{"uid":"cap_tVqKOEM9x_FcVtZOKf43a","slug":"manylives-me-text-classifier-3575d33f","name":"manylives.me Text Classifier","description":"Classify a text into topic categories: from your own list of labels, or open topics if none given, with confidence.","url":"https://manylives.me/paid/text/classify?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"text":{"type":"string","examples":["The central bank kept interest rates unchanged and signalled one more rise this year."],"description":"the text (required, max 20,000 chars)"},"labels":{"type":"string","examples":["finance,sport,technology,health"],"description":"optional, comma-separated labels to choose from"}}},"responseSchema":{"type":"json","example":{"categories":[{"label":"finance","confidence":0.9}]}},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.01","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":"$0.01/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_DmOkimkNIdKqr5jDdZwEn","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.01","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Classifies a given text into topic categories — either from a user-supplied label list or open-ended — returning each matching category with a confidence score.","exampleAgentPrompt":"Classify this text into one of these categories — finance, sport, technology, health — and tell me how confident you are: 'The central bank kept interest rates unchanged and signalled one more rise this year.'","exampleUseCases":[{"title":"News article topic routing","prompt":"I have a news headline I need to categorize — classify 'Apple unveils new AI chip for its next MacBook lineup' into one of these topics: technology, finance, health, sport, and tell me the confidence."},{"title":"Customer support ticket triage","prompt":"Classify this support message into one of these departments — billing, technical, returns, general — so I know where to route it: 'My invoice shows a charge I don't recognize from last month.'"},{"title":"Open-ended topic detection","prompt":"What topic does this paragraph belong to? Don't give me a fixed list, just tell me the most relevant category with confidence: 'Scientists have identified a new strain of influenza with potential pandemic risk.'"}],"resultDescription":"Returns a JSON object with a 'categories' array, each element containing a 'label' (the matched category name) and a 'confidence' score (0–1 float) indicating how strongly the text fits that topic.","failureModes":["Text exceeds 20,000 character limit — request rejected","No text field provided — validation error returned","Labels field malformed or empty string — may fall back to open-ended classification","Payment not included or insufficient — 402 Payment Required","Ambiguous text with very low confidence scores across all labels"],"whenToPreferThis":"Choose this endpoint when you need fast, single-call text classification with optional custom label sets and confidence scores, especially in an agent workflow that pays per-call via x402 and doesn't want to manage a full ML pipeline or host a model. Prefer over general LLM prompting when you need a structured, consistent JSON output with numeric confidence values for downstream routing or filtering.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-13T00:40:22.328Z","isFirstParty":false,"canonicalSlug":"manylives-me-text-classifier-3575d33f"}