# onlylabs

> Agent-collected intelligence desk for frontier AI labs, with future desks for neolabs, neoclouds, and AI-native data companies.

onlylabs tracks public signals that answer what AI organizations are hiring for, forking, releasing, publishing, and talking about. Prefer the JSON and RSS endpoints below when crawling; they are structured for agents and search engines.

## Priority crawl order

- Start with `/frontier.json` for the current frontier-lab intelligence index.
- Use `/pulse.json` for the current real-time answer, `/briefing.json` for the daily market answer, then `/frontier.json` for the category index.
- Use `/signals.json`, `/models.json`, `/opportunities.json`, `/data-radar.json`, `/workbench.json`, and `/agents.json` for current-window answer-pack JSON exports.
- Use `/frontier/feed.xml` and topic RSS feeds for freshness.
- Use `/sitemap.xml` for complete signal detail and signal JSON URL discovery; current-window indexes intentionally stay compact.
- Use lab dossier JSON agent_handoff, signal detail answer packs, and analysis evidence JSON links from the indexes before scraping rendered HTML.
- Treat `/api/*` routes as operator endpoints, not public crawl targets.

## Core endpoints

- [Home](https://onlylabs.fyi/): Frontier desk UI and latest signal terminal.
- [Global signal feed](https://onlylabs.fyi/feed.xml): All tracked lab RSS feed over contextified signal pages.
- [Pulse JSON](https://onlylabs.fyi/pulse.json): Real-time frontier-lab pulse with answer_pack, first-seen signal windows, desk latest signals, source health, and agent handoff links.
- [Signals JSON](https://onlylabs.fyi/signals.json): Structured current-window frontier-lab signal export with feed-level answer_pack, agent_handoff, desk counts, leaders, and data-business lane matches. Use sitemap for complete signal detail URL discovery.
- [Workbench JSON](https://onlylabs.fyi/workbench.json): Analyst workbench export with signal rows, source health, queue state, analysis metadata, and route links.
- [Models JSON](https://onlylabs.fyi/models.json): Structured frontier-lab model release desk with answer_pack, Hugging Face facets, launch posts, traction, and stable signal URLs.
- [Briefing JSON](https://onlylabs.fyi/briefing.json): Today-in-frontier-labs briefing with answer_pack, topic summaries, signal desks, and data-business handoff URLs.
- [Agents JSON](https://onlylabs.fyi/agents.json): Agent operations manifest with answer_pack, operations_handoff, DeepSeek/deepagents provenance, dispatch plan, queue state, signal_triage targets, and the analysis run receipt contract.
- [Coverage JSON](https://onlylabs.fyi/coverage.json): Tracked organizations, source health, and stable dossier links.
- [DB snapshot JSON](https://onlylabs.fyi/db/snapshot.json): Redacted public database snapshot used by the DB explorer and ERD tools; `/api/*` remains operator-only.
- [Sitemap](https://onlylabs.fyi/sitemap.xml): HTML, JSON, RSS, analysis, lab, and signal URL discovery.

## Category intelligence

### Frontier intelligence

- [HTML](https://onlylabs.fyi/frontier): A cross-lab desk for what frontier AI labs are shipping, hiring for, forking, publishing, and talking about. Each dossier rolls raw signals into cited agent analysis.
- [JSON](https://onlylabs.fyi/frontier.json): Agent-synthesized intelligence over frontier AI lab public signals: models, releases, repos, forks, research posts, hiring, and web context. Includes a category-level answer_pack and answer_pack.agent_handoff for crawlers and downstream agents.
- [RSS](https://onlylabs.fyi/frontier/feed.xml): Real-time category signal feed over contextified signal pages.

### Neolab intelligence

- [HTML](https://onlylabs.fyi/neolabs): A dense desk for emerging AI labs: what they are hiring for, releasing, forking, publishing, and accumulating as evidence for future analysis.
- [JSON](https://onlylabs.fyi/neolabs.json): Agent-ready public signal intelligence over emerging AI labs: releases, repos, forks, research posts, hiring, and web context. Includes a category-level answer_pack and answer_pack.agent_handoff for crawlers and downstream agents.
- [RSS](https://onlylabs.fyi/neolabs/feed.xml): Real-time category signal feed over contextified signal pages.

### Neocloud intelligence

- [HTML](https://onlylabs.fyi/neoclouds): A dense desk for AI and GPU cloud providers: hiring, releases, infrastructure repos, market discussion, and the public context around capacity buildout.
- [JSON](https://onlylabs.fyi/neoclouds.json): Public signal intelligence over AI and GPU cloud providers: hiring, releases, repositories, forks, posts, and web context. Includes a category-level answer_pack and answer_pack.agent_handoff for crawlers and downstream agents.
- [RSS](https://onlylabs.fyi/neoclouds/feed.xml): Real-time category signal feed over contextified signal pages.

### Neo data intelligence

- [HTML](https://onlylabs.fyi/neodata): A future desk for AI-native data companies: hiring, releases, datasets, tooling, customer signals, and the public context around data infrastructure.
- [JSON](https://onlylabs.fyi/neodata.json): Public signal intelligence over AI-native data companies: hiring, releases, repositories, posts, and web context. Includes a category-level answer_pack and answer_pack.agent_handoff for crawlers and downstream agents.
- [RSS](https://onlylabs.fyi/neodata/feed.xml): Real-time category signal feed over contextified signal pages.

## Topic desks

### Hiring signals

- [HTML](https://onlylabs.fyi/topics/hiring): Where are frontier labs hiring, and what does that imply?
- [Signals JSON](https://onlylabs.fyi/topics/hiring/signals.json): Topic-scoped frontier-lab signal export with brief.agent_handoff, analysis guide, and answer_pack.
- [RSS](https://onlylabs.fyi/topics/hiring/feed.xml): Topic-scoped frontier-lab RSS feed.
- [Neolab intelligence HTML](https://onlylabs.fyi/topics/hiring?category=neolab): Where are frontier labs hiring, and what does that imply? Scoped to neolab intelligence.
- [Neolab intelligence Signals JSON](https://onlylabs.fyi/topics/hiring/signals.json?category=neolab): Topic-scoped neolab intelligence signal export.
- [Neolab intelligence RSS](https://onlylabs.fyi/topics/hiring/feed.xml?category=neolab): Topic-scoped neolab intelligence RSS feed.
- [Neocloud intelligence HTML](https://onlylabs.fyi/topics/hiring?category=neocloud): Where are frontier labs hiring, and what does that imply? Scoped to neocloud intelligence.
- [Neocloud intelligence Signals JSON](https://onlylabs.fyi/topics/hiring/signals.json?category=neocloud): Topic-scoped neocloud intelligence signal export.
- [Neocloud intelligence RSS](https://onlylabs.fyi/topics/hiring/feed.xml?category=neocloud): Topic-scoped neocloud intelligence RSS feed.
- [Neo data intelligence HTML](https://onlylabs.fyi/topics/hiring?category=neodata): Where are frontier labs hiring, and what does that imply? Scoped to neo data intelligence.
- [Neo data intelligence Signals JSON](https://onlylabs.fyi/topics/hiring/signals.json?category=neodata): Topic-scoped neo data intelligence signal export.
- [Neo data intelligence RSS](https://onlylabs.fyi/topics/hiring/feed.xml?category=neodata): Topic-scoped neo data intelligence RSS feed.

### Fork signals

- [HTML](https://onlylabs.fyi/topics/forks): What are frontier labs forking, depending on, or inspecting?
- [Signals JSON](https://onlylabs.fyi/topics/forks/signals.json): Topic-scoped frontier-lab signal export with brief.agent_handoff, analysis guide, and answer_pack.
- [RSS](https://onlylabs.fyi/topics/forks/feed.xml): Topic-scoped frontier-lab RSS feed.
- [Neolab intelligence HTML](https://onlylabs.fyi/topics/forks?category=neolab): What are frontier labs forking, depending on, or inspecting? Scoped to neolab intelligence.
- [Neolab intelligence Signals JSON](https://onlylabs.fyi/topics/forks/signals.json?category=neolab): Topic-scoped neolab intelligence signal export.
- [Neolab intelligence RSS](https://onlylabs.fyi/topics/forks/feed.xml?category=neolab): Topic-scoped neolab intelligence RSS feed.
- [Neocloud intelligence HTML](https://onlylabs.fyi/topics/forks?category=neocloud): What are frontier labs forking, depending on, or inspecting? Scoped to neocloud intelligence.
- [Neocloud intelligence Signals JSON](https://onlylabs.fyi/topics/forks/signals.json?category=neocloud): Topic-scoped neocloud intelligence signal export.
- [Neocloud intelligence RSS](https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud): Topic-scoped neocloud intelligence RSS feed.
- [Neo data intelligence HTML](https://onlylabs.fyi/topics/forks?category=neodata): What are frontier labs forking, depending on, or inspecting? Scoped to neo data intelligence.
- [Neo data intelligence Signals JSON](https://onlylabs.fyi/topics/forks/signals.json?category=neodata): Topic-scoped neo data intelligence signal export.
- [Neo data intelligence RSS](https://onlylabs.fyi/topics/forks/feed.xml?category=neodata): Topic-scoped neo data intelligence RSS feed.

### Release signals

- [HTML](https://onlylabs.fyi/topics/releases): What are frontier labs shipping right now?
- [Signals JSON](https://onlylabs.fyi/topics/releases/signals.json): Topic-scoped frontier-lab signal export with brief.agent_handoff, analysis guide, and answer_pack.
- [RSS](https://onlylabs.fyi/topics/releases/feed.xml): Topic-scoped frontier-lab RSS feed.
- [Neolab intelligence HTML](https://onlylabs.fyi/topics/releases?category=neolab): What are frontier labs shipping right now? Scoped to neolab intelligence.
- [Neolab intelligence Signals JSON](https://onlylabs.fyi/topics/releases/signals.json?category=neolab): Topic-scoped neolab intelligence signal export.
- [Neolab intelligence RSS](https://onlylabs.fyi/topics/releases/feed.xml?category=neolab): Topic-scoped neolab intelligence RSS feed.
- [Neocloud intelligence HTML](https://onlylabs.fyi/topics/releases?category=neocloud): What are frontier labs shipping right now? Scoped to neocloud intelligence.
- [Neocloud intelligence Signals JSON](https://onlylabs.fyi/topics/releases/signals.json?category=neocloud): Topic-scoped neocloud intelligence signal export.
- [Neocloud intelligence RSS](https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud): Topic-scoped neocloud intelligence RSS feed.
- [Neo data intelligence HTML](https://onlylabs.fyi/topics/releases?category=neodata): What are frontier labs shipping right now? Scoped to neo data intelligence.
- [Neo data intelligence Signals JSON](https://onlylabs.fyi/topics/releases/signals.json?category=neodata): Topic-scoped neo data intelligence signal export.
- [Neo data intelligence RSS](https://onlylabs.fyi/topics/releases/feed.xml?category=neodata): Topic-scoped neo data intelligence RSS feed.

### Talking signals

- [HTML](https://onlylabs.fyi/topics/talking): What are frontier labs talking about publicly?
- [Signals JSON](https://onlylabs.fyi/topics/talking/signals.json): Topic-scoped frontier-lab signal export with brief.agent_handoff, analysis guide, and answer_pack.
- [RSS](https://onlylabs.fyi/topics/talking/feed.xml): Topic-scoped frontier-lab RSS feed.
- [Neolab intelligence HTML](https://onlylabs.fyi/topics/talking?category=neolab): What are frontier labs talking about publicly? Scoped to neolab intelligence.
- [Neolab intelligence Signals JSON](https://onlylabs.fyi/topics/talking/signals.json?category=neolab): Topic-scoped neolab intelligence signal export.
- [Neolab intelligence RSS](https://onlylabs.fyi/topics/talking/feed.xml?category=neolab): Topic-scoped neolab intelligence RSS feed.
- [Neocloud intelligence HTML](https://onlylabs.fyi/topics/talking?category=neocloud): What are frontier labs talking about publicly? Scoped to neocloud intelligence.
- [Neocloud intelligence Signals JSON](https://onlylabs.fyi/topics/talking/signals.json?category=neocloud): Topic-scoped neocloud intelligence signal export.
- [Neocloud intelligence RSS](https://onlylabs.fyi/topics/talking/feed.xml?category=neocloud): Topic-scoped neocloud intelligence RSS feed.
- [Neo data intelligence HTML](https://onlylabs.fyi/topics/talking?category=neodata): What are frontier labs talking about publicly? Scoped to neo data intelligence.
- [Neo data intelligence Signals JSON](https://onlylabs.fyi/topics/talking/signals.json?category=neodata): Topic-scoped neo data intelligence signal export.
- [Neo data intelligence RSS](https://onlylabs.fyi/topics/talking/feed.xml?category=neodata): Topic-scoped neo data intelligence RSS feed.

## Data-business endpoints

- [Data radar](https://onlylabs.fyi/data-radar): Dense HTML radar for frontier-lab data, evals, infra, safety, and product demand.
- [Data radar JSON](https://onlylabs.fyi/data-radar.json): Structured data-business radar with lane JSON links and deterministic data-business classification.
- [Opportunities](https://onlylabs.fyi/opportunities): Ranked account queue for data-business opportunities.
- [Opportunities JSON](https://onlylabs.fyi/opportunities.json): Agent-ready account opportunities with answer_pack, per-account agent_handoff, dossier/evidence/signal JSON links, lane pressure, and handoff questions.

## Answer-pack contract

- Prefer `answer_pack.answer` for the short natural-language answer to a route-level question.
- Use `answer_pack.semantic_triples` for crawler-friendly subject/predicate/object facts.
- Use `answer_pack.signal_desks` for hiring, forks, releases, talking, and repos counts when present.
- Use `answer_pack.agent_handoff` on category intelligence JSON for market-level objectives, source requirements, output fields, priority accounts, and category analysis-agent commands.
- Use `answer_pack.agent_handoff` on signal feed JSON for feed-level triage objectives, signal detail JSON targets, source requirements, output fields, and analysis-agent refresh commands.
- Use `answer_pack.release_desks` on `/models.json` for model cards, launch posts, params, downloads, licenses, and base-model coverage.
- Use `answer_pack.agent_triage` on signal feeds and `/agents.json` for the ranked signal-level inspection queue.
- Use `answer_pack.operations_handoff` on `/agents.json` for the safe scrape, capture, signal-inspection, and analysis runner order.
- Use `answer_pack.analysis_playbook` on signal detail JSON for source-only extraction questions and output fields.
- Use `agent_handoff` on lab dossier JSON for per-lab analysis objectives, recommended actions, source requirements, output fields, commands, and evidence refs.
- Use `brief.agent_handoff` on topic signal JSON for topic-level objectives, source requirements, output fields, and stable runner URLs.
- Use `opportunities[].agent_handoff` on `/opportunities.json` for account-level data-business objectives, source requirements, output fields, and evidence refs.
- Use `dispatch_plan.run_receipt_contract` on `/agents.json` to understand protected analysis-agent dry-run and write receipts.
- Use `answer_pack.leaders`, `answer_pack.top_account`, `answer_pack.top_topics`, or `answer_pack.next_actions` for ranked follow-up targets.
- Use `answer_pack.data_business` or `answer_pack.data_business_handoff` to connect frontier-lab signals to data-business opportunities.

## URL templates

- Lab dossier HTML: `https://onlylabs.fyi/labs/{org_slug}`
- Lab dossier JSON: `https://onlylabs.fyi/labs/{org_slug}/dossier.json`
- Analysis HTML: `https://onlylabs.fyi/analysis/{org_slug}`
- Analysis JSON: `https://onlylabs.fyi/analysis/{org_slug}/analysis.json`
- Analysis evidence JSON: `https://onlylabs.fyi/analysis/{org_slug}/evidence.json`
- Signal detail HTML: `https://onlylabs.fyi/signals/{signal_id}`
- Signal detail JSON: `https://onlylabs.fyi/signals/{signal_id}/signal.json` includes `answer_pack` with source context, evidence coverage, category-aware analysis playbooks, and agent handoff links. Frontier-lab signals may include data-business lanes.

## Notes for agents

- Public JSON exports do not require authentication.
- RSS feeds are for freshness; JSON exports are better for complete structured context.
- Signal pages contain context sentences and source links for search-friendly snippets.
- Deep analysis provenance appears under `provider`, `model`, `workflow`, and `agent` fields in JSON exports.
- Current default analysis model is DeepSeek `deepseek-v4-pro` through the deepagents workflow when provenance is present.