{"uid":"cap_DR4eMYlyePXVUletJwaiz","slug":"preflight-agentdiet-dev-automated-llms-txt-agent-documentation-406b1289","name":"Automated /llms.txt & Agent Documentation Context Compiler","description":"Crawls any documentation or SaaS site and compiles a standards-compliant /llms.txt manifest and JSON-LD schema bundle. (Live x402 v2, IETF MPP & MCP endpoint at https://preflight.agentdiet.dev/v1/discovery-manifest)","url":"https://preflight.agentdiet.dev/v1/discovery-manifest?utm_source=zero.xyz","method":"GET","headers":{},"bodySchema":{"type":"object","required":["url"],"properties":{"url":{"type":"string","minLength":1,"description":"Website URL to crawl and generate a ready-to-consume /llms.txt manifest for"}}},"responseSchema":{"type":"object"},"example":null,"exampleRequest":null,"tags":[],"displayCostAmount":"0.015","displayCostAsset":"USD","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":"$0.015/call","primary":{"kind":"static","protocol":"mpp","network":"tempo","amountUsd":"0.015","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"mpp","network":"tempo","amountUsd":"0.015","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_28DKeHbDql-GKTBmziKcq","protocol":"mpp","methodType":"crypto","chain":"tempo","mode":"charge","costAmount":"0.015","costPer":"request","priority":0,"asset":"0x833589fcd6edb6e08f4c7c32d4f71b54bda02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":"preflight.agentdiet.dev","brandSlug":"preflight-agentdiet-dev-mpp","brandBaseUrl":"https://preflight.agentdiet.dev","brandDocsUrl":null,"whatItDoes":"Crawls any documentation or SaaS site and compiles a standards-compliant /llms.txt manifest and JSON-LD schema bundle for AI agent consumption","exampleAgentPrompt":"Can you crawl https://docs.stripe.com and generate a standards-compliant llms.txt manifest and JSON-LD schema bundle so my AI agent can consume the Stripe documentation directly?","exampleUseCases":[{"title":"LLM-ready docs for your own product","prompt":"Crawl my documentation site at https://docs.mycompany.com and compile a proper llms.txt manifest and JSON-LD schema bundle so AI agents can discover and use our API docs automatically."},{"title":"Agent context from a third-party SaaS","prompt":"I need to give my AI agent access to the Notion help center — can you crawl https://www.notion.so/help and produce a ready-to-consume llms.txt manifest for it?"},{"title":"Automate discovery manifest for open-source library","prompt":"Generate a standards-compliant llms.txt and JSON-LD schema bundle by crawling https://fastapi.tiangolo.com so I can drop it into my agent's tool registry."}],"resultDescription":"Returns a standards-compliant /llms.txt manifest and a JSON-LD schema bundle derived from crawling the provided URL. The output is structured for direct consumption by AI agents and LLM toolchains, including site metadata, documentation sections, and schema-annotated context ready for agent discovery pipelines.","failureModes":["Invalid or unreachable URL returns an error with HTTP 4xx and a description of the crawl failure","Paywalled or login-gated documentation sites may return incomplete or empty manifests","Sites with aggressive bot-blocking (CAPTCHAs, Cloudflare) may fail to crawl successfully","Very large documentation sites may return partial results or time out","Malformed URL input triggers a validation error before crawling begins","Payment failure via x402 results in HTTP 402 before any crawl is attempted"],"whenToPreferThis":"Choose this endpoint when you need to programmatically generate a machine-readable /llms.txt manifest and JSON-LD schema bundle from any live website or documentation portal — especially when the target site does not already publish an /llms.txt file. It is ideal for onboarding third-party SaaS documentation into an agent's tool registry, automating context compilation for LLM pipelines, or preparing your own documentation for AI agent discovery without manual authoring.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-21T07:21:53.617Z","isFirstParty":false,"canonicalSlug":"preflight-agentdiet-dev-automated-llms-txt-agent-documentation-3779b97e"}