{"schema_version":"onlylabs.public_signal.v1","title":"Cohere Fork: cohere-ai/vcrpy","description":"Cohere fork signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/7311dd9a-ef5a-4f44-8432-56be787852aa","json_url":"https://onlylabs.fyi/signals/7311dd9a-ef5a-4f44-8432-56be787852aa/signal.json","generated_at":"2026-06-11T02:43:30.751903+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/7311dd9a-ef5a-4f44-8432-56be787852aa","signal_json":"https://onlylabs.fyi/signals/7311dd9a-ef5a-4f44-8432-56be787852aa/signal.json","source":"https://github.com/cohere-ai/vcrpy","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/vcrpy (forked from tanzimCohere/vcrpy). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo cohere-ai/vcrpy · parent tanzimCohere/vcrpy · Routine fork, no notable traction. 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/vcrpy","source_host":"github.com","occurred_at":"2025-11-12T16:35:28+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source","context":"forked from tanzimCohere/vcrpy"},"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/vcrpy","source":"source"},{"label":"Parent","value":"tanzimCohere/vcrpy","source":"source"},{"label":"Notability","value":"Routine fork, no notable traction","source":"signal"},{"label":"Watch term","value":"Agents and tool 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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/7311dd9a-ef5a-4f44-8432-56be787852aa/signal.json","required":true},{"label":"source","url":"https://github.com/cohere-ai/vcrpy","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/vcrpy\" for frontier lab strategy."},"semantic_triples":[{"subject":"Cohere","predicate":"forked","object":"cohere-ai/vcrpy","text":"Cohere forked cohere-ai/vcrpy."},{"subject":"cohere-ai/vcrpy","predicate":"is classified as","object":"fork signal","text":"cohere-ai/vcrpy is classified as fork signal."},{"subject":"cohere-ai/vcrpy","predicate":"belongs to","object":"forks desk","text":"cohere-ai/vcrpy belongs to forks desk."},{"subject":"cohere-ai/vcrpy","predicate":"has context","object":"forked from tanzimCohere/vcrpy","text":"cohere-ai/vcrpy has context forked from tanzimCohere/vcrpy."},{"subject":"cohere-ai/vcrpy","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cohere-ai/vcrpy has evidence coverage 1 captured evidence page."},{"subject":"cohere-ai/vcrpy","predicate":"has captured page count","object":"1","text":"cohere-ai/vcrpy has captured page count 1."},{"subject":"cohere-ai/vcrpy","predicate":"has readable page 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signal desk forks."},{"subject":"cohere-ai/vcrpy","predicate":"has source host","object":"github.com","text":"cohere-ai/vcrpy has source host github.com."},{"subject":"cohere-ai/vcrpy","predicate":"has repository","object":"cohere-ai/vcrpy","text":"cohere-ai/vcrpy has repository cohere-ai/vcrpy."},{"subject":"cohere-ai/vcrpy","predicate":"has parent","object":"tanzimCohere/vcrpy","text":"cohere-ai/vcrpy has parent tanzimCohere/vcrpy."},{"subject":"cohere-ai/vcrpy","predicate":"has notability","object":"Routine fork, no notable traction","text":"cohere-ai/vcrpy has notability Routine fork, no notable traction."},{"subject":"cohere-ai/vcrpy","predicate":"has watch term","object":"Agents and tool use","text":"cohere-ai/vcrpy has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"forks","answer":"Cohere forked cohere-ai/vcrpy (forked from tanzimCohere/vcrpy). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo cohere-ai/vcrpy · parent tanzimCohere/vcrpy · Routine fork, no notable traction. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Cohere","predicate":"forked","object":"cohere-ai/vcrpy","text":"Cohere forked cohere-ai/vcrpy."},{"subject":"cohere-ai/vcrpy","predicate":"is classified as","object":"fork signal","text":"cohere-ai/vcrpy is classified as fork signal."},{"subject":"cohere-ai/vcrpy","predicate":"belongs to","object":"forks desk","text":"cohere-ai/vcrpy belongs to forks desk."},{"subject":"cohere-ai/vcrpy","predicate":"has context","object":"forked from tanzimCohere/vcrpy","text":"cohere-ai/vcrpy has context forked from tanzimCohere/vcrpy."},{"subject":"cohere-ai/vcrpy","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cohere-ai/vcrpy has evidence coverage 1 captured evidence page."}]},"signal":{"id":"7311dd9a-ef5a-4f44-8432-56be787852aa","url":"https://onlylabs.fyi/signals/7311dd9a-ef5a-4f44-8432-56be787852aa","json_url":"https://onlylabs.fyi/signals/7311dd9a-ef5a-4f44-8432-56be787852aa/signal.json","source_url":"https://github.com/cohere-ai/vcrpy","title":"cohere-ai/vcrpy","summary":"Cohere forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from tanzimCohere/vcrpy","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2025-11-12T16:35:28+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/vcrpy"]},"facets":{"repo":"cohere-ai/vcrpy","parent":"tanzimCohere/vcrpy"},"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/cohere-ai/vcrpy","final_url":"https://github.com/cohere-ai/vcrpy","title":"cohere-ai/vcrpy repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:43:30.751903+00:00","bytes":22146,"raw_path":"6822d35506368bde30c6cffe8df4e0b4da5d7ddf8808fbc485d01d6851d881da.json","content_hash":"ddb7cb28dd1d8aa4966499a151d73113c346f753b8217fe3ca3e459f825f2eaf","excerpt_chars":1200,"truncated":true,"excerpt":"cohere-ai/vcrpy Description: Automatically mock your HTTP interactions to simplify and speed up testing License: MIT Stars: 0 Forks: 0 Open issues: 0 Created: 2025-11-12T16:35:28Z Pushed: 2025-11-20T22:28:22Z Default branch: master Fork: yes Parent repository: tanzimCohere/vcrpy Archived: yes README: ########### VCR.py 📼 ########### |PyPI| |Python versions| |Build Status| |CodeCov| |Gitter| ---- .. image:: https://vcrpy.readthedocs.io/en/latest/_images/vcr.svg :alt: vcr.py logo This is a Python version of `Ruby's VCR library <https://github.com/vcr/vcr>`__. Source code https://github.com/kevin1024/vcrpy Documentation https://vcrpy.readthedocs.io/ Rationale --------- VCR.py simplifies and speeds up tests that make HTTP requests. The first time you run code that is inside a VCR.py context manager or decorated function, VCR.py records all HTTP interactions that take place through the libraries it supports and serializes and writes them to a flat file (in yaml format by default). This flat file is called a cassette. When the relevant piece of code is executed again, VCR.py will read the serialized requests and responses from the aforementioned cassette file, and intercept any HTTP..."},"evidence_pages":[{"url":"https://github.com/cohere-ai/vcrpy","final_url":"https://github.com/cohere-ai/vcrpy","title":"cohere-ai/vcrpy repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:43:30.751903+00:00","bytes":22146,"raw_path":"6822d35506368bde30c6cffe8df4e0b4da5d7ddf8808fbc485d01d6851d881da.json","content_hash":"ddb7cb28dd1d8aa4966499a151d73113c346f753b8217fe3ca3e459f825f2eaf","excerpt_chars":1200,"truncated":true,"excerpt":"cohere-ai/vcrpy Description: Automatically mock your HTTP interactions to simplify and speed up testing License: MIT Stars: 0 Forks: 0 Open issues: 0 Created: 2025-11-12T16:35:28Z Pushed: 2025-11-20T22:28:22Z Default branch: master Fork: yes Parent repository: tanzimCohere/vcrpy Archived: yes README: ########### VCR.py 📼 ########### |PyPI| |Python versions| |Build Status| |CodeCov| |Gitter| ---- .. image:: https://vcrpy.readthedocs.io/en/latest/_images/vcr.svg :alt: vcr.py logo This is a Python version of `Ruby's VCR library <https://github.com/vcr/vcr>`__. Source code https://github.com/kevin1024/vcrpy Documentation https://vcrpy.readthedocs.io/ Rationale --------- VCR.py simplifies and speeds up tests that make HTTP requests. The first time you run code that is inside a VCR.py context manager or decorated function, VCR.py records all HTTP interactions that take place through the libraries it supports and serializes and writes them to a flat file (in yaml format by default). This flat file is called a cassette. 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