{"schema_version":"onlylabs.public_signal.v1","title":"Clarifai Repo: Clarifai/module-chatbot","description":"Clarifai repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/dc813a4f-8edf-4fc6-91f3-82249740bf3b","json_url":"https://onlylabs.fyi/signals/dc813a4f-8edf-4fc6-91f3-82249740bf3b/signal.json","generated_at":"2026-06-11T04:09:15.023437+00:00","org":{"slug":"clarifai","name":"Clarifai","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/clarifai","dossier_json_url":"https://onlylabs.fyi/labs/clarifai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/dc813a4f-8edf-4fc6-91f3-82249740bf3b","signal_json":"https://onlylabs.fyi/signals/dc813a4f-8edf-4fc6-91f3-82249740bf3b/signal.json","source":"https://github.com/Clarifai/module-chatbot","lab_dossier":"https://onlylabs.fyi/labs/clarifai","lab_dossier_json":"https://onlylabs.fyi/labs/clarifai/dossier.json","analysis":"https://onlylabs.fyi/analysis/clarifai","analysis_json":"https://onlylabs.fyi/analysis/clarifai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/clarifai/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Clarifai published Clarifai/module-chatbot (Python). 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for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/dc813a4f-8edf-4fc6-91f3-82249740bf3b/signal.json","required":true},{"label":"source","url":"https://github.com/Clarifai/module-chatbot","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/clarifai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/clarifai/evidence.json","required":true},{"label":"topic_signals_json","url":null,"required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Clarifai's repo signal \"Clarifai/module-chatbot\" for neocloud strategy."},"semantic_triples":[{"subject":"Clarifai","predicate":"published repo","object":"Clarifai/module-chatbot","text":"Clarifai published repo Clarifai/module-chatbot."},{"subject":"Clarifai/module-chatbot","predicate":"is classified as","object":"repo signal","text":"Clarifai/module-chatbot is classified as repo signal."},{"subject":"Clarifai/module-chatbot","predicate":"belongs to","object":"repos desk","text":"Clarifai/module-chatbot belongs to repos desk."},{"subject":"Clarifai/module-chatbot","predicate":"has context","object":"Python","text":"Clarifai/module-chatbot has context Python."},{"subject":"Clarifai/module-chatbot","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Clarifai/module-chatbot has evidence coverage 1 captured evidence page."},{"subject":"Clarifai/module-chatbot","predicate":"has captured page count","object":"1","text":"Clarifai/module-chatbot has captured page count 1."},{"subject":"Clarifai/module-chatbot","predicate":"has readable page count","object":"1","text":"Clarifai/module-chatbot has readable page count 1."},{"subject":"Clarifai/module-chatbot","predicate":"has related signal count","object":"6","text":"Clarifai/module-chatbot has related signal count 6."},{"subject":"Clarifai/module-chatbot","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"Clarifai/module-chatbot has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"Clarifai/module-chatbot","predicate":"has source host","object":"github.com","text":"Clarifai/module-chatbot has source host github.com."},{"subject":"Clarifai/module-chatbot","predicate":"has lab","object":"Clarifai","text":"Clarifai/module-chatbot has lab Clarifai."},{"subject":"Clarifai/module-chatbot","predicate":"has signal desk","object":"repos","text":"Clarifai/module-chatbot has signal desk repos."},{"subject":"Clarifai/module-chatbot","predicate":"has source host","object":"github.com","text":"Clarifai/module-chatbot has source host github.com."},{"subject":"Clarifai/module-chatbot","predicate":"has repository","object":"Clarifai/module-chatbot","text":"Clarifai/module-chatbot has repository Clarifai/module-chatbot."},{"subject":"Clarifai/module-chatbot","predicate":"has language","object":"Python","text":"Clarifai/module-chatbot has language Python."}]},"intelligence":{"signal_desk":"repos","answer":"Clarifai published Clarifai/module-chatbot (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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