{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Repo: openai/role-specific-plugins","description":"OpenAI repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/9b55a747-c2bc-494f-a3ad-ef484503c650","json_url":"https://onlylabs.fyi/signals/9b55a747-c2bc-494f-a3ad-ef484503c650/signal.json","generated_at":"2026-06-11T02:41:47.166926+00:00","org":{"slug":"openai","name":"OpenAI","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/openai","dossier_json_url":"https://onlylabs.fyi/labs/openai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/9b55a747-c2bc-494f-a3ad-ef484503c650","signal_json":"https://onlylabs.fyi/signals/9b55a747-c2bc-494f-a3ad-ef484503c650/signal.json","source":"https://github.com/openai/role-specific-plugins","lab_dossier":"https://onlylabs.fyi/labs/openai","lab_dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis":"https://onlylabs.fyi/analysis/openai","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"OpenAI published openai/role-specific-plugins (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo openai/role-specific-plugins · language Python · OpenAI repo with 220 stars, modest traction.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/openai/role-specific-plugins","source_host":"github.com","occurred_at":"2026-06-02T16:27:24+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"OpenAI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"openai/role-specific-plugins","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"259","source":"traction"},{"label":"Notability","value":"OpenAI repo with 220 stars, modest traction.","source":"signal"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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/openai/role-specific-plugins"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:41:47.166926+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/9b55a747-c2bc-494f-a3ad-ef484503c650/signal.json","dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","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","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/9b55a747-c2bc-494f-a3ad-ef484503c650/signal.json","required":true},{"label":"source","url":"https://github.com/openai/role-specific-plugins","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/openai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/openai/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 OpenAI's repo signal \"openai/role-specific-plugins\" for frontier lab strategy."},"semantic_triples":[{"subject":"OpenAI","predicate":"published repo","object":"openai/role-specific-plugins","text":"OpenAI published repo openai/role-specific-plugins."},{"subject":"openai/role-specific-plugins","predicate":"is classified as","object":"repo signal","text":"openai/role-specific-plugins is classified as repo signal."},{"subject":"openai/role-specific-plugins","predicate":"belongs to","object":"repos desk","text":"openai/role-specific-plugins belongs to repos desk."},{"subject":"openai/role-specific-plugins","predicate":"has context","object":"Python","text":"openai/role-specific-plugins has context Python."},{"subject":"openai/role-specific-plugins","predicate":"has evidence coverage","object":"1 captured evidence page","text":"openai/role-specific-plugins has evidence coverage 1 captured evidence page."},{"subject":"openai/role-specific-plugins","predicate":"has captured page count","object":"1","text":"openai/role-specific-plugins has captured page count 1."},{"subject":"openai/role-specific-plugins","predicate":"has readable page count","object":"1","text":"openai/role-specific-plugins has readable page count 1."},{"subject":"openai/role-specific-plugins","predicate":"has related signal count","object":"6","text":"openai/role-specific-plugins has related signal count 6."},{"subject":"openai/role-specific-plugins","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":"openai/role-specific-plugins 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":"openai/role-specific-plugins","predicate":"has source host","object":"github.com","text":"openai/role-specific-plugins has source host github.com."},{"subject":"openai/role-specific-plugins","predicate":"has lab","object":"OpenAI","text":"openai/role-specific-plugins has lab OpenAI."},{"subject":"openai/role-specific-plugins","predicate":"has signal desk","object":"repos","text":"openai/role-specific-plugins has signal desk repos."},{"subject":"openai/role-specific-plugins","predicate":"has source host","object":"github.com","text":"openai/role-specific-plugins has source host github.com."},{"subject":"openai/role-specific-plugins","predicate":"has repository","object":"openai/role-specific-plugins","text":"openai/role-specific-plugins has repository openai/role-specific-plugins."},{"subject":"openai/role-specific-plugins","predicate":"has language","object":"Python","text":"openai/role-specific-plugins has language Python."},{"subject":"openai/role-specific-plugins","predicate":"has stars","object":"259","text":"openai/role-specific-plugins has stars 259."},{"subject":"openai/role-specific-plugins","predicate":"has notability","object":"OpenAI repo with 220 stars, modest traction.","text":"openai/role-specific-plugins has notability OpenAI repo with 220 stars, modest traction.."},{"subject":"openai/role-specific-plugins","predicate":"has watch term","object":"Data pipeline","text":"openai/role-specific-plugins has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"OpenAI published openai/role-specific-plugins (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo openai/role-specific-plugins · language Python · OpenAI repo with 220 stars, modest traction.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"OpenAI","predicate":"published repo","object":"openai/role-specific-plugins","text":"OpenAI published repo openai/role-specific-plugins."},{"subject":"openai/role-specific-plugins","predicate":"is classified as","object":"repo signal","text":"openai/role-specific-plugins is classified as repo signal."},{"subject":"openai/role-specific-plugins","predicate":"belongs to","object":"repos desk","text":"openai/role-specific-plugins belongs to repos desk."},{"subject":"openai/role-specific-plugins","predicate":"has context","object":"Python","text":"openai/role-specific-plugins has context Python."},{"subject":"openai/role-specific-plugins","predicate":"has evidence coverage","object":"1 captured evidence page","text":"openai/role-specific-plugins has evidence coverage 1 captured evidence page."}]},"signal":{"id":"9b55a747-c2bc-494f-a3ad-ef484503c650","url":"https://onlylabs.fyi/signals/9b55a747-c2bc-494f-a3ad-ef484503c650","json_url":"https://onlylabs.fyi/signals/9b55a747-c2bc-494f-a3ad-ef484503c650/signal.json","source_url":"https://github.com/openai/role-specific-plugins","title":"openai/role-specific-plugins","summary":"OpenAI 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":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-02T16:27:24+00:00","first_seen_at":"2026-06-05T05:42:58.317915+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/openai/role-specific-plugins"]},"facets":{"repo":"openai/role-specific-plugins","language":"Python"},"traction":{"github_stars":259,"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/openai/role-specific-plugins","final_url":"https://github.com/openai/role-specific-plugins","title":"openai/role-specific-plugins repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:41:47.166926+00:00","bytes":11437,"raw_path":"b67bc7de743c810e940fd6f5d532fc71a372a2b25faad9692f5fe27daf05e0d5.json","content_hash":"0dc8f1a848b543f5448c794c24c8a0350c9a6971364c9e49fd5386aa28e77dc7","excerpt_chars":1200,"truncated":true,"excerpt":"openai/role-specific-plugins Description: Role-specific Codex plugin templates Language: Python License: MIT Stars: 257 Forks: 34 Open issues: 5 Created: 2026-06-02T16:27:24Z Pushed: 2026-06-08T20:17:31Z Default branch: main Fork: no Archived: no README: Role-Specific Plugins Role-specific plugins make Codex easier to customize for a team's day-to-day work. These templates package domain-specific skills, connector bindings, and starter assets so teams can adapt Codex for roles like sales, data analytics, product design, and financial markets. They were built with OpenAI subject matter experts around workflows that are already helping teams move faster internally and with alpha partners. Over the coming weeks, we'll continue expanding this collection with more roles, workflows, and examples. The plugins are intended to be customized before use. Connector-backed plugins may include placeholder app and connector ids that must be replaced with ids available to the target workspace. Included Plugins | Plugin | Description | Connectors | | --- | --- | --- | | [Sales](./plugins/sales) | Prepare for meetings, follow up after calls, review pipeline, find account context, and build deal..."},"evidence_pages":[{"url":"https://github.com/openai/role-specific-plugins","final_url":"https://github.com/openai/role-specific-plugins","title":"openai/role-specific-plugins repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:41:47.166926+00:00","bytes":11437,"raw_path":"b67bc7de743c810e940fd6f5d532fc71a372a2b25faad9692f5fe27daf05e0d5.json","content_hash":"0dc8f1a848b543f5448c794c24c8a0350c9a6971364c9e49fd5386aa28e77dc7","excerpt_chars":1200,"truncated":true,"excerpt":"openai/role-specific-plugins Description: Role-specific Codex plugin templates Language: Python License: MIT Stars: 257 Forks: 34 Open issues: 5 Created: 2026-06-02T16:27:24Z Pushed: 2026-06-08T20:17:31Z Default branch: main Fork: no Archived: no README: Role-Specific Plugins Role-specific plugins make Codex easier to customize for a team's day-to-day work. These templates package domain-specific skills, connector bindings, and starter assets so teams can adapt Codex for roles like sales, data analytics, product design, and financial markets. They were built with OpenAI subject matter experts around workflows that are already helping teams move faster internally and with alpha partners. Over the coming weeks, we'll continue expanding this collection with more roles, workflows, and examples. The plugins are intended to be customized before use. Connector-backed plugins may include placeholder app and connector ids that must be replaced with ids available to the target workspace. Included Plugins | Plugin | Description | Connectors | | --- | --- | --- | | [Sales](./plugins/sales) | Prepare for meetings, follow up after calls, review pipeline, find account context, and build deal..."}],"related_signals":[{"id":"26c411d2-1675-4d85-a267-55c0a2a1b6b4","url":"https://onlylabs.fyi/signals/26c411d2-1675-4d85-a267-55c0a2a1b6b4","source_url":"https://github.com/openai/imagegencam","title":"openai/imagegencam","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-05-19T23:14:18+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"e7a21543-9852-40bb-9102-041209e64fa5","url":"https://onlylabs.fyi/signals/e7a21543-9852-40bb-9102-041209e64fa5","source_url":"https://github.com/openai/openai-cli","title":"openai/openai-cli","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-05-01T16:40:05+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"359b222c-96a1-40f5-b8d4-7a469ee9825c","url":"https://onlylabs.fyi/signals/359b222c-96a1-40f5-b8d4-7a469ee9825c","source_url":"https://github.com/openai/openai-realtime-meeting-assistant","title":"openai/openai-realtime-meeting-assistant","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-04-29T22:54:59+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"1bf8025d-8227-489e-8e04-57d8919213fc","url":"https://onlylabs.fyi/signals/1bf8025d-8227-489e-8e04-57d8919213fc","source_url":"https://github.com/openai/monitorability-evals","title":"openai/monitorability-evals","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-04-22T22:12:39+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"f61802fb-361e-4d2b-b871-57ea3a33fb22","url":"https://onlylabs.fyi/signals/f61802fb-361e-4d2b-b871-57ea3a33fb22","source_url":"https://github.com/openai/privacy-filter","title":"openai/privacy-filter","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-04-17T22:49:09+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"},{"id":"ada4c50c-a7ce-48e6-a60d-b8c6f51106d8","url":"https://onlylabs.fyi/signals/ada4c50c-a7ce-48e6-a60d-b8c6f51106d8","source_url":"https://github.com/openai/homebrew-tools","title":"openai/homebrew-tools","context":"Ruby","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-04-15T17:07:01+00:00","first_seen_at":"2026-06-05T05:42:58.317915+00:00","date_source":"source"}]}