{"uid":"cap_mHc4NCXlO5y_FTwsx1s4l","slug":"kihustle-tf-idf-keyword-ranker-b0ab6252","name":"KiHustle TF-IDF Keyword Ranker","description":"Kostenlose Guides, Solo-Playbooks und Artikel zu KI, Automation und Side Hustles — für Menschen, die mit echten Systemen online Einkommen aufbauen wollen. Transparent finanziert über faire Affiliate-Links.","url":"https://kihustle.tech/bot-bazaar/api/v1/tf-idf-keyword-ranker?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"corpus":{"type":"array","items":{"type":"string"}},"document":{"type":"string"}}},"responseSchema":{"type":"json","example":{"result":"processed","status":"success"}},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.002","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":"$0.002/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.002","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.002","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_niZDeCl3De9uGVDjbj2BM","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.002","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Computes TF-IDF scores for keywords in a document against a corpus and returns ranked keyword relevance results","exampleAgentPrompt":"Rank the keywords in this blog post about AI side hustles against my corpus of 10 reference articles and tell me which terms are most statistically significant: [document text here].","exampleUseCases":[{"title":"SEO keyword prioritization for blog content","prompt":"I have a new article about passive income with AI tools and a collection of 15 competitor articles as my corpus — can you run TF-IDF on my article to find out which keywords stand out most compared to the competition?"},{"title":"Academic paper term significance analysis","prompt":"Here's my research abstract and a corpus of 20 related papers in the same field — score my document's keywords by TF-IDF so I know which terms are uniquely prominent in my work."},{"title":"Content deduplication and uniqueness check","prompt":"I want to know which words in my new guide about automation side hustles are statistically distinct compared to these 8 existing guides I've already published — can you run TF-IDF ranking on it?"}],"resultDescription":"Returns a JSON object with a result and status field; in practice the result contains keyword-level TF-IDF scores or a ranked list of terms indicating their relative importance within the provided document versus the given corpus.","failureModes":["Empty corpus array causes undefined IDF behavior or error","Document field is empty or missing, returning error or empty rankings","Corpus items are not strings, causing schema validation failure","Very short document with few unique terms produces low-signal rankings","Large corpus or very long document may increase processing time"],"whenToPreferThis":"Choose this endpoint when you need a lightweight, pay-per-call TF-IDF keyword ranking computation without setting up your own NLP pipeline. It is well-suited for content creators, SEO analysts, and AI agents that need to score keyword relevance of a single document against a reference corpus programmatically and cheaply at $0.002 per call.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-14T00:36:49.944Z","isFirstParty":false,"canonicalSlug":"kihustle-tf-idf-keyword-ranker-2ccfdfeb"}