{"schema_version":"onlylabs.public_signal.v1","title":"Clarifai Repo: Clarifai/langchain_clarifai","description":"Clarifai repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/c7b16a2b-418d-4ef5-8c03-a52084485fca","json_url":"https://onlylabs.fyi/signals/c7b16a2b-418d-4ef5-8c03-a52084485fca/signal.json","generated_at":"2026-06-11T04:09:12.983482+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/c7b16a2b-418d-4ef5-8c03-a52084485fca","signal_json":"https://onlylabs.fyi/signals/c7b16a2b-418d-4ef5-8c03-a52084485fca/signal.json","source":"https://github.com/Clarifai/langchain_clarifai","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/langchain_clarifai (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Clarifai/langchain_clarifai · language Python · New integration repo, no traction info.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/Clarifai/langchain_clarifai","source_host":"github.com","occurred_at":"2025-06-24T13:59:27+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Clarifai","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"Clarifai/langchain_clarifai","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Notability","value":"New integration repo, no traction info.","source":"signal"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/Clarifai/langchain_clarifai"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:09:12.983482+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/c7b16a2b-418d-4ef5-8c03-a52084485fca/signal.json","dossier_json":"https://onlylabs.fyi/labs/clarifai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/clarifai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/clarifai/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"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.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/c7b16a2b-418d-4ef5-8c03-a52084485fca/signal.json","required":true},{"label":"source","url":"https://github.com/Clarifai/langchain_clarifai","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/langchain_clarifai\" for neocloud strategy."},"semantic_triples":[{"subject":"Clarifai","predicate":"published repo","object":"Clarifai/langchain_clarifai","text":"Clarifai published repo Clarifai/langchain_clarifai."},{"subject":"Clarifai/langchain_clarifai","predicate":"is classified as","object":"repo signal","text":"Clarifai/langchain_clarifai is classified as repo signal."},{"subject":"Clarifai/langchain_clarifai","predicate":"belongs to","object":"repos desk","text":"Clarifai/langchain_clarifai belongs to repos desk."},{"subject":"Clarifai/langchain_clarifai","predicate":"has context","object":"Python","text":"Clarifai/langchain_clarifai has context Python."},{"subject":"Clarifai/langchain_clarifai","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Clarifai/langchain_clarifai has evidence coverage 1 captured evidence page."},{"subject":"Clarifai/langchain_clarifai","predicate":"has captured page count","object":"1","text":"Clarifai/langchain_clarifai has captured page count 1."},{"subject":"Clarifai/langchain_clarifai","predicate":"has readable page count","object":"1","text":"Clarifai/langchain_clarifai has readable page count 1."},{"subject":"Clarifai/langchain_clarifai","predicate":"has related signal count","object":"6","text":"Clarifai/langchain_clarifai has related signal count 6."},{"subject":"Clarifai/langchain_clarifai","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/langchain_clarifai 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/langchain_clarifai","predicate":"has source host","object":"github.com","text":"Clarifai/langchain_clarifai has source host github.com."},{"subject":"Clarifai/langchain_clarifai","predicate":"has lab","object":"Clarifai","text":"Clarifai/langchain_clarifai has lab Clarifai."},{"subject":"Clarifai/langchain_clarifai","predicate":"has signal desk","object":"repos","text":"Clarifai/langchain_clarifai has signal desk repos."},{"subject":"Clarifai/langchain_clarifai","predicate":"has source host","object":"github.com","text":"Clarifai/langchain_clarifai has source host github.com."},{"subject":"Clarifai/langchain_clarifai","predicate":"has repository","object":"Clarifai/langchain_clarifai","text":"Clarifai/langchain_clarifai has repository Clarifai/langchain_clarifai."},{"subject":"Clarifai/langchain_clarifai","predicate":"has language","object":"Python","text":"Clarifai/langchain_clarifai has language Python."},{"subject":"Clarifai/langchain_clarifai","predicate":"has notability","object":"New integration repo, no traction info.","text":"Clarifai/langchain_clarifai has notability New integration repo, no traction info.."},{"subject":"Clarifai/langchain_clarifai","predicate":"has watch term","object":"Safety and alignment","text":"Clarifai/langchain_clarifai has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"repos","answer":"Clarifai published Clarifai/langchain_clarifai (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Clarifai/langchain_clarifai · language Python · New integration repo, no traction info.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Clarifai","predicate":"published repo","object":"Clarifai/langchain_clarifai","text":"Clarifai published repo Clarifai/langchain_clarifai."},{"subject":"Clarifai/langchain_clarifai","predicate":"is classified as","object":"repo signal","text":"Clarifai/langchain_clarifai is classified as repo signal."},{"subject":"Clarifai/langchain_clarifai","predicate":"belongs to","object":"repos desk","text":"Clarifai/langchain_clarifai belongs to repos desk."},{"subject":"Clarifai/langchain_clarifai","predicate":"has context","object":"Python","text":"Clarifai/langchain_clarifai has context Python."},{"subject":"Clarifai/langchain_clarifai","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Clarifai/langchain_clarifai has evidence coverage 1 captured evidence page."}]},"signal":{"id":"c7b16a2b-418d-4ef5-8c03-a52084485fca","url":"https://onlylabs.fyi/signals/c7b16a2b-418d-4ef5-8c03-a52084485fca","json_url":"https://onlylabs.fyi/signals/c7b16a2b-418d-4ef5-8c03-a52084485fca/signal.json","source_url":"https://github.com/Clarifai/langchain_clarifai","title":"Clarifai/langchain_clarifai","summary":"Clarifai published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2025-06-24T13:59:27+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/Clarifai/langchain_clarifai"]},"facets":{"repo":"Clarifai/langchain_clarifai","language":"Python"},"traction":{"github_stars":0,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/Clarifai/langchain_clarifai","final_url":"https://github.com/Clarifai/langchain_clarifai","title":"Clarifai/langchain_clarifai repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:12.983482+00:00","bytes":8807,"raw_path":"3f95c9a444ea0e14318d40156ea88c09283b2aac4e7303f16e957d17e37171fe.json","content_hash":"69c3fd9f660d51149a82d88957056895950fe0022835e821b2445840e818cc3e","excerpt_chars":1200,"truncated":false,"excerpt":"Clarifai/langchain_clarifai Language: Python License: MIT Stars: 0 Forks: 0 Open issues: 0 Created: 2025-06-24T13:59:27Z Pushed: 2025-12-17T23:14:26Z Default branch: main Fork: no Archived: no README: langchain-clarifai This package contains the LangChain integration with Clarifai Installation ```bash pip install -U langchain-clarifai ``` And you should configure credentials by setting the following environment variables: ``` export CLARIFAI_PAT=\"Your PAT\" ``` If you don't know your PAT, please get it here: https://clarifai.com/settings/security Chat Models `ChatClarifai` class exposes chat models from Clarifai. ```python from langchain_clarifai import ChatClarifai llm = ChatClarifai(model_url=\"https://clarifai.com/meta/Llama-3/models/Llama-3_2-3B-Instruct\") llm.invoke(\"Sing a ballad of LangChain.\") ``` Embeddings `ClarifaiEmbeddings` class exposes embeddings from Clarifai. ```python from langchain_clarifai import ClarifaiEmbeddings embeddings = ClarifaiEmbeddings(model_url=\"https://clarifai.com/clarifai/main/models/BAAI-bge-base-en-v15\") embeddings.embed_query(\"What is the meaning of life?\") ```"},"evidence_pages":[{"url":"https://github.com/Clarifai/langchain_clarifai","final_url":"https://github.com/Clarifai/langchain_clarifai","title":"Clarifai/langchain_clarifai repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:12.983482+00:00","bytes":8807,"raw_path":"3f95c9a444ea0e14318d40156ea88c09283b2aac4e7303f16e957d17e37171fe.json","content_hash":"69c3fd9f660d51149a82d88957056895950fe0022835e821b2445840e818cc3e","excerpt_chars":1200,"truncated":false,"excerpt":"Clarifai/langchain_clarifai Language: Python License: MIT Stars: 0 Forks: 0 Open issues: 0 Created: 2025-06-24T13:59:27Z Pushed: 2025-12-17T23:14:26Z Default branch: main Fork: no Archived: no README: langchain-clarifai This package contains the LangChain integration with Clarifai Installation ```bash pip install -U langchain-clarifai ``` And you should configure credentials by setting the following environment variables: ``` export CLARIFAI_PAT=\"Your PAT\" ``` If you don't know your PAT, please get it here: https://clarifai.com/settings/security Chat Models `ChatClarifai` class exposes chat models from Clarifai. ```python from langchain_clarifai import ChatClarifai llm = ChatClarifai(model_url=\"https://clarifai.com/meta/Llama-3/models/Llama-3_2-3B-Instruct\") llm.invoke(\"Sing a ballad of LangChain.\") ``` Embeddings `ClarifaiEmbeddings` class exposes embeddings from Clarifai. ```python from langchain_clarifai import ClarifaiEmbeddings embeddings = ClarifaiEmbeddings(model_url=\"https://clarifai.com/clarifai/main/models/BAAI-bge-base-en-v15\") embeddings.embed_query(\"What is the meaning of life?\") ```"}],"related_signals":[{"id":"f59750d7-149f-4d5e-a7da-d34882a27500","url":"https://onlylabs.fyi/signals/f59750d7-149f-4d5e-a7da-d34882a27500","source_url":"https://github.com/Clarifai/skills","title":"Clarifai/skills","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2026-03-26T20:46:06+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source"},{"id":"c4ee3dd1-14cf-4aae-afa0-16d3877c0379","url":"https://onlylabs.fyi/signals/c4ee3dd1-14cf-4aae-afa0-16d3877c0379","source_url":"https://github.com/Clarifai/pipeline-examples","title":"Clarifai/pipeline-examples","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2026-01-15T15:46:39+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source"},{"id":"2f25f002-0ddb-4005-81e7-8c13a4a65733","url":"https://onlylabs.fyi/signals/2f25f002-0ddb-4005-81e7-8c13a4a65733","source_url":"https://github.com/Clarifai/pipeline-engine","title":"Clarifai/pipeline-engine","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2025-07-15T19:15:16+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source"},{"id":"f9f513a1-a61b-44d1-8828-1311f67619cd","url":"https://onlylabs.fyi/signals/f9f513a1-a61b-44d1-8828-1311f67619cd","source_url":"https://github.com/Clarifai/clarifai-mcp-server-local","title":"Clarifai/clarifai-mcp-server-local","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2025-04-08T20:26:44+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source"},{"id":"58de4659-c6cd-4eca-b172-d4931bca73b4","url":"https://onlylabs.fyi/signals/58de4659-c6cd-4eca-b172-d4931bca73b4","source_url":"https://github.com/Clarifai/runners-examples","title":"Clarifai/runners-examples","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2025-03-28T14:53:32+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source"},{"id":"95ec5963-7c52-40d0-b36a-d3c4aa8d7d0f","url":"https://onlylabs.fyi/signals/95ec5963-7c52-40d0-b36a-d3c4aa8d7d0f","source_url":"https://github.com/Clarifai/clarifai-model-utils","title":"Clarifai/clarifai-model-utils","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2024-02-22T17:29:01+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source"}]}