{"schema_version":"onlylabs.public_signal.v1","title":"Groq Fork: groq/marge-bot","description":"Groq fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/8ef611ff-a861-46d8-8135-709c195bf46a","json_url":"https://onlylabs.fyi/signals/8ef611ff-a861-46d8-8135-709c195bf46a/signal.json","generated_at":"2026-06-11T04:19:35.586625+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/8ef611ff-a861-46d8-8135-709c195bf46a","signal_json":"https://onlylabs.fyi/signals/8ef611ff-a861-46d8-8135-709c195bf46a/signal.json","source":"https://github.com/groq/marge-bot","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":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Groq forked groq/marge-bot (forked from bsima/marge-bot). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo groq/marge-bot · parent bsima/marge-bot. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/groq/marge-bot","source_host":"github.com","occurred_at":"2019-11-06T17:43:28+00:00","first_seen_at":"2026-06-05T22:32:07.605043+00:00","date_source":"source","context":"forked from bsima/marge-bot"},"context_markers":[{"label":"Lab","value":"Groq","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"groq/marge-bot","source":"source"},{"label":"Parent","value":"bsima/marge-bot","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"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/marge-bot"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:19:35.586625+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/8ef611ff-a861-46d8-8135-709c195bf46a/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":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","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","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/8ef611ff-a861-46d8-8135-709c195bf46a/signal.json","required":true},{"label":"source","url":"https://github.com/groq/marge-bot","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":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","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 fork signal \"groq/marge-bot\" for neocloud strategy."},"semantic_triples":[{"subject":"Groq","predicate":"forked","object":"groq/marge-bot","text":"Groq forked groq/marge-bot."},{"subject":"groq/marge-bot","predicate":"is classified as","object":"fork signal","text":"groq/marge-bot is classified as fork signal."},{"subject":"groq/marge-bot","predicate":"belongs to","object":"forks desk","text":"groq/marge-bot belongs to forks desk."},{"subject":"groq/marge-bot","predicate":"has context","object":"forked from bsima/marge-bot","text":"groq/marge-bot has context forked from bsima/marge-bot."},{"subject":"groq/marge-bot","predicate":"has evidence coverage","object":"1 captured evidence page","text":"groq/marge-bot has evidence coverage 1 captured evidence page."},{"subject":"groq/marge-bot","predicate":"has captured page count","object":"1","text":"groq/marge-bot has captured page count 1."},{"subject":"groq/marge-bot","predicate":"has readable page count","object":"1","text":"groq/marge-bot has readable page count 1."},{"subject":"groq/marge-bot","predicate":"has related signal count","object":"6","text":"groq/marge-bot has related signal count 6."},{"subject":"groq/marge-bot","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":"groq/marge-bot 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":"groq/marge-bot","predicate":"has source host","object":"github.com","text":"groq/marge-bot has source host github.com."},{"subject":"groq/marge-bot","predicate":"has lab","object":"Groq","text":"groq/marge-bot has lab Groq."},{"subject":"groq/marge-bot","predicate":"has signal desk","object":"forks","text":"groq/marge-bot has signal desk forks."},{"subject":"groq/marge-bot","predicate":"has source host","object":"github.com","text":"groq/marge-bot has source host github.com."},{"subject":"groq/marge-bot","predicate":"has repository","object":"groq/marge-bot","text":"groq/marge-bot has repository groq/marge-bot."},{"subject":"groq/marge-bot","predicate":"has parent","object":"bsima/marge-bot","text":"groq/marge-bot has parent bsima/marge-bot."},{"subject":"groq/marge-bot","predicate":"has stars","object":"1","text":"groq/marge-bot has stars 1."},{"subject":"groq/marge-bot","predicate":"has watch term","object":"Agents and tool use","text":"groq/marge-bot has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"forks","answer":"Groq forked groq/marge-bot (forked from bsima/marge-bot). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo groq/marge-bot · parent bsima/marge-bot. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Groq","predicate":"forked","object":"groq/marge-bot","text":"Groq forked groq/marge-bot."},{"subject":"groq/marge-bot","predicate":"is classified as","object":"fork signal","text":"groq/marge-bot is classified as fork signal."},{"subject":"groq/marge-bot","predicate":"belongs to","object":"forks desk","text":"groq/marge-bot belongs to forks desk."},{"subject":"groq/marge-bot","predicate":"has context","object":"forked from bsima/marge-bot","text":"groq/marge-bot has context forked from bsima/marge-bot."},{"subject":"groq/marge-bot","predicate":"has evidence coverage","object":"1 captured evidence page","text":"groq/marge-bot has evidence coverage 1 captured evidence page."}]},"signal":{"id":"8ef611ff-a861-46d8-8135-709c195bf46a","url":"https://onlylabs.fyi/signals/8ef611ff-a861-46d8-8135-709c195bf46a","json_url":"https://onlylabs.fyi/signals/8ef611ff-a861-46d8-8135-709c195bf46a/signal.json","source_url":"https://github.com/groq/marge-bot","title":"groq/marge-bot","summary":"Groq forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from bsima/marge-bot","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"groq","name":"Groq","category":"neocloud"},"occurred_at":"2019-11-06T17:43:28+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/marge-bot"]},"facets":{"repo":"groq/marge-bot","parent":"bsima/marge-bot"},"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/marge-bot","final_url":"https://github.com/groq/marge-bot","title":"groq/marge-bot repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:19:35.586625+00:00","bytes":42913,"raw_path":"90fe9a7cffc1ccfe68afa92caa8bec4cf137553afb31e5c32fa0a8c94488123e.json","content_hash":"c8248116b34dda894f14bd229aaee496fb101f510d5bc3841a9c298940bc9846","excerpt_chars":1200,"truncated":true,"excerpt":"groq/marge-bot Language: Python License: BSD-3-Clause Stars: 1 Forks: 3 Open issues: 0 Created: 2019-11-06T17:43:28Z Pushed: 2022-07-07T23:56:33Z Default branch: master Fork: yes Parent repository: bsima/marge-bot Archived: yes README: [![build status](https://travis-ci.org/smarkets/marge-bot.png?branch=master)](https://travis-ci.org/smarkets/marge-bot) Marge-bot Marge-bot is a merge-bot for GitLab that, beside other goodies, implements [the Not Rocket Science Rule Of Software Engineering:](http://graydon2.dreamwidth.org/1597.html) > automatically maintain a repository of code that always passes all the tests. — Graydon Hoare, main author of Rust This simple rule of thumb is still nowadays surprisingly difficult to implement with the state-of-the-art tools, and more so in a way that scales with team size (also see our [blog post](https://smarketshq.com/marge-bot-for-gitlab-keeps-master-always-green-6070e9d248df)). Take, for instance, GitHub's well-known [pull-request workflow](https://help.github.com/categories/collaborating-with-issues-and-pull-requests). Here, CI needs to pass on the branch before the pull request can be accepted but after that, the branch is immediately merged..."},"evidence_pages":[{"url":"https://github.com/groq/marge-bot","final_url":"https://github.com/groq/marge-bot","title":"groq/marge-bot repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:19:35.586625+00:00","bytes":42913,"raw_path":"90fe9a7cffc1ccfe68afa92caa8bec4cf137553afb31e5c32fa0a8c94488123e.json","content_hash":"c8248116b34dda894f14bd229aaee496fb101f510d5bc3841a9c298940bc9846","excerpt_chars":1200,"truncated":true,"excerpt":"groq/marge-bot Language: Python License: BSD-3-Clause Stars: 1 Forks: 3 Open issues: 0 Created: 2019-11-06T17:43:28Z Pushed: 2022-07-07T23:56:33Z Default branch: master Fork: yes Parent repository: bsima/marge-bot Archived: yes README: [![build status](https://travis-ci.org/smarkets/marge-bot.png?branch=master)](https://travis-ci.org/smarkets/marge-bot) Marge-bot Marge-bot is a merge-bot for GitLab that, beside other goodies, implements [the Not Rocket Science Rule Of Software Engineering:](http://graydon2.dreamwidth.org/1597.html) > automatically maintain a repository of code that always passes all the tests. — Graydon Hoare, main author of Rust This simple rule of thumb is still nowadays surprisingly difficult to implement with the state-of-the-art tools, and more so in a way that scales with team size (also see our [blog post](https://smarketshq.com/marge-bot-for-gitlab-keeps-master-always-green-6070e9d248df)). Take, for instance, GitHub's well-known [pull-request workflow](https://help.github.com/categories/collaborating-with-issues-and-pull-requests). Here, CI needs to pass on the branch before the pull request can be accepted but after that, the branch is immediately merged..."}],"related_signals":[{"id":"030dacbc-2dfb-4aed-8289-ce67e63e4a73","url":"https://onlylabs.fyi/signals/030dacbc-2dfb-4aed-8289-ce67e63e4a73","source_url":"https://github.com/groq/opentelemetry-collector-contrib","title":"groq/opentelemetry-collector-contrib","context":"forked from open-telemetry/opentelemetry-collector-contrib","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"groq","name":"Groq","category":"neocloud"},"occurred_at":"2025-08-13T16:50:52+00:00","first_seen_at":"2026-06-05T22:32:07.605043+00:00","date_source":"source"},{"id":"e86ab1e8-9d3d-43bf-81f7-3321fb5a5131","url":"https://onlylabs.fyi/signals/e86ab1e8-9d3d-43bf-81f7-3321fb5a5131","source_url":"https://github.com/groq/harbor","title":"groq/harbor","context":"forked from goharbor/harbor","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"groq","name":"Groq","category":"neocloud"},"occurred_at":"2025-07-04T14:54:18+00:00","first_seen_at":"2026-06-05T22:32:07.605043+00:00","date_source":"source"},{"id":"555c7c26-090c-4fff-9cb1-85d48ef930b3","url":"https://onlylabs.fyi/signals/555c7c26-090c-4fff-9cb1-85d48ef930b3","source_url":"https://github.com/groq/dbt_artifacts","title":"groq/dbt_artifacts","context":"forked from brooklyn-data/dbt_artifacts","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"groq","name":"Groq","category":"neocloud"},"occurred_at":"2025-06-04T01:06:06+00:00","first_seen_at":"2026-06-05T22:32:07.605043+00:00","date_source":"source"},{"id":"5f2d22d0-b3ab-4110-857a-578dec7c81c4","url":"https://onlylabs.fyi/signals/5f2d22d0-b3ab-4110-857a-578dec7c81c4","source_url":"https://github.com/groq/pint","title":"groq/pint","context":"forked from cloudflare/pint","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"groq","name":"Groq","category":"neocloud"},"occurred_at":"2025-05-12T17:35:39+00:00","first_seen_at":"2026-06-05T22:32:07.605043+00:00","date_source":"source"},{"id":"efb66b85-fb27-4d83-b4f5-17b024687b86","url":"https://onlylabs.fyi/signals/efb66b85-fb27-4d83-b4f5-17b024687b86","source_url":"https://github.com/groq/snmp_exporter","title":"groq/snmp_exporter","context":"forked from prometheus/snmp_exporter","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"groq","name":"Groq","category":"neocloud"},"occurred_at":"2025-03-03T22:28:17+00:00","first_seen_at":"2026-06-05T22:32:07.605043+00:00","date_source":"source"},{"id":"62b14c37-71df-470a-aea8-056732e3a251","url":"https://onlylabs.fyi/signals/62b14c37-71df-470a-aea8-056732e3a251","source_url":"https://github.com/groq/tree-sitter-nix","title":"groq/tree-sitter-nix","context":"forked from nix-community/tree-sitter-nix","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"groq","name":"Groq","category":"neocloud"},"occurred_at":"2025-02-20T02:13:15+00:00","first_seen_at":"2026-06-05T22:32:07.605043+00:00","date_source":"source"}]}