What should the onlylabs background agents do next?

Agent operations

Neocloud agent command center

Operational state for all queue states: scrape runs, source health, the analysis queue, and model provenance.

last scrape 3h55/64 sources healthy 30 analysesdeepseek · deepseek-v4-pro

Agent answer

Neocloud agent operations show 30 queued organizations in all queue states: 23 runnable analyses, 0 page-capture targets, 0 scrape-repair targets, and 7 fresh monitors. DeepSeek v4 pro via deepagents is the dominant standing analysis path across 30 generated analysis rows. 9 of 64 sources need attention. Next dispatch: run_analysis_agent for Nebius because new captured evidence is fresher than the stored analysis. Top signal inspection: Databricks (DBRX) - Unify your productivity and AI data with Lakeflow Connect with context priority.

Run now23 Needs pages0 Fresh7 No signals0 source issues9

Run now23

Nebius

npm run agent:analysis -- --url <app-url> --org <org-slug> --limit 1 --web-limit 10

Fresh7

Cerebras

Analysis queue

json →30 shown

All30 Run now23 Needs pages0 Fresh7 No signals0

Nebius — NeocloudRun now

signals 1,280 · pages 1,178 · web refs 6desks 803/13/426/0 · latest nowanalysis Jun 27Run agent

lab analysis manifest

DigitalOcean (GradientAI) — NeocloudRun now

signals 1,451 · pages 1,247 · web refs 5desks 487/38/666/136 · latest nowanalysis Jun 27Run agent

lab analysis manifest

Scaleway — NeocloudRun now

signals 1,283 · pages 1,188 · web refs 6desks 85/26/771/308 · latest nowanalysis Jun 27Run agent

lab analysis manifest

Databricks (DBRX) — NeocloudRun now

signals 3,440 · pages 3,165 · web refs 5desks 1530/44/1401/362 · latest nowanalysis Aug 10Run agent

lab analysis manifest

Fireworks AI — NeocloudRun now

signals 488 · pages 512 · web refs 0desks 60/19/109/285 · latest 1manalysis Jun 27 · sources 1Run agent

lab analysis manifest

CoreWeave — NeocloudRun now

signals 1,511 · pages 1,539 · web refs 6desks 716/84/343/329 · latest 1manalysis 4wRun agent

lab analysis manifest

Cloudflare (Workers AI) — NeocloudRun now

signals 3,832 · pages 3,865 · web refs 6desks 851/4/2590/192 · latest 1manalysis 1dRun agent

lab analysis manifest

Baseten — NeocloudRun now

signals 731 · pages 695 · web refs 6desks 176/70/154/279 · latest 7hanalysis 1dRun agent

lab analysis manifest

Snowflake (Arctic) — NeocloudRun now

signals 1,793 · pages 1,792 · web refs 4desks 878/64/362/179 · latest 23hanalysis Jun 27Run agent

lab analysis manifest

Groq — NeocloudRun now

signals 326 · pages 327 · web refs 5desks 0/14/183/102 · latest 1danalysis Jun 27Run agent

lab analysis manifest

Novita AI — NeocloudRun now

signals 127 · pages 126 · web refs 6desks 7/28/60/0 · latest 1danalysis Jun 27Run agent

lab analysis manifest

FriendliAI — NeocloudRun now

signals 164 · pages 164 · web refs 6desks 27/19/99/0 · latest 1danalysis Jun 27Run agent

lab analysis manifest

Public AI — NeocloudRun now

signals 100 · pages 100 · web refs 6desks 0/7/72/0 · latest 2danalysis Jun 27Run agent

lab analysis manifest

Together AI — NeocloudRun now

signals 722 · pages 718 · web refs 4desks 144/65/326/137 · latest 2danalysis Jun 27Run agent

lab analysis manifest

SiliconFlow — NeocloudRun now

signals 223 · pages 224 · web refs 6desks 0/98/86/0 · latest 3danalysis Jun 27Run agent

lab analysis manifest

SambaNova Systems — NeocloudRun now

signals 220 · pages 221 · web refs 5desks 94/2/77/29 · latest 3danalysis Jun 27Run agent

lab analysis manifest

DeepInfra — NeocloudRun now

signals 71 · pages 71 · web refs 6desks 0/42/16/0 · latest 4danalysis Jun 27Run agent

lab analysis manifest

Replicate — NeocloudRun now

signals 502 · pages 502 · web refs 6desks 0/18/253/124 · latest 6danalysis Jun 27 · sources 1Run agent

lab analysis manifest

Lightning AI — NeocloudRun now

signals 375 · pages 376 · web refs 6desks 86/3/249/10 · latest 1wanalysis Jun 27Run agent

lab analysis manifest

Hyperbolic — NeocloudRun now

signals 78 · pages 78 · web refs 6desks 25/2/38/0 · latest 2wanalysis Jun 27Run agent

lab analysis manifest

Makora — NeocloudRun now

signals 16 · pages 16 · web refs 5desks 0/0/10/0 · latest Aug 24analysis Jun 27Run agent

lab analysis manifest

Eigen AI — NeocloudRun now

signals 12 · pages 1 · web refs 6desks 12/0/0/0 · latest Aug 17analysis Jun 27 · sources 2Run agent

lab analysis manifest

Parasail — NeocloudRun now

signals 37 · pages 33 · web refs 6desks 8/11/14/0 · latest Jul 30analysis Jun 27 · sources 1Run agent

lab analysis manifest

Cerebras — NeocloudFresh

signals 353 · pages 354 · web refs 6desks 107/8/38/183 · latest 4danalysis 3d · sources 2Monitor

lab analysis manifest

CompactifAI (Multiverse Computing) — NeocloudFresh

signals 47 · pages 32 · web refs 4desks 42/0/0/0 · latest 4danalysis 1dMonitor

lab analysis manifest

Clarifai — NeocloudFresh

signals 387 · pages 387 · web refs 6desks 0/8/348/0 · latest 1wanalysis 1wMonitor

lab analysis manifest

Wafer — NeocloudFresh

signals 9 · pages 9 · web refs 6desks 0/3/0/0 · latest Jun 11analysis Jun 27Monitor

lab analysis manifest

StreamLake (Kuaishou) — NeocloudFresh

signals 4 · pages 4 · web refs 6desks 0/1/0/0 · latest Jun 11analysis Jun 27Monitor

lab analysis manifest

Blackbox AI — NeocloudFresh

signals 7 · pages 2 · web refs 6desks 6/0/0/0 · latest Jun 11analysis Jun 27 · sources 1Monitor

lab analysis manifest

GMI Cloud — NeocloudFresh

signals 9 · pages 1 · web refs 6desks 9/0/0/0 · latest Jun 11analysis Jun 27 · sources 1Monitor

lab analysis manifest

Org	State	Signals	Pages	Web refs	Signal desks	Latest input	Analysis	Next
Nebius — Neocloud	Run now	1,280	1,178	6	803/13/426/0	now	Jun 27	Run agent
DigitalOcean (GradientAI) — Neocloud	Run now	1,451	1,247	5	487/38/666/136	now	Jun 27	Run agent
Scaleway — Neocloud	Run now	1,283	1,188	6	85/26/771/308	now	Jun 27	Run agent
Databricks (DBRX) — Neocloud	Run now	3,440	3,165	5	1530/44/1401/362	now	Aug 10	Run agent
Fireworks AI — Neocloud	Run nowsources 1	488	512	0	60/19/109/285	1m	Jun 27	Run agent
CoreWeave — Neocloud	Run now	1,511	1,539	6	716/84/343/329	1m	4w	Run agent
Cloudflare (Workers AI) — Neocloud	Run now	3,832	3,865	6	851/4/2590/192	1m	1d	Run agent
Baseten — Neocloud	Run now	731	695	6	176/70/154/279	7h	1d	Run agent
Snowflake (Arctic) — Neocloud	Run now	1,793	1,792	4	878/64/362/179	23h	Jun 27	Run agent
Groq — Neocloud	Run now	326	327	5	0/14/183/102	1d	Jun 27	Run agent
Novita AI — Neocloud	Run now	127	126	6	7/28/60/0	1d	Jun 27	Run agent
FriendliAI — Neocloud	Run now	164	164	6	27/19/99/0	1d	Jun 27	Run agent
Public AI — Neocloud	Run now	100	100	6	0/7/72/0	2d	Jun 27	Run agent
Together AI — Neocloud	Run now	722	718	4	144/65/326/137	2d	Jun 27	Run agent
SiliconFlow — Neocloud	Run now	223	224	6	0/98/86/0	3d	Jun 27	Run agent
SambaNova Systems — Neocloud	Run now	220	221	5	94/2/77/29	3d	Jun 27	Run agent
DeepInfra — Neocloud	Run now	71	71	6	0/42/16/0	4d	Jun 27	Run agent
Replicate — Neocloud	Run nowsources 1	502	502	6	0/18/253/124	6d	Jun 27	Run agent
Lightning AI — Neocloud	Run now	375	376	6	86/3/249/10	1w	Jun 27	Run agent
Hyperbolic — Neocloud	Run now	78	78	6	25/2/38/0	2w	Jun 27	Run agent
Makora — Neocloud	Run now	16	16	5	0/0/10/0	Aug 24	Jun 27	Run agent
Eigen AI — Neocloud	Run nowsources 2	12	1	6	12/0/0/0	Aug 17	Jun 27	Run agent
Parasail — Neocloud	Run nowsources 1	37	33	6	8/11/14/0	Jul 30	Jun 27	Run agent
Cerebras — Neocloud	Freshsources 2	353	354	6	107/8/38/183	4d	3d	Monitor
CompactifAI (Multiverse Computing) — Neocloud	Fresh	47	32	4	42/0/0/0	4d	1d	Monitor
Clarifai — Neocloud	Fresh	387	387	6	0/8/348/0	1w	1w	Monitor
Wafer — Neocloud	Fresh	9	9	6	0/3/0/0	Jun 11	Jun 27	Monitor
StreamLake (Kuaishou) — Neocloud	Fresh	4	4	6	0/1/0/0	Jun 11	Jun 27	Monitor
Blackbox AI — Neocloud	Freshsources 1	7	2	6	6/0/0/0	Jun 11	Jun 27	Monitor
GMI Cloud — Neocloud	Freshsources 1	9	1	6	9/0/0/0	Jun 11	Jun 27	Monitor

Scrape runs

8 of 12snapshot

Oct 27, 2026

failed

duration 2m 10s · sources 32events 3,719 · HN 0failures 1 · google-deepmind/writing

Oct 27, 2026

failed

duration 2m 59s · sources 32events 3,809 · HN 2failures 1 · microsoft/writing

Oct 26, 2026

duration 2m 35s · sources 32events 3,816 · HN 1failures clear

Oct 26, 2026

duration 2m 41s · sources 32events 3,812 · HN 1failures clear

Oct 26, 2026

failed

duration 2m 26s · sources 32events 3,710 · HN 0failures 1 · google-deepmind/writing

Oct 26, 2026

failed

duration 2m 14s · sources 32events 3,800 · HN 0failures 1 · microsoft/writing

Oct 26, 2026

duration 46s · sources 33events 826 · HN 0failures clear

Oct 26, 2026

failed

duration 3m 49s · sources 39events 1,514 · HN 0failures 4 · cerebras/careers, google-deepmind/careers, fireworks-ai/careers

4 older runs in snapshot

Started	Dur	Run	Sources	Events	HN	Failures
Oct 27, 2026	2m 10s	failed	32	3,719	0	1 · google-deepmind/writing
Oct 27, 2026	2m 59s	failed	32	3,809	2	1 · microsoft/writing
Oct 26, 2026	2m 35s	ok	32	3,816	1	clear
Oct 26, 2026	2m 41s	ok	32	3,812	1	clear
Oct 26, 2026	2m 26s	failed	32	3,710	0	1 · google-deepmind/writing
Oct 26, 2026	2m 14s	failed	32	3,800	0	1 · microsoft/writing
Oct 26, 2026	46s	ok	33	826	0	clear
Oct 26, 2026	3m 49s	failed	39	1,514	0	4 · cerebras/careers, google-deepmind/careers, fireworks-ai/careers
4 older runs in snapshot

Source health

55 ok · 2 dead · 3 stale · 4 emptycoverage →

Cerebras — Neoclouddead

channel Careers · last event Jun 23probe failed: Error: greenhouse cerebrassystems: 404

Org	Channel	Status	Last event	Detail
Cerebras — Neocloud	Careers	dead	Jun 23	probe failed: Error: greenhouse cerebrassystems: 404
Fireworks AI — Neocloud	Careers	dead	Jul 31	probe failed: Error: greenhouse fireworksai: 404
Blackbox AI — Neocloud	GitHub	stale	Dec 29	newest event is older than 365d (channel github)
Cerebras — Neocloud	Models	stale	Feb 25	newest event is older than 180d (channel models)
Replicate — Neocloud	Writing	stale	Apr 15	newest event is older than 90d (channel writing)
Eigen AI — Neocloud	Careers	empty	Jun 10	no events observed
Eigen AI — Neocloud	GitHub	empty	—	no events observed
GMI Cloud — Neocloud	GitHub	empty	—	no events observed
Parasail — Neocloud	Careers	empty	May 5	no events observed
Baseten — Neocloud	Careers	ok	3d	100 event(s), newest 2026-10-23T19:16:40.018Z
Baseten — Neocloud	GitHub	ok	3d	150 event(s), newest 2026-10-23T21:39:44Z
Baseten — Neocloud	Writing	ok	9h	180 event(s), newest 2026-10-26T21:23:55.000Z
Cerebras — Neocloud	GitHub	ok	3w	29 event(s), newest 2026-10-05T19:17:02Z
Cerebras — Neocloud	Writing	ok	9h	160 event(s), newest 2026-10-26T22:03:52.000Z
Clarifai — Neocloud	GitHub	ok	Jul 14	98 event(s), newest 2026-07-14T06:46:38Z
Cloudflare (Workers AI) — Neocloud	Careers	ok	1d	100 event(s), newest 2026-10-26T05:51:25.000Z
Cloudflare (Workers AI) — Neocloud	GitHub	ok	4h	405 event(s), newest 2026-10-27T02:05:50Z
Cloudflare (Workers AI) — Neocloud	Writing	ok	9h	20 event(s), newest 2026-10-26T22:01:23.000Z
CompactifAI (Multiverse Computing) — Neocloud	Careers	ok	Jun 10	2 event(s), upstream dates unavailable
CompactifAI (Multiverse Computing) — Neocloud	GitHub	ok	Aug 3	5 event(s), newest 2026-08-03T13:09:50Z
CoreWeave — Neocloud	Careers	ok	3d	100 event(s), newest 2026-10-23T21:05:26.000Z
CoreWeave — Neocloud	GitHub	ok	8h	196 event(s), newest 2026-10-26T22:32:11Z
CoreWeave — Neocloud	Writing	ok	3d	100 event(s), newest 2026-10-23T16:02:46.000Z
Databricks (DBRX) — Neocloud	Careers	ok	1d	100 event(s), newest 2026-10-26T01:00:25.000Z
Databricks (DBRX) — Neocloud	GitHub	ok	1h	285 event(s), newest 2026-10-27T05:54:03Z
Databricks (DBRX) — Neocloud	Writing	ok	7h	10 event(s), newest 2026-10-26T23:20:12.000Z
DeepInfra — Neocloud	GitHub	ok	4d	70 event(s), newest 2026-10-23T05:00:20Z
DigitalOcean (GradientAI) — Neocloud	Careers	ok	23h	100 event(s), newest 2026-10-26T07:06:03.000Z
DigitalOcean (GradientAI) — Neocloud	GitHub	ok	15h	246 event(s), newest 2026-10-26T15:56:03Z
DigitalOcean (GradientAI) — Neocloud	Writing	ok	13h	100 event(s), newest 2026-10-26T17:21:41.854Z
Fireworks AI — Neocloud	GitHub	ok	3d	43 event(s), newest 2026-10-23T15:55:24Z
Fireworks AI — Neocloud	Writing	ok	3h	120 event(s), newest 2026-10-27T03:14:33.000Z
FriendliAI — Neocloud	Careers	ok	5d	20 event(s), newest 2026-10-21T22:14:58.325Z
FriendliAI — Neocloud	GitHub	ok	1d	75 event(s), newest 2026-10-26T02:04:27Z
Groq — Neocloud	GitHub	ok	Aug 26	86 event(s), newest 2026-08-26T02:36:01Z
Groq — Neocloud	Writing	ok	Aug 6	36 event(s), newest 2026-08-06T03:00:49.000Z
Hyperbolic — Neocloud	Careers	ok	3w	16 event(s), newest 2026-10-05T21:26:31.612Z
Hyperbolic — Neocloud	GitHub	ok	Jan 27	26 event(s), newest 2026-01-27T21:05:03Z
Lightning AI — Neocloud	Careers	ok	3d	49 event(s), newest 2026-10-23T16:34:55.000Z
Lightning AI — Neocloud	GitHub	ok	1w	98 event(s), newest 2026-10-14T19:16:35Z
Makora — Neocloud	GitHub	ok	Mar 30	13 event(s), newest 2026-03-30T21:15:55Z
Nebius — Neocloud	Careers	ok	1d	100 event(s), newest 2026-10-25T19:02:56.000Z
Nebius — Neocloud	GitHub	ok	13h	129 event(s), newest 2026-10-26T17:06:53Z
Novita AI — Neocloud	Careers	ok	2w	5 event(s), newest 2026-10-12T18:33:44.936Z
Novita AI — Neocloud	GitHub	ok	1w	70 event(s), newest 2026-10-19T06:36:33Z
Parasail — Neocloud	GitHub	ok	Jul 21	9 event(s), newest 2026-07-21T00:06:32Z
Public AI — Neocloud	GitHub	ok	1w	33 event(s), newest 2026-10-18T10:27:02Z
Replicate — Neocloud	GitHub	ok	6d	167 event(s), newest 2026-10-20T17:53:24Z
SambaNova Systems — Neocloud	Careers	ok	1d	61 event(s), newest 2026-10-26T05:39:14.000Z
SambaNova Systems — Neocloud	GitHub	ok	Sep 17	41 event(s), newest 2026-09-17T19:51:37Z
SambaNova Systems — Neocloud	Writing	ok	3d	10 event(s), newest 2026-10-24T03:19:34.000Z
Scaleway — Neocloud	Careers	ok	6d	31 event(s), newest 2026-10-20T09:27:04.474Z
Scaleway — Neocloud	GitHub	ok	20h	269 event(s), newest 2026-10-26T10:45:54Z
SiliconFlow — Neocloud	GitHub	ok	3d	142 event(s), newest 2026-10-23T07:54:12Z
Snowflake (Arctic) — Neocloud	Careers	ok	1d	100 event(s), newest 2026-10-26T06:55:17.634Z
Snowflake (Arctic) — Neocloud	GitHub	ok	2d	171 event(s), newest 2026-10-25T04:28:38Z
Snowflake (Arctic) — Neocloud	Models	ok	Jun 30	21 event(s), newest 2026-06-30T01:30:51.000Z
Snowflake (Arctic) — Neocloud	Writing	ok	3d	20 event(s), newest 2026-10-23T19:58:00.000Z
StreamLake (Kuaishou) — Neocloud	GitHub	ok	Dec 3	4 event(s), newest 2025-12-03T07:47:56Z
Together AI — Neocloud	Careers	ok	1d	85 event(s), newest 2026-10-25T12:06:34.000Z
4 more source rows in coverage