{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Repo: openai/swarm","description":"OpenAI repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/380fc1ca-7ff5-4dfe-99da-42272d683942","json_url":"https://onlylabs.fyi/signals/380fc1ca-7ff5-4dfe-99da-42272d683942/signal.json","generated_at":"2026-06-11T04:02:10.59668+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/380fc1ca-7ff5-4dfe-99da-42272d683942","signal_json":"https://onlylabs.fyi/signals/380fc1ca-7ff5-4dfe-99da-42272d683942/signal.json","source":"https://github.com/openai/swarm","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/swarm (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/swarm · language Python. 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/swarm","source_host":"github.com","occurred_at":"2024-02-22T20:53:54+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/swarm","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"21,610","source":"traction"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Agents 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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/380fc1ca-7ff5-4dfe-99da-42272d683942/signal.json","required":true},{"label":"source","url":"https://github.com/openai/swarm","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/swarm\" for frontier lab strategy."},"semantic_triples":[{"subject":"OpenAI","predicate":"published repo","object":"openai/swarm","text":"OpenAI published repo openai/swarm."},{"subject":"openai/swarm","predicate":"is classified as","object":"repo signal","text":"openai/swarm is classified as repo signal."},{"subject":"openai/swarm","predicate":"belongs to","object":"repos desk","text":"openai/swarm belongs to repos desk."},{"subject":"openai/swarm","predicate":"has context","object":"Python","text":"openai/swarm has context Python."},{"subject":"openai/swarm","predicate":"has evidence coverage","object":"1 captured evidence page","text":"openai/swarm has evidence coverage 1 captured evidence page."},{"subject":"openai/swarm","predicate":"has captured page count","object":"1","text":"openai/swarm has captured page count 1."},{"subject":"openai/swarm","predicate":"has readable page count","object":"1","text":"openai/swarm has readable page count 1."},{"subject":"openai/swarm","predicate":"has related signal count","object":"6","text":"openai/swarm has related signal count 6."},{"subject":"openai/swarm","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/swarm 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/swarm","predicate":"has source host","object":"github.com","text":"openai/swarm has source host github.com."},{"subject":"openai/swarm","predicate":"has lab","object":"OpenAI","text":"openai/swarm has lab OpenAI."},{"subject":"openai/swarm","predicate":"has signal desk","object":"repos","text":"openai/swarm has signal desk repos."},{"subject":"openai/swarm","predicate":"has source host","object":"github.com","text":"openai/swarm has source host github.com."},{"subject":"openai/swarm","predicate":"has repository","object":"openai/swarm","text":"openai/swarm has repository openai/swarm."},{"subject":"openai/swarm","predicate":"has language","object":"Python","text":"openai/swarm has language Python."},{"subject":"openai/swarm","predicate":"has stars","object":"21,610","text":"openai/swarm has stars 21,610."},{"subject":"openai/swarm","predicate":"has watch term","object":"Eval methodology","text":"openai/swarm has watch term Eval methodology."},{"subject":"openai/swarm","predicate":"has watch term","object":"Data pipeline","text":"openai/swarm has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"OpenAI published openai/swarm (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/swarm · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"OpenAI","predicate":"published repo","object":"openai/swarm","text":"OpenAI published repo openai/swarm."},{"subject":"openai/swarm","predicate":"is classified as","object":"repo signal","text":"openai/swarm is classified as repo signal."},{"subject":"openai/swarm","predicate":"belongs to","object":"repos desk","text":"openai/swarm belongs to repos desk."},{"subject":"openai/swarm","predicate":"has context","object":"Python","text":"openai/swarm has context Python."},{"subject":"openai/swarm","predicate":"has evidence coverage","object":"1 captured evidence page","text":"openai/swarm has evidence coverage 1 captured evidence page."}]},"signal":{"id":"380fc1ca-7ff5-4dfe-99da-42272d683942","url":"https://onlylabs.fyi/signals/380fc1ca-7ff5-4dfe-99da-42272d683942","json_url":"https://onlylabs.fyi/signals/380fc1ca-7ff5-4dfe-99da-42272d683942/signal.json","source_url":"https://github.com/openai/swarm","title":"openai/swarm","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":"2024-02-22T20:53:54+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/swarm"]},"facets":{"repo":"openai/swarm","language":"Python"},"traction":{"github_stars":21610,"hn_points":258,"hn_comments":106,"hn_story_id":"41815173","hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/openai/swarm","final_url":"https://github.com/openai/swarm","title":"openai/swarm repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:02:10.59668+00:00","bytes":22221,"raw_path":"eca37678e973eb38a0a9505647475f5e1708a56899c0f2cdcc1e923d187875bd.json","content_hash":"4baa8f258565531f49dc110665e6e56ef11a941f16ff44b6da35cf0625ba575e","excerpt_chars":1200,"truncated":true,"excerpt":"openai/swarm Description: Educational framework exploring ergonomic, lightweight multi-agent orchestration. Managed by OpenAI Solution team. Language: Python License: MIT Stars: 21610 Forks: 2303 Open issues: 31 Created: 2024-02-22T20:53:54Z Pushed: 2026-04-15T17:10:28Z Default branch: main Fork: no Archived: no README: ![Swarm Logo](assets/logo.png) Swarm (experimental, educational) > [!IMPORTANT] > Swarm is now replaced by the [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), which is a production-ready evolution of Swarm. The Agents SDK features key improvements and will be actively maintained by the OpenAI team. > > We recommend migrating to the Agents SDK for all production use cases. Install Requires Python 3.10+ ```shell pip install git+ssh://git@github.com/openai/swarm.git ``` or ```shell pip install git+https://github.com/openai/swarm.git ``` Usage ```python from swarm import Swarm, Agent client = Swarm() def transfer_to_agent_b(): return agent_b agent_a = Agent( name=\"Agent A\", instructions=\"You are a helpful agent.\", functions=[transfer_to_agent_b], ) agent_b = Agent( name=\"Agent B\", instructions=\"Only speak in Haikus.\", ) response = client.run(..."},"evidence_pages":[{"url":"https://github.com/openai/swarm","final_url":"https://github.com/openai/swarm","title":"openai/swarm repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:02:10.59668+00:00","bytes":22221,"raw_path":"eca37678e973eb38a0a9505647475f5e1708a56899c0f2cdcc1e923d187875bd.json","content_hash":"4baa8f258565531f49dc110665e6e56ef11a941f16ff44b6da35cf0625ba575e","excerpt_chars":1200,"truncated":true,"excerpt":"openai/swarm Description: Educational framework exploring ergonomic, lightweight multi-agent orchestration. Managed by OpenAI Solution team. Language: Python License: MIT Stars: 21610 Forks: 2303 Open issues: 31 Created: 2024-02-22T20:53:54Z Pushed: 2026-04-15T17:10:28Z Default branch: main Fork: no Archived: no README: ![Swarm Logo](assets/logo.png) Swarm (experimental, educational) > [!IMPORTANT] > Swarm is now replaced by the [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), which is a production-ready evolution of Swarm. The Agents SDK features key improvements and will be actively maintained by the OpenAI team. > > We recommend migrating to the Agents SDK for all production use cases. Install Requires Python 3.10+ ```shell pip install git+ssh://git@github.com/openai/swarm.git ``` or ```shell pip install git+https://github.com/openai/swarm.git ``` Usage ```python from swarm import Swarm, Agent client = Swarm() def transfer_to_agent_b(): return agent_b agent_a = Agent( name=\"Agent A\", instructions=\"You are a helpful agent.\", functions=[transfer_to_agent_b], ) agent_b = Agent( name=\"Agent B\", instructions=\"Only speak in Haikus.\", ) response = client.run(..."}],"related_signals":[{"id":"9b55a747-c2bc-494f-a3ad-ef484503c650","url":"https://onlylabs.fyi/signals/9b55a747-c2bc-494f-a3ad-ef484503c650","source_url":"https://github.com/openai/role-specific-plugins","title":"openai/role-specific-plugins","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"},{"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"}]}