPS / Cloud HostingMR56Moderate-Interrupt
• 63OverallCloudflare
  cloudflare.com · Compute / VPS / Cloud HostingMR57Moderate-Interrupt
• 63Overallcursor.com
  cursor.com · OtherMR45Low-Interrupt
• 62OverallAuth0 (Okta)
  auth0.com · General SaaS APIsMR43Low-Interrupt
• 62OverallGoogle Maps Platform (Geocoding API)
  mapsplatform.google.com · Developer / Data APIsMR52Moderate-Interrupt
• 61Overallneon.tech
  neon.tech · Developer / Data APIsMR53Moderate-Interrupt
• 61OverallCohere
  cohere.com · Developer / Data APIsMR53Moderate-Interrupt
• 61Overallgroq.com
  groq.com · Developer / Data APIsMR40Low-Interrupt
• 61OverallWeights & Biases
  wandb.ai · Developer / Data APIsMR40Low-Interrupt
• 61OverallTwelve Data
  twelvedata.com · Developer / Data APIsMR52Moderate-Interrupt
• 60OverallFly.io
  fly.io · Compute / VPS / Cloud HostingMR58Moderate-Interrupt
• 60OverallDigitalOcean
  digitalocean.com · Compute / VPS / Cloud HostingMR50Moderate-Interrupt
• 59Overallthirdweb x402
  thirdweb.com · Agent-Commerce InfrastructureMR38Low-Interrupt
• 59OverallAnthropic API
  console.anthropic.com · General SaaS APIsMR38Low-Interrupt
• 59Overallfirecrawl.dev
  firecrawl.dev · Developer / Data APIsMR49Moderate-Interrupt
• 59Overallexa.ai
  exa.ai · Developer / Data APIsMR51Moderate-Interrupt
• 58Overallperplexity.ai
  perplexity.ai · Developer / Data APIsMR44Moderate-Interrupt
• 57OverallSkyfire
  skyfire.xyz · Agent-Commerce InfrastructureMR46Moderate-Interrupt
• 57OverallNetlify
  netlify.com · Compute / VPS / Cloud HostingMR65Moderate-Interrupt
• 57Overallhuggingface.co
  huggingface.co · Developer / Data APIsMR54Moderate-Interrupt
• 57OverallMapbox
  mapbox.com · Developer / Data APIsMR45Moderate-Interrupt
• 57OverallAlgolia
  algolia.com · General SaaS APIsMR44Moderate-Interrupt
• 56OverallShopify
  shopify.com · E-commerce / D2C RetailMR44Moderate-Interrupt
• 56OverallMCP Market
  mcpmarket.com · MCP Registries / DiscoveryMR31Low-Interrupt
• 56OverallPayPal
  paypal.com · General SaaS APIsMR43Moderate-Interrupt
• 56OverallCoreWeave
  coreweave.com · Compute / VPS / Cloud HostingMR46Moderate-Interrupt
• 56OverallPayman AI
  paymanai.com · Agent-Commerce InfrastructureMR49Moderate-Interrupt
• 56OverallOfficial MCP Registry
  registry.modelcontextprotocol.io · MCP Registries / DiscoveryMR30Low-Interrupt
• 55OverallStripe
  stripe.com · General SaaS APIsMR41Moderate-Interrupt
• 55OverallNevermined
  nevermined.ai · Agent-Commerce InfrastructureMR47Moderate-Interrupt
• 55OverallDeepInfra
  deepinfra.com · Developer / Data APIsMR40Moderate-Interrupt
• 55OverallStripe Agent Toolkit MCP Server
  mcp.stripe.com · Agent-Commerce InfrastructureMR40Moderate-Interrupt
• 55OverallPostmark
  postmarkapp.com · General SaaS APIsMR40Moderate-Interrupt
• 54OverallSendGrid (Twilio SendGrid)
  sendgrid.com · General SaaS APIsMR40Moderate-Interrupt
• 53Overallgithub.com
  github.com · Developer / Data APIsMR40Moderate-Interrupt
• 53OverallGoogle Cloud Platform
  cloud.google.com · Compute / VPS / Cloud HostingMR25Low-Interrupt
• 52OverallCerebras
  cerebras.ai · Developer / Data APIsMR38Moderate-Interrupt
• 52OverallPolygon.io
  polygon.io · Developer / Data APIsMR43Moderate-Interrupt
• 51OverallAlpha Vantage
  alphavantage.co · Developer / Data APIsMR40Moderate-Interrupt
• 51OverallGlama
  glama.ai · MCP Registries / DiscoveryMR54High-Interrupt
• 51OverallNamecheap
  namecheap.com · General SaaS APIsMR30Moderate-Interrupt
• 51OverallVultr
  vultr.com · Compute / VPS / Cloud HostingMR30Moderate-Interrupt
• 51OverallLambda Labs (Lambda Cloud)
  lambda.ai · Compute / VPS / Cloud HostingMR30Moderate-Interrupt
• 50Overallposthog.com
  posthog.com · Developer / Data APIsMR19Low-Interrupt
• 50Overallsourcegraph.com
  sourcegraph.com · Developer / Data APIsMR19Low-Interrupt
• 50OverallModal
  modal.com · Compute / VPS / Cloud HostingMR29Moderate-Interrupt
• 49OverallFinnhub
  finnhub.io · Developer / Data APIsMR34Moderate-Interrupt
• 49OverallLinode (Akamai)
  linode.com · Compute / VPS / Cloud HostingMR34Moderate-Interrupt
• 48OverallIPinfo
  ipinfo.io · Developer / Data APIsMR44Moderate-Interrupt
• 47OverallEODHD
  eodhd.com · Developer / Data APIsMR43Moderate-Interrupt
• 46OverallMicrosoft Azure
  azure.microsoft.com · Compute / VPS / Cloud HostingMR30Moderate-Interrupt
• 45OverallNewsAPI.org
  newsapi.org · Developer / Data APIsMR40Moderate-Interrupt
• 44OverallHetzner
  hetzner.com · Compute / VPS / Cloud HostingMR65High-Interrupt
• 42OverallPulseMCP
  pulsemcp.com · MCP Registries / DiscoveryMR31Moderate-Interrupt
• 39OverallPorkbun
  porkbun.com · General SaaS APIsMR45High-Interrupt
• 38OverallOpenAI API
  platform.openai.com · General SaaS APIsMR23Moderate-Interrupt
• 37OverallRapidAPI
  rapidapi.com · Developer / Data APIsMR33High-Interrupt
• 23OverallTwilio
  twilio.com · General SaaS APIsMR45Blocked