{"schema_version":"onlylabs.public_signal.v1","title":"Cohere Fork: cohere-ai/guest-components","description":"Cohere fork signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/88ee0905-8a8b-4416-b76e-2c0b33e7a306","json_url":"https://onlylabs.fyi/signals/88ee0905-8a8b-4416-b76e-2c0b33e7a306/signal.json","generated_at":"2026-06-11T02:43:00.737071+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/88ee0905-8a8b-4416-b76e-2c0b33e7a306","signal_json":"https://onlylabs.fyi/signals/88ee0905-8a8b-4416-b76e-2c0b33e7a306/signal.json","source":"https://github.com/cohere-ai/guest-components","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/guest-components (forked from confidential-containers/guest-components). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo cohere-ai/guest-components · parent confidential-containers/guest-components · Routine fork, low 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/guest-components","source_host":"github.com","occurred_at":"2026-03-25T13:11:07+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source","context":"forked from confidential-containers/guest-components"},"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/guest-components","source":"source"},{"label":"Parent","value":"confidential-containers/guest-components","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"label":"Notability","value":"Routine fork, low traction.","source":"signal"},{"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/guest-components"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:43:00.737071+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/88ee0905-8a8b-4416-b76e-2c0b33e7a306/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/88ee0905-8a8b-4416-b76e-2c0b33e7a306/signal.json","required":true},{"label":"source","url":"https://github.com/cohere-ai/guest-components","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/guest-components\" for frontier lab strategy."},"semantic_triples":[{"subject":"Cohere","predicate":"forked","object":"cohere-ai/guest-components","text":"Cohere forked cohere-ai/guest-components."},{"subject":"cohere-ai/guest-components","predicate":"is classified as","object":"fork signal","text":"cohere-ai/guest-components is classified as fork signal."},{"subject":"cohere-ai/guest-components","predicate":"belongs to","object":"forks desk","text":"cohere-ai/guest-components belongs to forks desk."},{"subject":"cohere-ai/guest-components","predicate":"has context","object":"forked from confidential-containers/guest-components","text":"cohere-ai/guest-components has context forked from confidential-containers/guest-components."},{"subject":"cohere-ai/guest-components","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cohere-ai/guest-components has evidence coverage 1 captured evidence page."},{"subject":"cohere-ai/guest-components","predicate":"has captured page count","object":"1","text":"cohere-ai/guest-components has captured page count 1."},{"subject":"cohere-ai/guest-components","predicate":"has readable page count","object":"1","text":"cohere-ai/guest-components has readable page count 1."},{"subject":"cohere-ai/guest-components","predicate":"has related signal count","object":"6","text":"cohere-ai/guest-components has related signal count 6."},{"subject":"cohere-ai/guest-components","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/guest-components 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/guest-components","predicate":"has source host","object":"github.com","text":"cohere-ai/guest-components has source host github.com."},{"subject":"cohere-ai/guest-components","predicate":"has lab","object":"Cohere","text":"cohere-ai/guest-components has lab Cohere."},{"subject":"cohere-ai/guest-components","predicate":"has signal desk","object":"forks","text":"cohere-ai/guest-components has signal desk forks."},{"subject":"cohere-ai/guest-components","predicate":"has source host","object":"github.com","text":"cohere-ai/guest-components has source host github.com."},{"subject":"cohere-ai/guest-components","predicate":"has repository","object":"cohere-ai/guest-components","text":"cohere-ai/guest-components has repository cohere-ai/guest-components."},{"subject":"cohere-ai/guest-components","predicate":"has parent","object":"confidential-containers/guest-components","text":"cohere-ai/guest-components has parent confidential-containers/guest-components."},{"subject":"cohere-ai/guest-components","predicate":"has stars","object":"1","text":"cohere-ai/guest-components has stars 1."},{"subject":"cohere-ai/guest-components","predicate":"has notability","object":"Routine fork, low traction.","text":"cohere-ai/guest-components has notability Routine fork, low traction.."},{"subject":"cohere-ai/guest-components","predicate":"has watch term","object":"Infrastructure","text":"cohere-ai/guest-components has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Cohere forked cohere-ai/guest-components (forked from confidential-containers/guest-components). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo cohere-ai/guest-components · parent confidential-containers/guest-components · Routine fork, low traction.. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Cohere","predicate":"forked","object":"cohere-ai/guest-components","text":"Cohere forked cohere-ai/guest-components."},{"subject":"cohere-ai/guest-components","predicate":"is classified as","object":"fork signal","text":"cohere-ai/guest-components is classified as fork signal."},{"subject":"cohere-ai/guest-components","predicate":"belongs to","object":"forks desk","text":"cohere-ai/guest-components belongs to forks desk."},{"subject":"cohere-ai/guest-components","predicate":"has context","object":"forked from confidential-containers/guest-components","text":"cohere-ai/guest-components has context forked from confidential-containers/guest-components."},{"subject":"cohere-ai/guest-components","predicate":"has evidence coverage","object":"1 captured evidence page","text":"cohere-ai/guest-components has evidence coverage 1 captured evidence page."}]},"signal":{"id":"88ee0905-8a8b-4416-b76e-2c0b33e7a306","url":"https://onlylabs.fyi/signals/88ee0905-8a8b-4416-b76e-2c0b33e7a306","json_url":"https://onlylabs.fyi/signals/88ee0905-8a8b-4416-b76e-2c0b33e7a306/signal.json","source_url":"https://github.com/cohere-ai/guest-components","title":"cohere-ai/guest-components","summary":"Cohere forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from confidential-containers/guest-components","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2026-03-25T13:11:07+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/guest-components"]},"facets":{"repo":"cohere-ai/guest-components","parent":"confidential-containers/guest-components"},"traction":{"github_stars":1,"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/guest-components","final_url":"https://github.com/cohere-ai/guest-components","title":"cohere-ai/guest-components repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:43:00.737071+00:00","bytes":25410,"raw_path":"1065317c34f1f13f9cf09fb8ddcb9e3b13aefb0190268604636a82fa2fe43856.json","content_hash":"4d224d3cd8cf96f87adb7020639ebc9ff8466a5d544a7a3917cd600aeae3c311","excerpt_chars":1200,"truncated":true,"excerpt":"cohere-ai/guest-components Description: Confidential Containers Guest Tools and Components Language: Rust License: Apache-2.0 Stars: 1 Forks: 0 Open issues: 2 Created: 2026-03-25T13:11:07Z Pushed: 2026-05-29T21:14:15Z Default branch: cohere Fork: yes Parent repository: confidential-containers/guest-components Archived: no README: Confidential Container Tools and Components [![FOSSA Status](https://app.fossa.com/api/projects/git%2Bgithub.com%2Fconfidential-containers%2Fimage-rs.svg?type=shield)](https://app.fossa.com/projects/git%2Bgithub.com%2Fconfidential-containers%2Fimage-rs?ref=badge_shield) [![OpenSSF Scorecard](https://api.scorecard.dev/projects/github.com/confidential-containers/guest-components/badge)](https://scorecard.dev/viewer/?uri=github.com/confidential-containers/guest-components) This repository includes tools and components for confidential container images. Components [Attestation Agent](attestation-agent) An agent for facilitating attestation protocols. Can be built as a library to run in a process-based enclave or built as a process that runs inside a confidential vm. [image-rs](image-rs) Rust implementation of the container image management library...."},"evidence_pages":[{"url":"https://github.com/cohere-ai/guest-components","final_url":"https://github.com/cohere-ai/guest-components","title":"cohere-ai/guest-components repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:43:00.737071+00:00","bytes":25410,"raw_path":"1065317c34f1f13f9cf09fb8ddcb9e3b13aefb0190268604636a82fa2fe43856.json","content_hash":"4d224d3cd8cf96f87adb7020639ebc9ff8466a5d544a7a3917cd600aeae3c311","excerpt_chars":1200,"truncated":true,"excerpt":"cohere-ai/guest-components Description: Confidential Containers Guest Tools and Components Language: Rust License: Apache-2.0 Stars: 1 Forks: 0 Open issues: 2 Created: 2026-03-25T13:11:07Z Pushed: 2026-05-29T21:14:15Z Default branch: cohere Fork: yes Parent repository: confidential-containers/guest-components Archived: no README: Confidential Container Tools and Components [![FOSSA Status](https://app.fossa.com/api/projects/git%2Bgithub.com%2Fconfidential-containers%2Fimage-rs.svg?type=shield)](https://app.fossa.com/projects/git%2Bgithub.com%2Fconfidential-containers%2Fimage-rs?ref=badge_shield) [![OpenSSF Scorecard](https://api.scorecard.dev/projects/github.com/confidential-containers/guest-components/badge)](https://scorecard.dev/viewer/?uri=github.com/confidential-containers/guest-components) This repository includes tools and components for confidential container images. Components [Attestation Agent](attestation-agent) An agent for facilitating attestation protocols. Can be built as a library to run in a process-based enclave or built as a process that runs inside a confidential vm. [image-rs](image-rs) Rust implementation of the container image management library...."}],"related_signals":[{"id":"2f2cd546-954d-462b-a9b5-268f5d0f3829","url":"https://onlylabs.fyi/signals/2f2cd546-954d-462b-a9b5-268f5d0f3829","source_url":"https://github.com/cohere-ai/TNG","title":"cohere-ai/TNG","context":"forked from inclavare-containers/TNG","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2026-03-11T19:13:15+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source"},{"id":"d547bca4-69a0-4b07-afd1-8ab9ef148ffe","url":"https://onlylabs.fyi/signals/d547bca4-69a0-4b07-afd1-8ab9ef148ffe","source_url":"https://github.com/cohere-ai/cloud-api-adaptor","title":"cohere-ai/cloud-api-adaptor","context":"forked from confidential-containers/cloud-api-adaptor","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2026-03-04T20:37:51+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source"},{"id":"cf42b47d-e7a3-4b4c-8aaa-b57bbbf70d67","url":"https://onlylabs.fyi/signals/cf42b47d-e7a3-4b4c-8aaa-b57bbbf70d67","source_url":"https://github.com/cohere-ai/mcp-atlassian","title":"cohere-ai/mcp-atlassian","context":"forked from sooperset/mcp-atlassian","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2025-11-18T20:26:30+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source"},{"id":"7311dd9a-ef5a-4f44-8432-56be787852aa","url":"https://onlylabs.fyi/signals/7311dd9a-ef5a-4f44-8432-56be787852aa","source_url":"https://github.com/cohere-ai/vcrpy","title":"cohere-ai/vcrpy","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"},{"id":"6834ade1-d24e-4f7e-83a5-84b622544142","url":"https://onlylabs.fyi/signals/6834ade1-d24e-4f7e-83a5-84b622544142","source_url":"https://github.com/cohere-ai/llama.cpp","title":"cohere-ai/llama.cpp","context":"forked from ggml-org/llama.cpp","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2025-08-20T21:32:58+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source"},{"id":"4d953ebf-58c8-419a-a6e6-cc414dfcffb0","url":"https://onlylabs.fyi/signals/4d953ebf-58c8-419a-a6e6-cc414dfcffb0","source_url":"https://github.com/cohere-ai/imgproxy","title":"cohere-ai/imgproxy","context":"forked from imgproxy/imgproxy","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"cohere","name":"Cohere","category":"frontier-lab"},"occurred_at":"2025-04-16T18:07:31+00:00","first_seen_at":"2026-06-05T05:43:00.174979+00:00","date_source":"source"}]}