{"schema_version":"onlylabs.public_signal.v1","title":"DigitalOcean (GradientAI) Repo: digitalocean/template-flask-app","description":"DigitalOcean (GradientAI) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/6f5bc17a-d404-4bd6-884f-9f052feaa70c","json_url":"https://onlylabs.fyi/signals/6f5bc17a-d404-4bd6-884f-9f052feaa70c/signal.json","generated_at":"2026-06-11T04:08:16.146235+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/6f5bc17a-d404-4bd6-884f-9f052feaa70c","signal_json":"https://onlylabs.fyi/signals/6f5bc17a-d404-4bd6-884f-9f052feaa70c/signal.json","source":"https://github.com/digitalocean/template-flask-app","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/template-flask-app (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo digitalocean/template-flask-app · language Python · Low traction template repo. 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/template-flask-app","source_host":"github.com","occurred_at":"2025-04-30T10:34:55+00:00","first_seen_at":"2026-06-05T22:32:20.223218+00:00","date_source":"source","context":"Python"},"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/template-flask-app","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"2","source":"traction"},{"label":"Notability","value":"Low traction template repo","source":"signal"},{"label":"Watch term","value":"Infrastructure","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/template-flask-app"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:08:16.146235+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/6f5bc17a-d404-4bd6-884f-9f052feaa70c/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/6f5bc17a-d404-4bd6-884f-9f052feaa70c/signal.json","required":true},{"label":"source","url":"https://github.com/digitalocean/template-flask-app","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/template-flask-app\" for neocloud strategy."},"semantic_triples":[{"subject":"DigitalOcean (GradientAI)","predicate":"published repo","object":"digitalocean/template-flask-app","text":"DigitalOcean (GradientAI) published repo digitalocean/template-flask-app."},{"subject":"digitalocean/template-flask-app","predicate":"is classified as","object":"repo signal","text":"digitalocean/template-flask-app is classified as repo signal."},{"subject":"digitalocean/template-flask-app","predicate":"belongs to","object":"repos desk","text":"digitalocean/template-flask-app belongs to repos desk."},{"subject":"digitalocean/template-flask-app","predicate":"has context","object":"Python","text":"digitalocean/template-flask-app has context Python."},{"subject":"digitalocean/template-flask-app","predicate":"has evidence coverage","object":"1 captured evidence page","text":"digitalocean/template-flask-app has evidence coverage 1 captured evidence page."},{"subject":"digitalocean/template-flask-app","predicate":"has captured page count","object":"1","text":"digitalocean/template-flask-app has captured page count 1."},{"subject":"digitalocean/template-flask-app","predicate":"has readable page count","object":"1","text":"digitalocean/template-flask-app has readable page count 1."},{"subject":"digitalocean/template-flask-app","predicate":"has related signal count","object":"6","text":"digitalocean/template-flask-app has related signal count 6."},{"subject":"digitalocean/template-flask-app","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/template-flask-app 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/template-flask-app","predicate":"has source host","object":"github.com","text":"digitalocean/template-flask-app has source host github.com."},{"subject":"digitalocean/template-flask-app","predicate":"has lab","object":"DigitalOcean (GradientAI)","text":"digitalocean/template-flask-app has lab DigitalOcean (GradientAI)."},{"subject":"digitalocean/template-flask-app","predicate":"has signal desk","object":"repos","text":"digitalocean/template-flask-app has signal desk repos."},{"subject":"digitalocean/template-flask-app","predicate":"has source host","object":"github.com","text":"digitalocean/template-flask-app has source host github.com."},{"subject":"digitalocean/template-flask-app","predicate":"has repository","object":"digitalocean/template-flask-app","text":"digitalocean/template-flask-app has repository digitalocean/template-flask-app."},{"subject":"digitalocean/template-flask-app","predicate":"has language","object":"Python","text":"digitalocean/template-flask-app has language Python."},{"subject":"digitalocean/template-flask-app","predicate":"has stars","object":"2","text":"digitalocean/template-flask-app has stars 2."},{"subject":"digitalocean/template-flask-app","predicate":"has notability","object":"Low traction template repo","text":"digitalocean/template-flask-app has notability Low traction template repo."},{"subject":"digitalocean/template-flask-app","predicate":"has watch term","object":"Infrastructure","text":"digitalocean/template-flask-app has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"DigitalOcean (GradientAI) published digitalocean/template-flask-app (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo digitalocean/template-flask-app · language Python · Low traction template repo. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"DigitalOcean (GradientAI)","predicate":"published repo","object":"digitalocean/template-flask-app","text":"DigitalOcean (GradientAI) published repo digitalocean/template-flask-app."},{"subject":"digitalocean/template-flask-app","predicate":"is classified as","object":"repo signal","text":"digitalocean/template-flask-app is classified as repo signal."},{"subject":"digitalocean/template-flask-app","predicate":"belongs to","object":"repos desk","text":"digitalocean/template-flask-app belongs to repos desk."},{"subject":"digitalocean/template-flask-app","predicate":"has context","object":"Python","text":"digitalocean/template-flask-app has context Python."},{"subject":"digitalocean/template-flask-app","predicate":"has evidence coverage","object":"1 captured evidence page","text":"digitalocean/template-flask-app has evidence coverage 1 captured evidence page."}]},"signal":{"id":"6f5bc17a-d404-4bd6-884f-9f052feaa70c","url":"https://onlylabs.fyi/signals/6f5bc17a-d404-4bd6-884f-9f052feaa70c","json_url":"https://onlylabs.fyi/signals/6f5bc17a-d404-4bd6-884f-9f052feaa70c/signal.json","source_url":"https://github.com/digitalocean/template-flask-app","title":"digitalocean/template-flask-app","summary":"DigitalOcean (GradientAI) 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":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2025-04-30T10:34:55+00:00","first_seen_at":"2026-06-05T22:32:20.223218+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/template-flask-app"]},"facets":{"repo":"digitalocean/template-flask-app","language":"Python"},"traction":{"github_stars":2,"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/digitalocean/template-flask-app","final_url":"https://github.com/digitalocean/template-flask-app","title":"digitalocean/template-flask-app repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:08:16.146235+00:00","bytes":9720,"raw_path":"6ee699f6e1feb77f867bf127baaaf0aa62725c0ffda3944b7c8699cce453d2d8.json","content_hash":"d4791cf2c18b81bc35f7ee8593453fbf368ce4ca45960e0ce4c2e5a64cb9eb79","excerpt_chars":1200,"truncated":true,"excerpt":"digitalocean/template-flask-app Language: Python License: Apache-2.0 Stars: 2 Forks: 1 Open issues: 1 Created: 2025-04-30T10:34:55Z Pushed: 2026-01-09T14:24:10Z Default branch: main Fork: no Archived: no README: Get Started with Flask + ValKey This is a template for simple Flask API demonstrating integration with DigitalOcean Managed ValKey for caching and task queues. **Note**: Following these steps may result in charges for the use of DigitalOcean services. Requirements * You need a DigitalOcean account. If you do not already have one, first [sign up](https://cloud.digitalocean.com/registrations/new). * You need to have a running Valkey DB instance. If you do not already have one, you can [create Valkey Cluster](https://docs.digitalocean.com/products/databases/valkey/how-to/create/) on DigitalOcean Deploying the App Click this button to deploy the app to the DigitalOcean App Platform. If you are not logged in, you will be prompted to log in with your DigitalOcean account. [![Deploy to DigitalOcean](https://www.deploytodo.com/do-btn-blue.svg)](https://cloud.digitalocean.com/apps/new?repo=https://github.com/digitalocean/template-flask-app/tree/main) Learn More To learn more about..."},"evidence_pages":[{"url":"https://github.com/digitalocean/template-flask-app","final_url":"https://github.com/digitalocean/template-flask-app","title":"digitalocean/template-flask-app repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:08:16.146235+00:00","bytes":9720,"raw_path":"6ee699f6e1feb77f867bf127baaaf0aa62725c0ffda3944b7c8699cce453d2d8.json","content_hash":"d4791cf2c18b81bc35f7ee8593453fbf368ce4ca45960e0ce4c2e5a64cb9eb79","excerpt_chars":1200,"truncated":true,"excerpt":"digitalocean/template-flask-app Language: Python License: Apache-2.0 Stars: 2 Forks: 1 Open issues: 1 Created: 2025-04-30T10:34:55Z Pushed: 2026-01-09T14:24:10Z Default branch: main Fork: no Archived: no README: Get Started with Flask + ValKey This is a template for simple Flask API demonstrating integration with DigitalOcean Managed ValKey for caching and task queues. **Note**: Following these steps may result in charges for the use of DigitalOcean services. Requirements * You need a DigitalOcean account. If you do not already have one, first [sign up](https://cloud.digitalocean.com/registrations/new). * You need to have a running Valkey DB instance. If you do not already have one, you can [create Valkey Cluster](https://docs.digitalocean.com/products/databases/valkey/how-to/create/) on DigitalOcean Deploying the App Click this button to deploy the app to the DigitalOcean App Platform. If you are not logged in, you will be prompted to log in with your DigitalOcean account. [![Deploy to DigitalOcean](https://www.deploytodo.com/do-btn-blue.svg)](https://cloud.digitalocean.com/apps/new?repo=https://github.com/digitalocean/template-flask-app/tree/main) Learn More To learn more about..."}],"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"}]}