{"schema_version":"onlylabs.public_signal.v1","title":"Groq Repo: groq/groq-api-cookbook","description":"Groq repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/6e918e3d-5dea-4e02-8efb-76b92b531904","json_url":"https://onlylabs.fyi/signals/6e918e3d-5dea-4e02-8efb-76b92b531904/signal.json","generated_at":"2026-06-11T04:10:38.826365+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/6e918e3d-5dea-4e02-8efb-76b92b531904","signal_json":"https://onlylabs.fyi/signals/6e918e3d-5dea-4e02-8efb-76b92b531904/signal.json","source":"https://github.com/groq/groq-api-cookbook","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/groq-api-cookbook (Jupyter Notebook). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo groq/groq-api-cookbook · language Jupyter Notebook. 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/groq-api-cookbook","source_host":"github.com","occurred_at":"2024-03-25T15:19:21+00:00","first_seen_at":"2026-06-05T22:32:07.605043+00:00","date_source":"source","context":"Jupyter Notebook"},"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/groq-api-cookbook","source":"source"},{"label":"Language","value":"Jupyter Notebook","source":"source"},{"label":"Stars","value":"1,371","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 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/groq-api-cookbook"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:10:38.826365+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/6e918e3d-5dea-4e02-8efb-76b92b531904/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/6e918e3d-5dea-4e02-8efb-76b92b531904/signal.json","required":true},{"label":"source","url":"https://github.com/groq/groq-api-cookbook","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/groq-api-cookbook\" for neocloud strategy."},"semantic_triples":[{"subject":"Groq","predicate":"published repo","object":"groq/groq-api-cookbook","text":"Groq published repo groq/groq-api-cookbook."},{"subject":"groq/groq-api-cookbook","predicate":"is classified as","object":"repo signal","text":"groq/groq-api-cookbook is classified as repo signal."},{"subject":"groq/groq-api-cookbook","predicate":"belongs to","object":"repos desk","text":"groq/groq-api-cookbook belongs to repos desk."},{"subject":"groq/groq-api-cookbook","predicate":"has context","object":"Jupyter Notebook","text":"groq/groq-api-cookbook has context Jupyter Notebook."},{"subject":"groq/groq-api-cookbook","predicate":"has evidence coverage","object":"1 captured evidence page","text":"groq/groq-api-cookbook has evidence coverage 1 captured evidence page."},{"subject":"groq/groq-api-cookbook","predicate":"has captured page count","object":"1","text":"groq/groq-api-cookbook has captured page count 1."},{"subject":"groq/groq-api-cookbook","predicate":"has readable page count","object":"1","text":"groq/groq-api-cookbook has readable page count 1."},{"subject":"groq/groq-api-cookbook","predicate":"has related signal count","object":"6","text":"groq/groq-api-cookbook has related signal count 6."},{"subject":"groq/groq-api-cookbook","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/groq-api-cookbook 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/groq-api-cookbook","predicate":"has source host","object":"github.com","text":"groq/groq-api-cookbook has source host github.com."},{"subject":"groq/groq-api-cookbook","predicate":"has lab","object":"Groq","text":"groq/groq-api-cookbook has lab Groq."},{"subject":"groq/groq-api-cookbook","predicate":"has signal desk","object":"repos","text":"groq/groq-api-cookbook has signal desk repos."},{"subject":"groq/groq-api-cookbook","predicate":"has source host","object":"github.com","text":"groq/groq-api-cookbook has source host github.com."},{"subject":"groq/groq-api-cookbook","predicate":"has repository","object":"groq/groq-api-cookbook","text":"groq/groq-api-cookbook has repository groq/groq-api-cookbook."},{"subject":"groq/groq-api-cookbook","predicate":"has language","object":"Jupyter Notebook","text":"groq/groq-api-cookbook has language Jupyter Notebook."},{"subject":"groq/groq-api-cookbook","predicate":"has stars","object":"1,371","text":"groq/groq-api-cookbook has stars 1,371."},{"subject":"groq/groq-api-cookbook","predicate":"has watch term","object":"Eval methodology","text":"groq/groq-api-cookbook has watch term Eval methodology."},{"subject":"groq/groq-api-cookbook","predicate":"has watch term","object":"Data pipeline","text":"groq/groq-api-cookbook has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"Groq published groq/groq-api-cookbook (Jupyter Notebook). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo groq/groq-api-cookbook · language Jupyter Notebook. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Groq","predicate":"published repo","object":"groq/groq-api-cookbook","text":"Groq published repo groq/groq-api-cookbook."},{"subject":"groq/groq-api-cookbook","predicate":"is classified as","object":"repo signal","text":"groq/groq-api-cookbook is classified as repo signal."},{"subject":"groq/groq-api-cookbook","predicate":"belongs to","object":"repos desk","text":"groq/groq-api-cookbook belongs to repos desk."},{"subject":"groq/groq-api-cookbook","predicate":"has context","object":"Jupyter Notebook","text":"groq/groq-api-cookbook has context Jupyter Notebook."},{"subject":"groq/groq-api-cookbook","predicate":"has evidence coverage","object":"1 captured evidence page","text":"groq/groq-api-cookbook has evidence coverage 1 captured evidence page."}]},"signal":{"id":"6e918e3d-5dea-4e02-8efb-76b92b531904","url":"https://onlylabs.fyi/signals/6e918e3d-5dea-4e02-8efb-76b92b531904","json_url":"https://onlylabs.fyi/signals/6e918e3d-5dea-4e02-8efb-76b92b531904/signal.json","source_url":"https://github.com/groq/groq-api-cookbook","title":"groq/groq-api-cookbook","summary":"Groq published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"groq","name":"Groq","category":"neocloud"},"occurred_at":"2024-03-25T15:19:21+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/groq-api-cookbook"]},"facets":{"repo":"groq/groq-api-cookbook","language":"Jupyter Notebook"},"traction":{"github_stars":1371,"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/groq-api-cookbook","final_url":"https://github.com/groq/groq-api-cookbook","title":"groq/groq-api-cookbook repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:38.826365+00:00","bytes":18192,"raw_path":"5d3279cd2c33da741b92aba8a397f4e2f620b6bc6aa9248fe8332a6eaa261730.json","content_hash":"195573b13a783c6e7deb13509a60510733e9f967d3630dd61fee63666f327bd4","excerpt_chars":1200,"truncated":true,"excerpt":"groq/groq-api-cookbook Description: groq-api-cookbook Language: Jupyter Notebook Stars: 1371 Forks: 290 Open issues: 10 Created: 2024-03-25T15:19:21Z Pushed: 2025-11-25T17:18:30Z Default branch: main Fork: no Archived: no README:
Getting started This repository contains a collection of tutorials, sample code, and guidelines for accomplishing tasks with Groq API. To run these examples, you'll need a Groq API key that you can get for free by creating an account [here](https://console.groq.com/). Are you ready to cook? 🚀 Tutorials 01. Getting Started & Quickstart - [Groq Quickstart Conversational Chatbot](/tutorials/01-quickstart/groq-quickstart-conversational-chatbot): Build your first conversational chatbot with Groq. - [Chat History Management](/tutorials/01-quickstart/chat-history): Learn how to manage..."},"evidence_pages":[{"url":"https://github.com/groq/groq-api-cookbook","final_url":"https://github.com/groq/groq-api-cookbook","title":"groq/groq-api-cookbook repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:38.826365+00:00","bytes":18192,"raw_path":"5d3279cd2c33da741b92aba8a397f4e2f620b6bc6aa9248fe8332a6eaa261730.json","content_hash":"195573b13a783c6e7deb13509a60510733e9f967d3630dd61fee63666f327bd4","excerpt_chars":1200,"truncated":true,"excerpt":"groq/groq-api-cookbook Description: groq-api-cookbook Language: Jupyter Notebook Stars: 1371 Forks: 290 Open issues: 10 Created: 2024-03-25T15:19:21Z Pushed: 2025-11-25T17:18:30Z Default branch: main Fork: no Archived: no README:
Getting started This repository contains a collection of tutorials, sample code, and guidelines for accomplishing tasks with Groq API. To run these examples, you'll need a Groq API key that you can get for free by creating an account [here](https://console.groq.com/). Are you ready to cook? 🚀 Tutorials 01. Getting Started & Quickstart - [Groq Quickstart Conversational Chatbot](/tutorials/01-quickstart/groq-quickstart-conversational-chatbot): Build your first conversational chatbot with Groq. - [Chat History Management](/tutorials/01-quickstart/chat-history): Learn how to manage..."}],"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":"69d7ff0d-2de1-49fe-81d1-372b6989745c","url":"https://onlylabs.fyi/signals/69d7ff0d-2de1-49fe-81d1-372b6989745c","source_url":"https://github.com/groq/openbench-cyber","title":"groq/openbench-cyber","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"},{"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"}]}
![\"Groq](\"images/groq-logo.png\"){kind=logo}