{"uid":"cap_rB9zOs3fmRLF9z1D_RGZh","slug":"preflight-agentdiet-dev-automated-llms-txt-agent-documentation-3779b97e","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/llms-generator)","url":"https://preflight.agentdiet.dev/v1/llms-generator?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_Y7KGMbkDQuCw6DwKPT--o","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 website and generates a standards-compliant /llms.txt manifest plus JSON-LD schema bundle for AI agent consumption","exampleAgentPrompt":"Crawl https://docs.stripe.com and generate a standards-compliant /llms.txt manifest and JSON-LD schema bundle so AI agents can easily consume the documentation.","exampleUseCases":[{"title":"Developer docs agent-readiness setup","prompt":"Crawl my documentation site at https://docs.myproduct.com and compile a ready-to-use /llms.txt manifest with JSON-LD so AI agents and LLMs can navigate my docs properly."},{"title":"SaaS product onboarding for AI agents","prompt":"I want AI agents to be able to discover and use my SaaS product — can you crawl https://www.acmesaas.io and generate a standards-compliant llms.txt manifest and JSON-LD schema bundle for it?"},{"title":"Open-source library documentation indexing","prompt":"Generate an /llms.txt manifest and JSON-LD schema for the LangChain documentation at https://python.langchain.com/docs so I can include it as agent context in my MCP setup."}],"resultDescription":"Returns a standards-compliant /llms.txt manifest and JSON-LD schema bundle derived from crawling the provided URL, structured for direct consumption by AI agents, LLMs, and MCP-compatible tooling. The output provides a compact, navigable index of the site's documentation or product content.","failureModes":["Invalid or unreachable URL returns an error with no manifest generated","Private or authentication-gated documentation sites may return incomplete or empty manifests","Very large documentation sites may time out or return partial results","Malformed HTML or non-standard site structures may reduce manifest quality","Rate limiting or bot-blocking on the target site may prevent successful crawling"],"whenToPreferThis":"Choose this endpoint when you need to make any web-based documentation or SaaS product site immediately consumable by AI agents in the /llms.txt standard format. It is especially useful for developers onboarding their products into AI agent ecosystems, MCP pipelines, or LLM toolchains, and when you need both a /llms.txt manifest and JSON-LD schema in a single automated call rather than hand-crafting them manually.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-21T07:25:54.943Z","isFirstParty":false,"canonicalSlug":"preflight-agentdiet-dev-automated-llms-txt-agent-documentation-3779b97e"}