{"schema_version":"onlylabs.public_signal.v1","title":"Replicate Repo: replicate/replicate-python","description":"Replicate repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/de7bed7c-3dbb-49c5-9324-e7fd8b53e2d6","json_url":"https://onlylabs.fyi/signals/de7bed7c-3dbb-49c5-9324-e7fd8b53e2d6/signal.json","generated_at":"2026-06-11T04:07:53.713978+00:00","org":{"slug":"replicate","name":"Replicate","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/replicate","dossier_json_url":"https://onlylabs.fyi/labs/replicate/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/de7bed7c-3dbb-49c5-9324-e7fd8b53e2d6","signal_json":"https://onlylabs.fyi/signals/de7bed7c-3dbb-49c5-9324-e7fd8b53e2d6/signal.json","source":"https://github.com/replicate/replicate-python","lab_dossier":"https://onlylabs.fyi/labs/replicate","lab_dossier_json":"https://onlylabs.fyi/labs/replicate/dossier.json","analysis":"https://onlylabs.fyi/analysis/replicate","analysis_json":"https://onlylabs.fyi/analysis/replicate/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/replicate/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":"Replicate published replicate/replicate-python (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo replicate/replicate-python · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/replicate/replicate-python","source_host":"github.com","occurred_at":"2022-05-11T01:26:58+00:00","first_seen_at":"2026-06-06T01:49:54.629051+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Replicate","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"replicate/replicate-python","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"906","source":"traction"}],"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/replicate/replicate-python"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:07:53.713978+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/de7bed7c-3dbb-49c5-9324-e7fd8b53e2d6/signal.json","dossier_json":"https://onlylabs.fyi/labs/replicate/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/replicate/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/replicate/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/de7bed7c-3dbb-49c5-9324-e7fd8b53e2d6/signal.json","required":true},{"label":"source","url":"https://github.com/replicate/replicate-python","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/replicate/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/replicate/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 Replicate's repo signal \"replicate/replicate-python\" for neocloud strategy."},"semantic_triples":[{"subject":"Replicate","predicate":"published repo","object":"replicate/replicate-python","text":"Replicate published repo replicate/replicate-python."},{"subject":"replicate/replicate-python","predicate":"is classified as","object":"repo signal","text":"replicate/replicate-python is classified as repo signal."},{"subject":"replicate/replicate-python","predicate":"belongs to","object":"repos desk","text":"replicate/replicate-python belongs to repos desk."},{"subject":"replicate/replicate-python","predicate":"has context","object":"Python","text":"replicate/replicate-python has context Python."},{"subject":"replicate/replicate-python","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/replicate-python has evidence coverage 1 captured evidence page."},{"subject":"replicate/replicate-python","predicate":"has captured page count","object":"1","text":"replicate/replicate-python has captured page count 1."},{"subject":"replicate/replicate-python","predicate":"has readable page count","object":"1","text":"replicate/replicate-python has readable page count 1."},{"subject":"replicate/replicate-python","predicate":"has related signal count","object":"6","text":"replicate/replicate-python has related signal count 6."},{"subject":"replicate/replicate-python","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":"replicate/replicate-python 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":"replicate/replicate-python","predicate":"has source host","object":"github.com","text":"replicate/replicate-python has source host github.com."},{"subject":"replicate/replicate-python","predicate":"has lab","object":"Replicate","text":"replicate/replicate-python has lab Replicate."},{"subject":"replicate/replicate-python","predicate":"has signal desk","object":"repos","text":"replicate/replicate-python has signal desk repos."},{"subject":"replicate/replicate-python","predicate":"has source host","object":"github.com","text":"replicate/replicate-python has source host github.com."},{"subject":"replicate/replicate-python","predicate":"has repository","object":"replicate/replicate-python","text":"replicate/replicate-python has repository replicate/replicate-python."},{"subject":"replicate/replicate-python","predicate":"has language","object":"Python","text":"replicate/replicate-python has language Python."},{"subject":"replicate/replicate-python","predicate":"has stars","object":"906","text":"replicate/replicate-python has stars 906."}]},"intelligence":{"signal_desk":"repos","answer":"Replicate published replicate/replicate-python (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo replicate/replicate-python · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Replicate","predicate":"published repo","object":"replicate/replicate-python","text":"Replicate published repo replicate/replicate-python."},{"subject":"replicate/replicate-python","predicate":"is classified as","object":"repo signal","text":"replicate/replicate-python is classified as repo signal."},{"subject":"replicate/replicate-python","predicate":"belongs to","object":"repos desk","text":"replicate/replicate-python belongs to repos desk."},{"subject":"replicate/replicate-python","predicate":"has context","object":"Python","text":"replicate/replicate-python has context Python."},{"subject":"replicate/replicate-python","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/replicate-python has evidence coverage 1 captured evidence page."}]},"signal":{"id":"de7bed7c-3dbb-49c5-9324-e7fd8b53e2d6","url":"https://onlylabs.fyi/signals/de7bed7c-3dbb-49c5-9324-e7fd8b53e2d6","json_url":"https://onlylabs.fyi/signals/de7bed7c-3dbb-49c5-9324-e7fd8b53e2d6/signal.json","source_url":"https://github.com/replicate/replicate-python","title":"replicate/replicate-python","summary":"Replicate 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":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2022-05-11T01:26:58+00:00","first_seen_at":"2026-06-06T01:49:54.629051+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/replicate/replicate-python"]},"facets":{"repo":"replicate/replicate-python","language":"Python"},"traction":{"github_stars":906,"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/replicate/replicate-python","final_url":"https://github.com/replicate/replicate-python","title":"replicate/replicate-python repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:07:53.713978+00:00","bytes":24280,"raw_path":"0895dd8dd3b7eb235ac9161de06b3d71eff346e71c66a61839f011b0fe143d75.json","content_hash":"b9e72f53812ec6cafdeddbc6882884dbba0200cf3eda513de7a1402b374bf58d","excerpt_chars":1200,"truncated":true,"excerpt":"replicate/replicate-python Description: Python client for Replicate Language: Python License: Apache-2.0 Stars: 906 Forks: 269 Open issues: 66 Created: 2022-05-11T01:26:58Z Pushed: 2025-08-26T17:18:17Z Default branch: main Fork: no Archived: no README: Replicate Python client This is a Python client for [Replicate](https://replicate.com). It lets you run models from your Python code or Jupyter notebook, and do various other things on Replicate. Breaking Changes in 1.0.0 The 1.0.0 release contains breaking changes: - The `replicate.run()` method now returns `FileOutput`s instead of URL strings by default for models that output files. `FileOutput` implements an iterable interface similar to `httpx.Response`, making it easier to work with files efficiently. To revert to the previous behavior, you can opt out of `FileOutput` by passing `use_file_output=False` to `replicate.run()`: ```python output = replicate.run(\"acmecorp/acme-model\", use_file_output=False) ``` In most cases, updating existing applications to call `output.url` should resolve any issues. But we recommend using the `FileOutput` objects directly as we have further improvements planned to this API and this approach is..."},"evidence_pages":[{"url":"https://github.com/replicate/replicate-python","final_url":"https://github.com/replicate/replicate-python","title":"replicate/replicate-python repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:07:53.713978+00:00","bytes":24280,"raw_path":"0895dd8dd3b7eb235ac9161de06b3d71eff346e71c66a61839f011b0fe143d75.json","content_hash":"b9e72f53812ec6cafdeddbc6882884dbba0200cf3eda513de7a1402b374bf58d","excerpt_chars":1200,"truncated":true,"excerpt":"replicate/replicate-python Description: Python client for Replicate Language: Python License: Apache-2.0 Stars: 906 Forks: 269 Open issues: 66 Created: 2022-05-11T01:26:58Z Pushed: 2025-08-26T17:18:17Z Default branch: main Fork: no Archived: no README: Replicate Python client This is a Python client for [Replicate](https://replicate.com). It lets you run models from your Python code or Jupyter notebook, and do various other things on Replicate. Breaking Changes in 1.0.0 The 1.0.0 release contains breaking changes: - The `replicate.run()` method now returns `FileOutput`s instead of URL strings by default for models that output files. `FileOutput` implements an iterable interface similar to `httpx.Response`, making it easier to work with files efficiently. To revert to the previous behavior, you can opt out of `FileOutput` by passing `use_file_output=False` to `replicate.run()`: ```python output = replicate.run(\"acmecorp/acme-model\", use_file_output=False) ``` In most cases, updating existing applications to call `output.url` should resolve any issues. But we recommend using the `FileOutput` objects directly as we have further improvements planned to this API and this approach is..."}],"related_signals":[{"id":"1db23f7d-6f2c-4c4d-a72e-13e4571ab215","url":"https://onlylabs.fyi/signals/1db23f7d-6f2c-4c4d-a72e-13e4571ab215","source_url":"https://github.com/replicate/getting-started-vinext","title":"replicate/getting-started-vinext","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-02-24T21:02:36+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"839ba0f4-1476-4d41-8a21-a7229404068c","url":"https://onlylabs.fyi/signals/839ba0f4-1476-4d41-8a21-a7229404068c","source_url":"https://github.com/replicate/skills","title":"replicate/skills","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-02-16T04:57:43+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"7859f548-12fd-4e47-869f-6cd6e9b89b7c","url":"https://onlylabs.fyi/signals/7859f548-12fd-4e47-869f-6cd6e9b89b7c","source_url":"https://github.com/replicate/image-editing-arena","title":"replicate/image-editing-arena","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-11-25T21:37:30+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"024a8173-5843-4a5f-b99f-d614881620a1","url":"https://onlylabs.fyi/signals/024a8173-5843-4a5f-b99f-d614881620a1","source_url":"https://github.com/replicate/replicate-langchain","title":"replicate/replicate-langchain","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-11-20T22:40:29+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"eeeccbb1-b0ff-4c2e-9b43-59541c3b203b","url":"https://onlylabs.fyi/signals/eeeccbb1-b0ff-4c2e-9b43-59541c3b203b","source_url":"https://github.com/replicate/replicate-mcp-code-mode","title":"replicate/replicate-mcp-code-mode","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-11-13T20:12:39+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"d3f1eb7e-9b05-4c64-94d6-5802bafeb63f","url":"https://onlylabs.fyi/signals/d3f1eb7e-9b05-4c64-94d6-5802bafeb63f","source_url":"https://github.com/replicate/cursedsit.com","title":"replicate/cursedsit.com","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-10-30T16:14:21+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"}]}