{"uid":"cap_SWU5QQFeeA6V6sATOmhFU","slug":"llms-txt-check-agent-discovery-readiness-scorer-708eb608","name":"LLMs.txt Check & Agent Discovery Readiness Scorer","description":"Checks whether a site publishes /llms.txt and scores basic structure (headings, links, length) for agent discovery readiness. Upsells to aeo-readiness.","url":"https://agent.kihustle.tech/services/llms-txt-check/jobs","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"url":{"type":"string","description":"Any public URL on the target origin"}}},"responseSchema":{"type":"json","example":{"bytes":0,"job_id":"job_example","scores":{"agent_discovery":0},"status":"completed","present":false,"service":"llms-txt-check","sources":[{"url":"https://example.com/llms.txt","note":"llms.txt"}],"summary":"llms.txt missing at https://example.com/llms.txt; headings=0, links=0, bytes=0.","next_jobs":[{"url":"https://agent.kihustle.tech/services/aeo-readiness/jobs","why":"Run full AEO / agent-surface readiness audit","service_id":"aeo-readiness"}],"link_count":0,"issue_codes":["LLMS_TXT_MISSING"],"limitations":["Only checks /llms.txt at site origin."],"status_code":404,"generated_at":"2026-01-01T00:00:00+00:00","llms_txt_url":"https://example.com/llms.txt","heading_count":0}},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.02","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.02/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.02","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.02","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_L_rL-FeaL1NJGXqEgILp7","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.02","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Checks whether a given website publishes an /llms.txt file and scores its basic structure (headings, links, length) for AI agent discoverability readiness","exampleAgentPrompt":"Can you check whether stripe.com publishes an /llms.txt file and score how well-structured it is for AI agent discovery?","exampleUseCases":[{"title":"Pre-launch agent discoverability audit","prompt":"Before we go live, can you check if our site mycompany.com has an llms.txt and tell me how well it scores on structure — headings, links, and length — for agent discoverability?"},{"title":"Competitor AEO benchmarking","prompt":"I want to see how agent-ready our competitor openai.com is — does their site publish an llms.txt and what's the structure score?"},{"title":"Client site readiness report","prompt":"I'm consulting for a client at shopify.com — can you check if they have an llms.txt file and give me a breakdown of how it scores for AI agent discovery readiness?"}],"resultDescription":"Returns whether /llms.txt exists on the given domain, along with a scored breakdown of its structure including heading count, link count, content length, and an overall agent discovery readiness score. May include upsell signals toward fuller AEO readiness checks.","failureModes":["URL is unreachable or returns non-200 status — endpoint may return an error or zero score","Domain has no llms.txt — returns presence flag as false with zero structure score","Malformed URL input — validation error returned","Timeout fetching the remote resource — returns error or partial result","llms.txt exists but is empty — low scores across all structure dimensions"],"whenToPreferThis":"Use this endpoint when you specifically need to verify /llms.txt presence and quality scoring for AI agent discoverability. Prefer it over generic SEO auditors or meta-tag checkers when the goal is AEO (Agent Engine Optimization) readiness. It is the right choice before deploying an agent that needs to understand a site's declared capabilities, or when auditing a client site for AI-era search readiness.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-09-16T00:49:18.427Z","isFirstParty":false}