{"schema_version":"onlylabs.public_signal.v1","title":"DigitalOcean (GradientAI) Repo: digitalocean/mars-competitor-pulse","description":"DigitalOcean (GradientAI) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/1eb61f76-36ab-4da7-9755-9510f9093dfc","json_url":"https://onlylabs.fyi/signals/1eb61f76-36ab-4da7-9755-9510f9093dfc/signal.json","generated_at":"2026-10-12T19:55:57.320Z","evidence_latest_fetched_at":"2026-09-17T07:03:16.610667+00:00","signal_first_seen_at":"2026-09-17T07:00:37.691219+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/1eb61f76-36ab-4da7-9755-9510f9093dfc","signal_json":"https://onlylabs.fyi/signals/1eb61f76-36ab-4da7-9755-9510f9093dfc/signal.json","source":"https://github.com/digitalocean/mars-competitor-pulse","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/mars-competitor-pulse (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/mars-competitor-pulse · 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/digitalocean/mars-competitor-pulse","source_host":"github.com","occurred_at":"2026-09-16T20:02:23+00:00","first_seen_at":"2026-09-17T07:00:37.691219+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/mars-competitor-pulse","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Watch term","value":"RL environments","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/digitalocean/mars-competitor-pulse"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-09-17T07:03:16.610667+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/1eb61f76-36ab-4da7-9755-9510f9093dfc/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/1eb61f76-36ab-4da7-9755-9510f9093dfc/signal.json","required":true},{"label":"source","url":"https://github.com/digitalocean/mars-competitor-pulse","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/mars-competitor-pulse\" for neocloud strategy."},"semantic_triples":[{"subject":"DigitalOcean (GradientAI)","predicate":"published repo","object":"digitalocean/mars-competitor-pulse","text":"DigitalOcean (GradientAI) published repo digitalocean/mars-competitor-pulse."},{"subject":"digitalocean/mars-competitor-pulse","predicate":"is classified as","object":"repo signal","text":"digitalocean/mars-competitor-pulse is classified as repo signal."},{"subject":"digitalocean/mars-competitor-pulse","predicate":"belongs to","object":"repos desk","text":"digitalocean/mars-competitor-pulse belongs to repos desk."},{"subject":"digitalocean/mars-competitor-pulse","predicate":"has context","object":"Python","text":"digitalocean/mars-competitor-pulse has context Python."},{"subject":"digitalocean/mars-competitor-pulse","predicate":"has evidence coverage","object":"1 captured evidence page","text":"digitalocean/mars-competitor-pulse has evidence coverage 1 captured evidence page."},{"subject":"digitalocean/mars-competitor-pulse","predicate":"has captured page count","object":"1","text":"digitalocean/mars-competitor-pulse has captured page count 1."},{"subject":"digitalocean/mars-competitor-pulse","predicate":"has readable page count","object":"1","text":"digitalocean/mars-competitor-pulse has readable page count 1."},{"subject":"digitalocean/mars-competitor-pulse","predicate":"has related signal count","object":"6","text":"digitalocean/mars-competitor-pulse has related signal count 6."},{"subject":"digitalocean/mars-competitor-pulse","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/mars-competitor-pulse 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/mars-competitor-pulse","predicate":"has source host","object":"github.com","text":"digitalocean/mars-competitor-pulse has source host github.com."},{"subject":"digitalocean/mars-competitor-pulse","predicate":"has lab","object":"DigitalOcean (GradientAI)","text":"digitalocean/mars-competitor-pulse has lab DigitalOcean (GradientAI)."},{"subject":"digitalocean/mars-competitor-pulse","predicate":"has signal desk","object":"repos","text":"digitalocean/mars-competitor-pulse has signal desk repos."},{"subject":"digitalocean/mars-competitor-pulse","predicate":"has source host","object":"github.com","text":"digitalocean/mars-competitor-pulse has source host github.com."},{"subject":"digitalocean/mars-competitor-pulse","predicate":"has repository","object":"digitalocean/mars-competitor-pulse","text":"digitalocean/mars-competitor-pulse has repository digitalocean/mars-competitor-pulse."},{"subject":"digitalocean/mars-competitor-pulse","predicate":"has language","object":"Python","text":"digitalocean/mars-competitor-pulse has language Python."},{"subject":"digitalocean/mars-competitor-pulse","predicate":"has watch term","object":"RL environments","text":"digitalocean/mars-competitor-pulse has watch term RL environments."},{"subject":"digitalocean/mars-competitor-pulse","predicate":"has watch term","object":"Infrastructure","text":"digitalocean/mars-competitor-pulse has watch term Infrastructure."},{"subject":"digitalocean/mars-competitor-pulse","predicate":"has watch term","object":"Agents and tool use","text":"digitalocean/mars-competitor-pulse has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"repos","answer":"DigitalOcean (GradientAI) published digitalocean/mars-competitor-pulse (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/mars-competitor-pulse · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"DigitalOcean (GradientAI)","predicate":"published repo","object":"digitalocean/mars-competitor-pulse","text":"DigitalOcean (GradientAI) published repo digitalocean/mars-competitor-pulse."},{"subject":"digitalocean/mars-competitor-pulse","predicate":"is classified as","object":"repo signal","text":"digitalocean/mars-competitor-pulse is classified as repo signal."},{"subject":"digitalocean/mars-competitor-pulse","predicate":"belongs to","object":"repos desk","text":"digitalocean/mars-competitor-pulse belongs to repos desk."},{"subject":"digitalocean/mars-competitor-pulse","predicate":"has context","object":"Python","text":"digitalocean/mars-competitor-pulse has context Python."},{"subject":"digitalocean/mars-competitor-pulse","predicate":"has evidence coverage","object":"1 captured evidence page","text":"digitalocean/mars-competitor-pulse has evidence coverage 1 captured evidence page."}]},"signal":{"id":"1eb61f76-36ab-4da7-9755-9510f9093dfc","url":"https://onlylabs.fyi/signals/1eb61f76-36ab-4da7-9755-9510f9093dfc","json_url":"https://onlylabs.fyi/signals/1eb61f76-36ab-4da7-9755-9510f9093dfc/signal.json","source_url":"https://github.com/digitalocean/mars-competitor-pulse","title":"digitalocean/mars-competitor-pulse","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":"2026-09-16T20:02:23+00:00","first_seen_at":"2026-09-17T07:00:37.691219+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/mars-competitor-pulse"]},"facets":{"repo":"digitalocean/mars-competitor-pulse","language":"Python"},"traction":{"github_stars":0,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/digitalocean/mars-competitor-pulse","final_url":"https://github.com/digitalocean/mars-competitor-pulse","title":"digitalocean/mars-competitor-pulse repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-09-17T07:03:16.610667+00:00","bytes":13316,"raw_path":"f0c3a915c89d53c268198aecbd67be91ff0085365ed2af1befed9adea4757f5c.json","content_hash":"c3491cc875568d3caee5ff636fd1430a0c3252ad543a904f2e4cf07e29d23522","excerpt_chars":1200,"truncated":true,"excerpt":"digitalocean/mars-competitor-pulse Language: Python License: MIT Stars: 0 Forks: 0 Open issues: 1 Created: 2026-09-16T20:02:23Z Pushed: 2026-09-16T20:51:16Z Default branch: main Fork: no Archived: no README: Competitor Pulse Watchlist → public-web fetch modules → baseline diff → counterposition brief → ask before notify. LangGraph agent shaped for DigitalOcean MARS (Managed Agents / Harness Runtime). What it does - Loads a competitor watchlist (name + public URLs per module) - Gathers site / pricing / changelog / careers snapshots (fixtures offline; optional public HTTP when `ALLOW_NET=1`) - Diffs against workspace/fixture baseline JSON and marks `material` - Drafts a counterposition brief + notify draft - Stops for human approval before notify when notify is requested and changes are material What it does not (v1) - Auto-notify or send real Slack/email (act stubs `notify_id` only) - Competitor logins, signup identity, or scrape behind login - Churn winback / marketplace / desktop-bot branding - Presenting Approve when the diff is empty or notify is disabled Run flow ``` intake → plan → gather → analyze → draft → **ask** → act → report ``` **Ask is skipped** when the diff is empty..."},"evidence_pages":[],"related_signals":[{"id":"a619c731-5b1e-4ab6-9664-aff99dedf761","url":"https://onlylabs.fyi/signals/a619c731-5b1e-4ab6-9664-aff99dedf761","source_url":"https://github.com/digitalocean/crewai-ohr-e2e-fixture","title":"digitalocean/crewai-ohr-e2e-fixture","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-09-21T07:57:55+00:00","first_seen_at":"2026-09-22T07:00:35.455936+00:00","date_source":"source"},{"id":"f4367535-f5e9-42e9-a754-26ced927acf9","url":"https://onlylabs.fyi/signals/f4367535-f5e9-42e9-a754-26ced927acf9","source_url":"https://github.com/digitalocean/marketplace-agents","title":"digitalocean/marketplace-agents","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-09-16T19:39:07+00:00","first_seen_at":"2026-09-17T07:00:37.691219+00:00","date_source":"source"},{"id":"688fc9e3-29e0-4142-be37-8be82eeeb0ff","url":"https://onlylabs.fyi/signals/688fc9e3-29e0-4142-be37-8be82eeeb0ff","source_url":"https://github.com/digitalocean/action-gateway-skill","title":"digitalocean/action-gateway-skill","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-09-12T09:16:23+00:00","first_seen_at":"2026-09-13T07:00:36.752069+00:00","date_source":"source"},{"id":"6b1c7535-7e45-424f-8ff8-9ed984d1ef33","url":"https://onlylabs.fyi/signals/6b1c7535-7e45-424f-8ff8-9ed984d1ef33","source_url":"https://github.com/digitalocean/action-gateway-skill","title":"digitalocean/action-gateway-skill","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-09-06T19:36:51+00:00","first_seen_at":"2026-09-12T07:00:35.264203+00:00","date_source":"source"},{"id":"9a6257ba-e0f6-4d1f-91cf-edddc577d0c5","url":"https://onlylabs.fyi/signals/9a6257ba-e0f6-4d1f-91cf-edddc577d0c5","source_url":"https://github.com/digitalocean/handy-fleet-packaging","title":"digitalocean/handy-fleet-packaging","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-08-19T17:02:03+00:00","first_seen_at":"2026-08-20T07:00:37.030558+00:00","date_source":"source"},{"id":"29b483ca-0aa9-4c7b-a082-3b49c993581a","url":"https://onlylabs.fyi/signals/29b483ca-0aa9-4c7b-a082-3b49c993581a","source_url":"https://github.com/digitalocean/dorate_testing","title":"digitalocean/dorate_testing","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-08-10T21:18:11+00:00","first_seen_at":"2026-08-11T07:00:36.55047+00:00","date_source":"source"}]}