{"schema_version":"onlylabs.public_signal.v1","title":"Cohere Fork: cohere-ai/unstructured","description":"Cohere fork signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/b0d85a17-6373-4810-9197-c2ce16820d5e","json_url":"https://onlylabs.fyi/signals/b0d85a17-6373-4810-9197-c2ce16820d5e/signal.json","generated_at":"2026-06-11T03:02:18.124145+00:00","org":{"slug":"cohere","name":"Cohere","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/cohere","dossier_json_url":"https://onlylabs.fyi/labs/cohere/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/b0d85a17-6373-4810-9197-c2ce16820d5e","signal_json":"https://onlylabs.fyi/signals/b0d85a17-6373-4810-9197-c2ce16820d5e/signal.json","source":"https://github.com/cohere-ai/unstructured","lab_dossier":"https://onlylabs.fyi/labs/cohere","lab_dossier_json":"https://onlylabs.fyi/labs/cohere/dossier.json","analysis":"https://onlylabs.fyi/analysis/cohere","analysis_json":"https://onlylabs.fyi/analysis/cohere/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/cohere/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml","data_business":null},"answer_pack":{"answer":"Cohere forked cohere-ai/unstructured (forked from Unstructured-IO/unstructured). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo cohere-ai/unstructured · parent Unstructured-IO/unstructured. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/cohere-ai/unstructured","source_host":"github.com","occurred_at":"2024-04-28T15:42:49+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source","context":"forked from Unstructured-IO/unstructured"},"context_markers":[{"label":"Lab","value":"Cohere","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"cohere-ai/unstructured","source":"source"},{"label":"Parent","value":"Unstructured-IO/unstructured","source":"source"},{"label":"Stars","value":"2","source":"traction"},{"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/cohere-ai/unstructured"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:02:18.124145+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/b0d85a17-6373-4810-9197-c2ce16820d5e/signal.json","dossier_json":"https://onlylabs.fyi/labs/cohere/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/cohere/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/cohere/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","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","data_business_lane","evidence_url"],"data_business_relevance":"Forks expose what frontier-lab engineers are building on before polished announcements, making them useful for partnership and product wedge discovery.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/b0d85a17-6373-4810-9197-c2ce16820d5e/signal.json","required":true},{"label":"source","url":"https://github.com/cohere-ai/unstructured","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/cohere/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/cohere/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/forks/signals.json","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 Cohere's fork signal \"cohere-ai/unstructured\" for frontier lab strategy."},"semantic_triples":[{"subject":"Cohere","predicate":"forked","object":"cohere-ai/unstructured","text":"Cohere forked cohere-ai/unstructured."},{"subject":"cohere-ai/unstructured","predicate":"is classified as","object":"fork signal","text":"cohere-ai/unstructured is classified as fork signal."},{"subject":"cohere-ai/unstructured","predicate":"belongs to","object":"forks desk","text":"cohere-ai/unstructured belongs to forks desk."},{"subject":"cohere-ai/unstructured","predicate":"has context","object":"forked from Unstructured-IO/unstructured","text":"cohere-ai/unstructured has context forked from Unstructured-IO/unstructured."},{"subject":"cohere-ai/unstructured","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cohere-ai/unstructured has evidence coverage 1 captured evidence page."},{"subject":"cohere-ai/unstructured","predicate":"has captured page count","object":"1","text":"cohere-ai/unstructured has captured page count 1."},{"subject":"cohere-ai/unstructured","predicate":"has readable page count","object":"1","text":"cohere-ai/unstructured has readable page count 1."},{"subject":"cohere-ai/unstructured","predicate":"has related signal count","object":"6","text":"cohere-ai/unstructured has related signal count 6."},{"subject":"cohere-ai/unstructured","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":"cohere-ai/unstructured 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":"cohere-ai/unstructured","predicate":"has source host","object":"github.com","text":"cohere-ai/unstructured has source host github.com."},{"subject":"cohere-ai/unstructured","predicate":"has lab","object":"Cohere","text":"cohere-ai/unstructured has lab Cohere."},{"subject":"cohere-ai/unstructured","predicate":"has signal desk","object":"forks","text":"cohere-ai/unstructured has signal desk forks."},{"subject":"cohere-ai/unstructured","predicate":"has source host","object":"github.com","text":"cohere-ai/unstructured has source host github.com."},{"subject":"cohere-ai/unstructured","predicate":"has repository","object":"cohere-ai/unstructured","text":"cohere-ai/unstructured has repository cohere-ai/unstructured."},{"subject":"cohere-ai/unstructured","predicate":"has parent","object":"Unstructured-IO/unstructured","text":"cohere-ai/unstructured has parent Unstructured-IO/unstructured."},{"subject":"cohere-ai/unstructured","predicate":"has stars","object":"2","text":"cohere-ai/unstructured has stars 2."},{"subject":"cohere-ai/unstructured","predicate":"has watch term","object":"Data pipeline","text":"cohere-ai/unstructured has watch term Data pipeline."},{"subject":"cohere-ai/unstructured","predicate":"has watch term","object":"Infrastructure","text":"cohere-ai/unstructured has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Cohere forked cohere-ai/unstructured (forked from Unstructured-IO/unstructured). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo cohere-ai/unstructured · parent Unstructured-IO/unstructured. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Cohere","predicate":"forked","object":"cohere-ai/unstructured","text":"Cohere forked cohere-ai/unstructured."},{"subject":"cohere-ai/unstructured","predicate":"is classified as","object":"fork signal","text":"cohere-ai/unstructured is classified as fork signal."},{"subject":"cohere-ai/unstructured","predicate":"belongs to","object":"forks desk","text":"cohere-ai/unstructured belongs to forks desk."},{"subject":"cohere-ai/unstructured","predicate":"has context","object":"forked from Unstructured-IO/unstructured","text":"cohere-ai/unstructured has context forked from Unstructured-IO/unstructured."},{"subject":"cohere-ai/unstructured","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cohere-ai/unstructured has evidence coverage 1 captured evidence page."}]},"signal":{"id":"b0d85a17-6373-4810-9197-c2ce16820d5e","url":"https://onlylabs.fyi/signals/b0d85a17-6373-4810-9197-c2ce16820d5e","json_url":"https://onlylabs.fyi/signals/b0d85a17-6373-4810-9197-c2ce16820d5e/signal.json","source_url":"https://github.com/cohere-ai/unstructured","title":"cohere-ai/unstructured","summary":"Cohere forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from Unstructured-IO/unstructured","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2024-04-28T15:42:49+00:00","first_seen_at":"2026-06-05T05:43:00.174979+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/cohere-ai/unstructured"]},"facets":{"repo":"cohere-ai/unstructured","parent":"Unstructured-IO/unstructured"},"traction":{"github_stars":2,"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/cohere-ai/unstructured","final_url":"https://github.com/cohere-ai/unstructured","title":"cohere-ai/unstructured repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:02:18.124145+00:00","bytes":43486,"raw_path":"37a7b8c5a63efa2dc5e93f4fc53a52074a4129f5ca1b32c89e76d2b0d71170c6.json","content_hash":"04624d9f590d41e3ecc5eb06e3fa04c2bca035fd236e4a52916237ac36cd2845","excerpt_chars":1200,"truncated":true,"excerpt":"cohere-ai/unstructured Description: Open source libraries and APIs to build custom preprocessing pipelines for labeling, training, or production machine learning pipelines. Language: HTML License: Apache-2.0 Stars: 2 Forks: 3 Open issues: 11 Created: 2024-04-28T15:42:49Z Pushed: 2024-09-03T23:21:33Z Default branch: main Fork: yes Parent repository: Unstructured-IO/unstructured Archived: no README:

![https://pypi.python.org/pypi/unstructured/](https://img.shields.io/pypi/l/unstructured.svg) ![https://pypi.python.org/pypi/unstructured/](https://img.shields.io/pypi/pyversions/unstructured.svg) ![https://GitHub.com/unstructured-io/unstructured.js/graphs/contributors](https://img.shields.io/github/contributors/unstructured-io/unstructured)
![https://pypi.python.org/pypi/unstructured/](https://img.shields.io/pypi/l/unstructured.svg) ![https://pypi.python.org/pypi/unstructured/](https://img.shields.io/pypi/pyversions/unstructured.svg) ![https://GitHub.com/unstructured-io/unstructured.js/graphs/contributors](https://img.shields.io/github/contributors/unstructured-io/unstructured)