{"schema_version":"onlylabs.public_signal.v1","title":"DigitalOcean (GradientAI) Repo: digitalocean/doctl","description":"DigitalOcean (GradientAI) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/6b1ebe49-7114-4ed8-820e-4cba3e14abb4","json_url":"https://onlylabs.fyi/signals/6b1ebe49-7114-4ed8-820e-4cba3e14abb4/signal.json","generated_at":"2026-06-11T04:07:23.501595+00:00","org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/digitalocean","dossier_json_url":"https://onlylabs.fyi/labs/digitalocean/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/6b1ebe49-7114-4ed8-820e-4cba3e14abb4","signal_json":"https://onlylabs.fyi/signals/6b1ebe49-7114-4ed8-820e-4cba3e14abb4/signal.json","source":"https://github.com/digitalocean/doctl","lab_dossier":"https://onlylabs.fyi/labs/digitalocean","lab_dossier_json":"https://onlylabs.fyi/labs/digitalocean/dossier.json","analysis":"https://onlylabs.fyi/analysis/digitalocean","analysis_json":"https://onlylabs.fyi/analysis/digitalocean/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/digitalocean/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":"DigitalOcean (GradientAI) published digitalocean/doctl (Go). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo digitalocean/doctl · language Go. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/digitalocean/doctl","source_host":"github.com","occurred_at":"2015-05-29T21:24:39+00:00","first_seen_at":"2026-06-06T01:50:00.327763+00:00","date_source":"source","context":"Go"},"context_markers":[{"label":"Lab","value":"DigitalOcean (GradientAI)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"digitalocean/doctl","source":"source"},{"label":"Language","value":"Go","source":"source"},{"label":"Stars","value":"3,427","source":"traction"},{"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/digitalocean/doctl"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:07:23.501595+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/6b1ebe49-7114-4ed8-820e-4cba3e14abb4/signal.json","dossier_json":"https://onlylabs.fyi/labs/digitalocean/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/digitalocean/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/digitalocean/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/6b1ebe49-7114-4ed8-820e-4cba3e14abb4/signal.json","required":true},{"label":"source","url":"https://github.com/digitalocean/doctl","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/digitalocean/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/digitalocean/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 DigitalOcean (GradientAI)'s repo signal \"digitalocean/doctl\" for neocloud strategy."},"semantic_triples":[{"subject":"DigitalOcean (GradientAI)","predicate":"published repo","object":"digitalocean/doctl","text":"DigitalOcean (GradientAI) published repo digitalocean/doctl."},{"subject":"digitalocean/doctl","predicate":"is classified as","object":"repo signal","text":"digitalocean/doctl is classified as repo signal."},{"subject":"digitalocean/doctl","predicate":"belongs to","object":"repos desk","text":"digitalocean/doctl belongs to repos desk."},{"subject":"digitalocean/doctl","predicate":"has context","object":"Go","text":"digitalocean/doctl has context Go."},{"subject":"digitalocean/doctl","predicate":"has evidence coverage","object":"1 captured evidence page","text":"digitalocean/doctl has evidence coverage 1 captured evidence page."},{"subject":"digitalocean/doctl","predicate":"has captured page count","object":"1","text":"digitalocean/doctl has captured page count 1."},{"subject":"digitalocean/doctl","predicate":"has readable page count","object":"1","text":"digitalocean/doctl has readable page count 1."},{"subject":"digitalocean/doctl","predicate":"has related signal count","object":"6","text":"digitalocean/doctl has related signal count 6."},{"subject":"digitalocean/doctl","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":"digitalocean/doctl 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":"digitalocean/doctl","predicate":"has source host","object":"github.com","text":"digitalocean/doctl has source host github.com."},{"subject":"digitalocean/doctl","predicate":"has lab","object":"DigitalOcean (GradientAI)","text":"digitalocean/doctl has lab DigitalOcean (GradientAI)."},{"subject":"digitalocean/doctl","predicate":"has signal desk","object":"repos","text":"digitalocean/doctl has signal desk repos."},{"subject":"digitalocean/doctl","predicate":"has source host","object":"github.com","text":"digitalocean/doctl has source host github.com."},{"subject":"digitalocean/doctl","predicate":"has repository","object":"digitalocean/doctl","text":"digitalocean/doctl has repository digitalocean/doctl."},{"subject":"digitalocean/doctl","predicate":"has language","object":"Go","text":"digitalocean/doctl has language Go."},{"subject":"digitalocean/doctl","predicate":"has stars","object":"3,427","text":"digitalocean/doctl has stars 3,427."},{"subject":"digitalocean/doctl","predicate":"has watch term","object":"Infrastructure","text":"digitalocean/doctl has watch term Infrastructure."},{"subject":"digitalocean/doctl","predicate":"has watch term","object":"Agents and tool use","text":"digitalocean/doctl has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"repos","answer":"DigitalOcean (GradientAI) published digitalocean/doctl (Go). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo digitalocean/doctl · language Go. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"DigitalOcean (GradientAI)","predicate":"published repo","object":"digitalocean/doctl","text":"DigitalOcean (GradientAI) published repo digitalocean/doctl."},{"subject":"digitalocean/doctl","predicate":"is classified as","object":"repo signal","text":"digitalocean/doctl is classified as repo signal."},{"subject":"digitalocean/doctl","predicate":"belongs to","object":"repos desk","text":"digitalocean/doctl belongs to repos desk."},{"subject":"digitalocean/doctl","predicate":"has context","object":"Go","text":"digitalocean/doctl has context Go."},{"subject":"digitalocean/doctl","predicate":"has evidence coverage","object":"1 captured evidence page","text":"digitalocean/doctl has evidence coverage 1 captured evidence page."}]},"signal":{"id":"6b1ebe49-7114-4ed8-820e-4cba3e14abb4","url":"https://onlylabs.fyi/signals/6b1ebe49-7114-4ed8-820e-4cba3e14abb4","json_url":"https://onlylabs.fyi/signals/6b1ebe49-7114-4ed8-820e-4cba3e14abb4/signal.json","source_url":"https://github.com/digitalocean/doctl","title":"digitalocean/doctl","summary":"DigitalOcean (GradientAI) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2015-05-29T21:24:39+00:00","first_seen_at":"2026-06-06T01:50:00.327763+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/digitalocean/doctl"]},"facets":{"repo":"digitalocean/doctl","language":"Go"},"traction":{"github_stars":3427,"hn_points":2,"hn_comments":0,"hn_story_id":"12279849","hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/digitalocean/doctl","final_url":"https://github.com/digitalocean/doctl","title":"digitalocean/doctl repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:07:23.501595+00:00","bytes":25388,"raw_path":"1646e6c6c8df53f19834aa87e961cff79402c5e50e39899ae7e1cccfeec57f2e.json","content_hash":"33f8568aee0280c0c8df5fd46f384cbd769e27cdc435970c0ae3b8fad7802258","excerpt_chars":1200,"truncated":true,"excerpt":"digitalocean/doctl Description: The official command line interface for the DigitalOcean API. Language: Go License: Apache-2.0 Stars: 3427 Forks: 463 Open issues: 136 Created: 2015-05-29T21:24:39Z Pushed: 2026-06-10T12:41:56Z Default branch: main Fork: no Archived: no README:

doctl

\"The

\"Build \"GoDoc\" \"Go

``` doctl is a command-line interface (CLI) for the DigitalOcean API. Usage: doctl [command] Available Commands: 1-click Display commands that pertain to 1-click applications account Display commands..."},"evidence_pages":[{"url":"https://github.com/digitalocean/doctl","final_url":"https://github.com/digitalocean/doctl","title":"digitalocean/doctl repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:07:23.501595+00:00","bytes":25388,"raw_path":"1646e6c6c8df53f19834aa87e961cff79402c5e50e39899ae7e1cccfeec57f2e.json","content_hash":"33f8568aee0280c0c8df5fd46f384cbd769e27cdc435970c0ae3b8fad7802258","excerpt_chars":1200,"truncated":true,"excerpt":"digitalocean/doctl Description: The official command line interface for the DigitalOcean API. Language: Go License: Apache-2.0 Stars: 3427 Forks: 463 Open issues: 136 Created: 2015-05-29T21:24:39Z Pushed: 2026-06-10T12:41:56Z Default branch: main Fork: no Archived: no README:

doctl

\"The

\"Build \"GoDoc\" \"Go

``` doctl is a command-line interface (CLI) for the DigitalOcean API. Usage: doctl [command] Available Commands: 1-click Display commands that pertain to 1-click applications account Display commands..."}],"related_signals":[{"id":"7cf603e5-7aaa-443e-8792-566af123b670","url":"https://onlylabs.fyi/signals/7cf603e5-7aaa-443e-8792-566af123b670","source_url":"https://github.com/digitalocean/New-App-Management-UXNext","title":"digitalocean/New-App-Management-UXNext","context":"HTML","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-04-15T14:45:12+00:00","first_seen_at":"2026-06-05T22:32:20.223218+00:00","date_source":"source"},{"id":"98a9cadb-d9fd-4be9-84e5-bcd301db368d","url":"https://onlylabs.fyi/signals/98a9cadb-d9fd-4be9-84e5-bcd301db368d","source_url":"https://github.com/digitalocean/AI-Assistant-Entry-Point-UXNext","title":"digitalocean/AI-Assistant-Entry-Point-UXNext","context":"HTML","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-04-14T22:54:33+00:00","first_seen_at":"2026-06-05T22:32:20.223218+00:00","date_source":"source"},{"id":"67ed6cab-63e2-4154-8525-ce7b6eb69b8a","url":"https://onlylabs.fyi/signals/67ed6cab-63e2-4154-8525-ce7b6eb69b8a","source_url":"https://github.com/digitalocean/AI-Assistant-Intent-Platform-UXNext","title":"digitalocean/AI-Assistant-Intent-Platform-UXNext","context":"HTML","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-04-12T15:23:07+00:00","first_seen_at":"2026-06-05T22:32:20.223218+00:00","date_source":"source"},{"id":"ec768c0c-e594-419a-97a8-c39531ee204a","url":"https://onlylabs.fyi/signals/ec768c0c-e594-419a-97a8-c39531ee204a","source_url":"https://github.com/digitalocean/Onboarding_Q2_2026_Proposal_UXNext","title":"digitalocean/Onboarding_Q2_2026_Proposal_UXNext","context":"HTML","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-04-12T14:43:57+00:00","first_seen_at":"2026-06-05T22:32:20.223218+00:00","date_source":"source"},{"id":"2fa362ee-ee05-4f79-bf80-98b589661076","url":"https://onlylabs.fyi/signals/2fa362ee-ee05-4f79-bf80-98b589661076","source_url":"https://github.com/digitalocean/ShellPort","title":"digitalocean/ShellPort","context":"JavaScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-03-26T19:30:33+00:00","first_seen_at":"2026-06-05T22:32:20.223218+00:00","date_source":"source"},{"id":"eae0d662-1749-4d8f-ac54-eece907fe398","url":"https://onlylabs.fyi/signals/eae0d662-1749-4d8f-ac54-eece907fe398","source_url":"https://github.com/digitalocean/do-obsd","title":"digitalocean/do-obsd","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-03-26T01:37:24+00:00","first_seen_at":"2026-06-05T22:32:20.223218+00:00","date_source":"source"}]}