{"schema_version":"onlylabs.public_signal.v1","title":"Groq Repo: groq/openbench-cyber","description":"Groq repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/69d7ff0d-2de1-49fe-81d1-372b6989745c","json_url":"https://onlylabs.fyi/signals/69d7ff0d-2de1-49fe-81d1-372b6989745c/signal.json","generated_at":"2026-06-11T04:10:35.695296+00:00","org":{"slug":"groq","name":"Groq","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/groq","dossier_json_url":"https://onlylabs.fyi/labs/groq/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/69d7ff0d-2de1-49fe-81d1-372b6989745c","signal_json":"https://onlylabs.fyi/signals/69d7ff0d-2de1-49fe-81d1-372b6989745c/signal.json","source":"https://github.com/groq/openbench-cyber","lab_dossier":"https://onlylabs.fyi/labs/groq","lab_dossier_json":"https://onlylabs.fyi/labs/groq/dossier.json","analysis":"https://onlylabs.fyi/analysis/groq","analysis_json":"https://onlylabs.fyi/analysis/groq/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/groq/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":"Groq published groq/openbench-cyber (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo groq/openbench-cyber · language Python · Low stars, trivial repo. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/groq/openbench-cyber","source_host":"github.com","occurred_at":"2025-10-15T22:25:49+00:00","first_seen_at":"2026-06-05T22:32:07.605043+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Groq","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"groq/openbench-cyber","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"label":"Notability","value":"Low stars, trivial repo","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/groq/openbench-cyber"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:10:35.695296+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/69d7ff0d-2de1-49fe-81d1-372b6989745c/signal.json","dossier_json":"https://onlylabs.fyi/labs/groq/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/groq/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/groq/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/69d7ff0d-2de1-49fe-81d1-372b6989745c/signal.json","required":true},{"label":"source","url":"https://github.com/groq/openbench-cyber","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/groq/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/groq/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 Groq's repo signal \"groq/openbench-cyber\" for neocloud strategy."},"semantic_triples":[{"subject":"Groq","predicate":"published repo","object":"groq/openbench-cyber","text":"Groq published repo groq/openbench-cyber."},{"subject":"groq/openbench-cyber","predicate":"is classified as","object":"repo signal","text":"groq/openbench-cyber is classified as repo signal."},{"subject":"groq/openbench-cyber","predicate":"belongs to","object":"repos desk","text":"groq/openbench-cyber belongs to repos desk."},{"subject":"groq/openbench-cyber","predicate":"has context","object":"Python","text":"groq/openbench-cyber has context Python."},{"subject":"groq/openbench-cyber","predicate":"has evidence coverage","object":"1 captured evidence page","text":"groq/openbench-cyber has evidence coverage 1 captured evidence page."},{"subject":"groq/openbench-cyber","predicate":"has captured page count","object":"1","text":"groq/openbench-cyber has captured page count 1."},{"subject":"groq/openbench-cyber","predicate":"has readable page count","object":"1","text":"groq/openbench-cyber has readable page count 1."},{"subject":"groq/openbench-cyber","predicate":"has related signal count","object":"6","text":"groq/openbench-cyber has related signal count 6."},{"subject":"groq/openbench-cyber","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":"groq/openbench-cyber 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":"groq/openbench-cyber","predicate":"has source host","object":"github.com","text":"groq/openbench-cyber has source host github.com."},{"subject":"groq/openbench-cyber","predicate":"has lab","object":"Groq","text":"groq/openbench-cyber has lab Groq."},{"subject":"groq/openbench-cyber","predicate":"has signal desk","object":"repos","text":"groq/openbench-cyber has signal desk repos."},{"subject":"groq/openbench-cyber","predicate":"has source host","object":"github.com","text":"groq/openbench-cyber has source host github.com."},{"subject":"groq/openbench-cyber","predicate":"has repository","object":"groq/openbench-cyber","text":"groq/openbench-cyber has repository groq/openbench-cyber."},{"subject":"groq/openbench-cyber","predicate":"has language","object":"Python","text":"groq/openbench-cyber has language Python."},{"subject":"groq/openbench-cyber","predicate":"has stars","object":"1","text":"groq/openbench-cyber has stars 1."},{"subject":"groq/openbench-cyber","predicate":"has notability","object":"Low stars, trivial repo","text":"groq/openbench-cyber has notability Low stars, trivial repo."},{"subject":"groq/openbench-cyber","predicate":"has watch term","object":"Eval methodology","text":"groq/openbench-cyber has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"Groq published groq/openbench-cyber (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo groq/openbench-cyber · language Python · Low stars, trivial repo. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Groq","predicate":"published repo","object":"groq/openbench-cyber","text":"Groq published repo groq/openbench-cyber."},{"subject":"groq/openbench-cyber","predicate":"is classified as","object":"repo signal","text":"groq/openbench-cyber is classified as repo signal."},{"subject":"groq/openbench-cyber","predicate":"belongs to","object":"repos desk","text":"groq/openbench-cyber belongs to repos desk."},{"subject":"groq/openbench-cyber","predicate":"has context","object":"Python","text":"groq/openbench-cyber has context Python."},{"subject":"groq/openbench-cyber","predicate":"has evidence coverage","object":"1 captured evidence page","text":"groq/openbench-cyber has evidence coverage 1 captured evidence page."}]},"signal":{"id":"69d7ff0d-2de1-49fe-81d1-372b6989745c","url":"https://onlylabs.fyi/signals/69d7ff0d-2de1-49fe-81d1-372b6989745c","json_url":"https://onlylabs.fyi/signals/69d7ff0d-2de1-49fe-81d1-372b6989745c/signal.json","source_url":"https://github.com/groq/openbench-cyber","title":"groq/openbench-cyber","summary":"Groq 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":"groq","name":"Groq","category":"neocloud"},"occurred_at":"2025-10-15T22:25:49+00:00","first_seen_at":"2026-06-05T22:32:07.605043+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/groq/openbench-cyber"]},"facets":{"repo":"groq/openbench-cyber","language":"Python"},"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/groq/openbench-cyber","final_url":"https://github.com/groq/openbench-cyber","title":"groq/openbench-cyber repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:35.695296+00:00","bytes":8897,"raw_path":"db66c5e8b63d034d48e6ed4e2c77a66feec071b83f2b39c05b9622f410d3fffe.json","content_hash":"ed40d5ca02fcc40210209966e188f337346367052b1149dc8693092357ea6630","excerpt_chars":1200,"truncated":true,"excerpt":"groq/openbench-cyber Description: Cybersecurity evals plugin for openbench Language: Python Stars: 1 Forks: 0 Open issues: 8 Created: 2025-10-15T22:25:49Z Pushed: 2026-02-10T23:33:21Z Default branch: main Fork: no Archived: no README: openbench-cyber Cybersecurity evaluation plugin for [openbench](https://github.com/groq/openbench). This package moves all cybersecurity-heavy benchmarks (CTI-Bench + CyBench) into a separate optional dependency so that the core `openbench` distribution stays lean while still supporting advanced security workloads. Installation Install directly from Git or rely on the optional extra exposed by `openbench`: ```bash uv pip install \"openbench-cyber @ git+https://github.com/groq/openbench-cyber.git@main\" or pull it in automatically via the optional extra uv pip install \"openbench[cyber]\" ``` After installation, the new benchmarks automatically appear in `bench list` because they are registered through openbench's entry-point based plugin system. Included Benchmarks - `cti_bench_ate` – MITRE ATT&CK technique extraction - `cti_bench_mcq` – CTI multiple-choice knowledge assessments - `cti_bench_rcm` – CVE→CWE vulnerability classification - `cti_bench_vsp` –..."},"evidence_pages":[{"url":"https://github.com/groq/openbench-cyber","final_url":"https://github.com/groq/openbench-cyber","title":"groq/openbench-cyber repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:35.695296+00:00","bytes":8897,"raw_path":"db66c5e8b63d034d48e6ed4e2c77a66feec071b83f2b39c05b9622f410d3fffe.json","content_hash":"ed40d5ca02fcc40210209966e188f337346367052b1149dc8693092357ea6630","excerpt_chars":1200,"truncated":true,"excerpt":"groq/openbench-cyber Description: Cybersecurity evals plugin for openbench Language: Python Stars: 1 Forks: 0 Open issues: 8 Created: 2025-10-15T22:25:49Z Pushed: 2026-02-10T23:33:21Z Default branch: main Fork: no Archived: no README: openbench-cyber Cybersecurity evaluation plugin for [openbench](https://github.com/groq/openbench). This package moves all cybersecurity-heavy benchmarks (CTI-Bench + CyBench) into a separate optional dependency so that the core `openbench` distribution stays lean while still supporting advanced security workloads. Installation Install directly from Git or rely on the optional extra exposed by `openbench`: ```bash uv pip install \"openbench-cyber @ git+https://github.com/groq/openbench-cyber.git@main\" or pull it in automatically via the optional extra uv pip install \"openbench[cyber]\" ``` After installation, the new benchmarks automatically appear in `bench list` because they are registered through openbench's entry-point based plugin system. Included Benchmarks - `cti_bench_ate` – MITRE ATT&CK technique extraction - `cti_bench_mcq` – CTI multiple-choice knowledge assessments - `cti_bench_rcm` – CVE→CWE vulnerability classification - `cti_bench_vsp` –..."}],"related_signals":[{"id":"9fe742a2-9fb3-4700-bcd8-1da06dfa6615","url":"https://onlylabs.fyi/signals/9fe742a2-9fb3-4700-bcd8-1da06dfa6615","source_url":"https://github.com/groq/dispatch","title":"groq/dispatch","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"groq","name":"Groq","category":"neocloud"},"occurred_at":"2025-12-20T21:13:00+00:00","first_seen_at":"2026-06-05T22:32:07.605043+00:00","date_source":"source"},{"id":"dd0229ad-f800-41da-b312-e6a0c8ace903","url":"https://onlylabs.fyi/signals/dd0229ad-f800-41da-b312-e6a0c8ace903","source_url":"https://github.com/groq/orchestrate","title":"groq/orchestrate","context":"Rust","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"groq","name":"Groq","category":"neocloud"},"occurred_at":"2025-12-08T07:20:29+00:00","first_seen_at":"2026-06-05T22:32:07.605043+00:00","date_source":"source"},{"id":"774da9e5-590c-4cf3-9ace-926dc0f10d4e","url":"https://onlylabs.fyi/signals/774da9e5-590c-4cf3-9ace-926dc0f10d4e","source_url":"https://github.com/groq/tailscale-buildkite-plugin","title":"groq/tailscale-buildkite-plugin","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"groq","name":"Groq","category":"neocloud"},"occurred_at":"2025-10-07T20:26:15+00:00","first_seen_at":"2026-06-05T22:32:07.605043+00:00","date_source":"source"},{"id":"1a60cd3e-b179-49be-846c-2cfa5486d762","url":"https://onlylabs.fyi/signals/1a60cd3e-b179-49be-846c-2cfa5486d762","source_url":"https://github.com/groq/groq-autosheet","title":"groq/groq-autosheet","context":"JavaScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"groq","name":"Groq","category":"neocloud"},"occurred_at":"2025-08-25T20:01:37+00:00","first_seen_at":"2026-06-05T22:32:07.605043+00:00","date_source":"source"},{"id":"da1215ae-b09b-42b6-9476-d2876b4dff84","url":"https://onlylabs.fyi/signals/da1215ae-b09b-42b6-9476-d2876b4dff84","source_url":"https://github.com/groq/openbench","title":"groq/openbench","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"groq","name":"Groq","category":"neocloud"},"occurred_at":"2025-07-31T08:02:49+00:00","first_seen_at":"2026-06-05T22:32:07.605043+00:00","date_source":"source"},{"id":"ff5c0cf2-096d-4ffb-9508-32cd4ba6fed9","url":"https://onlylabs.fyi/signals/ff5c0cf2-096d-4ffb-9508-32cd4ba6fed9","source_url":"https://github.com/groq/k8s-wif-webhook","title":"groq/k8s-wif-webhook","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"groq","name":"Groq","category":"neocloud"},"occurred_at":"2025-07-04T01:05:13+00:00","first_seen_at":"2026-06-05T22:32:07.605043+00:00","date_source":"source"}]}