{"schema_version":"onlylabs.public_signal.v1","title":"Clarifai Fork: Clarifai/mmclassification","description":"Clarifai fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/e6b8a1a0-c0dd-4255-9b25-a2c16070fb41","json_url":"https://onlylabs.fyi/signals/e6b8a1a0-c0dd-4255-9b25-a2c16070fb41/signal.json","generated_at":"2026-06-11T03:10:48.22531+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/e6b8a1a0-c0dd-4255-9b25-a2c16070fb41","signal_json":"https://onlylabs.fyi/signals/e6b8a1a0-c0dd-4255-9b25-a2c16070fb41/signal.json","source":"https://github.com/Clarifai/mmclassification","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":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Clarifai forked Clarifai/mmclassification (forked from open-mmlab/mmpretrain). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo Clarifai/mmclassification · parent open-mmlab/mmpretrain. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/Clarifai/mmclassification","source_host":"github.com","occurred_at":"2022-04-25T21:11:23+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source","context":"forked from open-mmlab/mmpretrain"},"context_markers":[{"label":"Lab","value":"Clarifai","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"Clarifai/mmclassification","source":"source"},{"label":"Parent","value":"open-mmlab/mmpretrain","source":"source"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","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/mmclassification"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:10:48.22531+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/e6b8a1a0-c0dd-4255-9b25-a2c16070fb41/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":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","evidence_focus":["forked parent repo","repo owner","language","description","stars","org and recency"],"extraction_questions":["Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Which low-profile forks could precede a release or hiring wave?","Which labs are converging on the same technical adjacency?"],"signal_questions":["What upstream dependency or technical adjacency does this fork reveal?","Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Do the 6 related fork signals show a repeated pattern?"],"output_fields":["org","upstream_repo","language","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/e6b8a1a0-c0dd-4255-9b25-a2c16070fb41/signal.json","required":true},{"label":"source","url":"https://github.com/Clarifai/mmclassification","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":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","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 fork signal \"Clarifai/mmclassification\" for neocloud strategy."},"semantic_triples":[{"subject":"Clarifai","predicate":"forked","object":"Clarifai/mmclassification","text":"Clarifai forked Clarifai/mmclassification."},{"subject":"Clarifai/mmclassification","predicate":"is classified as","object":"fork signal","text":"Clarifai/mmclassification is classified as fork signal."},{"subject":"Clarifai/mmclassification","predicate":"belongs to","object":"forks desk","text":"Clarifai/mmclassification belongs to forks desk."},{"subject":"Clarifai/mmclassification","predicate":"has context","object":"forked from open-mmlab/mmpretrain","text":"Clarifai/mmclassification has context forked from open-mmlab/mmpretrain."},{"subject":"Clarifai/mmclassification","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Clarifai/mmclassification has evidence coverage 1 captured evidence page."},{"subject":"Clarifai/mmclassification","predicate":"has captured page count","object":"1","text":"Clarifai/mmclassification has captured page count 1."},{"subject":"Clarifai/mmclassification","predicate":"has readable page count","object":"1","text":"Clarifai/mmclassification has readable page count 1."},{"subject":"Clarifai/mmclassification","predicate":"has related signal count","object":"6","text":"Clarifai/mmclassification has related signal count 6."},{"subject":"Clarifai/mmclassification","predicate":"has analysis playbook objective","object":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","text":"Clarifai/mmclassification has analysis playbook objective Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.."},{"subject":"Clarifai/mmclassification","predicate":"has source host","object":"github.com","text":"Clarifai/mmclassification has source host github.com."},{"subject":"Clarifai/mmclassification","predicate":"has lab","object":"Clarifai","text":"Clarifai/mmclassification has lab Clarifai."},{"subject":"Clarifai/mmclassification","predicate":"has signal desk","object":"forks","text":"Clarifai/mmclassification has signal desk forks."},{"subject":"Clarifai/mmclassification","predicate":"has source host","object":"github.com","text":"Clarifai/mmclassification has source host github.com."},{"subject":"Clarifai/mmclassification","predicate":"has repository","object":"Clarifai/mmclassification","text":"Clarifai/mmclassification has repository Clarifai/mmclassification."},{"subject":"Clarifai/mmclassification","predicate":"has parent","object":"open-mmlab/mmpretrain","text":"Clarifai/mmclassification has parent open-mmlab/mmpretrain."},{"subject":"Clarifai/mmclassification","predicate":"has watch term","object":"Eval methodology","text":"Clarifai/mmclassification has watch term Eval methodology."},{"subject":"Clarifai/mmclassification","predicate":"has watch term","object":"Data pipeline","text":"Clarifai/mmclassification has watch term Data pipeline."},{"subject":"Clarifai/mmclassification","predicate":"has watch term","object":"Infrastructure","text":"Clarifai/mmclassification has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Clarifai forked Clarifai/mmclassification (forked from open-mmlab/mmpretrain). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo Clarifai/mmclassification · parent open-mmlab/mmpretrain. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Clarifai","predicate":"forked","object":"Clarifai/mmclassification","text":"Clarifai forked Clarifai/mmclassification."},{"subject":"Clarifai/mmclassification","predicate":"is classified as","object":"fork signal","text":"Clarifai/mmclassification is classified as fork signal."},{"subject":"Clarifai/mmclassification","predicate":"belongs to","object":"forks desk","text":"Clarifai/mmclassification belongs to forks desk."},{"subject":"Clarifai/mmclassification","predicate":"has context","object":"forked from open-mmlab/mmpretrain","text":"Clarifai/mmclassification has context forked from open-mmlab/mmpretrain."},{"subject":"Clarifai/mmclassification","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Clarifai/mmclassification has evidence coverage 1 captured evidence page."}]},"signal":{"id":"e6b8a1a0-c0dd-4255-9b25-a2c16070fb41","url":"https://onlylabs.fyi/signals/e6b8a1a0-c0dd-4255-9b25-a2c16070fb41","json_url":"https://onlylabs.fyi/signals/e6b8a1a0-c0dd-4255-9b25-a2c16070fb41/signal.json","source_url":"https://github.com/Clarifai/mmclassification","title":"Clarifai/mmclassification","summary":"Clarifai forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from open-mmlab/mmpretrain","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2022-04-25T21:11:23+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/mmclassification"]},"facets":{"repo":"Clarifai/mmclassification","parent":"open-mmlab/mmpretrain"},"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/mmclassification","final_url":"https://github.com/Clarifai/mmclassification","title":"Clarifai/mmclassification repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:10:48.22531+00:00","bytes":32742,"raw_path":"f0428fa37126fc2de1bba769ef2d30908e71d1c4ef530657b22fb4eff2f6fb87.json","content_hash":"8a8bee72d1fa2679d98a887c02d764b86d3c86a0a90f02b737877532d98f37bc","excerpt_chars":1200,"truncated":true,"excerpt":"Clarifai/mmclassification Description: OpenMMLab Image Classification Toolbox and Benchmark Language: Python License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 0 Created: 2022-04-25T21:11:23Z Pushed: 2024-10-08T00:03:51Z Default branch: master Fork: yes Parent repository: open-mmlab/mmpretrain Archived: no README: <div align=\"center\"> <img src=\"resources/mmcls-logo.png\" width=\"600\"/> <div>&nbsp;</div> <div align=\"center\"> <b><font size=\"5\">OpenMMLab website</font></b> <sup> <a href=\"https://openmmlab.com\"> <i><font size=\"4\">HOT</font></i> </a> </sup> &nbsp;&nbsp;&nbsp;&nbsp; <b><font size=\"5\">OpenMMLab platform</font></b> <sup> <a href=\"https://platform.openmmlab.com\"> <i><font size=\"4\">TRY IT OUT</font></i> </a> </sup> </div> <div>&nbsp;</div> [![PyPI](https://img.shields.io/pypi/v/mmcls)](https://pypi.org/project/mmcls) [![Docs](https://img.shields.io/badge/docs-latest-blue)](https://mmclassification.readthedocs.io/en/latest/) [![Build Status](https://github.com/open-mmlab/mmclassification/workflows/build/badge.svg)](https://github.com/open-mmlab/mmclassification/actions)..."},"evidence_pages":[{"url":"https://github.com/Clarifai/mmclassification","final_url":"https://github.com/Clarifai/mmclassification","title":"Clarifai/mmclassification repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:10:48.22531+00:00","bytes":32742,"raw_path":"f0428fa37126fc2de1bba769ef2d30908e71d1c4ef530657b22fb4eff2f6fb87.json","content_hash":"8a8bee72d1fa2679d98a887c02d764b86d3c86a0a90f02b737877532d98f37bc","excerpt_chars":1200,"truncated":true,"excerpt":"Clarifai/mmclassification Description: OpenMMLab Image Classification Toolbox and Benchmark Language: Python License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 0 Created: 2022-04-25T21:11:23Z Pushed: 2024-10-08T00:03:51Z Default branch: master Fork: yes Parent repository: open-mmlab/mmpretrain Archived: no README: <div align=\"center\"> <img src=\"resources/mmcls-logo.png\" width=\"600\"/> <div>&nbsp;</div> <div align=\"center\"> <b><font size=\"5\">OpenMMLab website</font></b> <sup> <a href=\"https://openmmlab.com\"> <i><font size=\"4\">HOT</font></i> </a> </sup> &nbsp;&nbsp;&nbsp;&nbsp; <b><font size=\"5\">OpenMMLab platform</font></b> <sup> <a href=\"https://platform.openmmlab.com\"> <i><font size=\"4\">TRY IT OUT</font></i> </a> </sup> </div> <div>&nbsp;</div> [![PyPI](https://img.shields.io/pypi/v/mmcls)](https://pypi.org/project/mmcls) [![Docs](https://img.shields.io/badge/docs-latest-blue)](https://mmclassification.readthedocs.io/en/latest/) [![Build Status](https://github.com/open-mmlab/mmclassification/workflows/build/badge.svg)](https://github.com/open-mmlab/mmclassification/actions)..."}],"related_signals":[{"id":"667773f4-5c6e-4e2e-9d27-5e548cb20508","url":"https://onlylabs.fyi/signals/667773f4-5c6e-4e2e-9d27-5e548cb20508","source_url":"https://github.com/Clarifai/unstructured","title":"Clarifai/unstructured","context":"forked from Unstructured-IO/unstructured","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2024-09-09T13:45:43+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source"},{"id":"6e711782-d1a5-4bf4-b3aa-ecdb4427d93c","url":"https://onlylabs.fyi/signals/6e711782-d1a5-4bf4-b3aa-ecdb4427d93c","source_url":"https://github.com/Clarifai/langchain","title":"Clarifai/langchain","context":"forked from langchain-ai/langchain","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2023-06-29T21:26:06+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source"},{"id":"474ef52a-52d1-4ed5-95b7-9bd31cdf7ab7","url":"https://onlylabs.fyi/signals/474ef52a-52d1-4ed5-95b7-9bd31cdf7ab7","source_url":"https://github.com/Clarifai/mmdetection","title":"Clarifai/mmdetection","context":"forked from open-mmlab/mmdetection","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2022-05-09T19:04:26+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source"},{"id":"b1f8f364-06b2-4e05-b0c3-2bfc5429a26f","url":"https://onlylabs.fyi/signals/b1f8f364-06b2-4e05-b0c3-2bfc5429a26f","source_url":"https://github.com/Clarifai/mmsegmentation","title":"Clarifai/mmsegmentation","context":"forked from open-mmlab/mmsegmentation","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2021-09-20T18:01:30+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source"},{"id":"85ad98f8-041e-474e-b503-3ae09c962206","url":"https://onlylabs.fyi/signals/85ad98f8-041e-474e-b503-3ae09c962206","source_url":"https://github.com/Clarifai/pr-lint-action","title":"Clarifai/pr-lint-action","context":"forked from vijaykramesh/pr-lint-action","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2019-10-21T21:00:48+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source"},{"id":"16ddff7d-73da-4545-a192-124a5516ca3a","url":"https://onlylabs.fyi/signals/16ddff7d-73da-4545-a192-124a5516ca3a","source_url":"https://github.com/Clarifai/go-fixtures","title":"Clarifai/go-fixtures","context":"forked from zhanchch/go-fixtures","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"clarifai","name":"Clarifai","category":"neocloud"},"occurred_at":"2018-02-18T01:04:08+00:00","first_seen_at":"2026-06-05T22:32:15.505408+00:00","date_source":"source"}]}