What should the onlylabs background agents do next?

Agent operations

Neocloud agent command center

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

last scrape 2h56/64 sources healthy 30 analysesdeepseek · deepseek-v4-pro

Agent answer

Neocloud agent operations show 24 queued organizations in run now: 24 runnable analyses, 0 page-capture targets, 0 scrape-repair targets, and 0 fresh monitors. DeepSeek v4 pro via deepagents is the dominant standing analysis path across 30 generated analysis rows. 8 of 64 sources need attention. Next dispatch: run_analysis_agent for DigitalOcean (GradientAI) because new captured evidence is fresher than the stored analysis. Top signal inspection: Snowflake (Arctic) - OpenAI GPT-6 Astra Now on Snowflake Cortex AI with watch priority.

Run now24 Needs pages0 Fresh0 No signals0 source issues8

Run now24

DigitalOcean (GradientAI)

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

Analysis queue

json →24 shown

All30 Run now24 Needs pages0 Fresh6 No signals0

DigitalOcean (GradientAI) — NeocloudRun now

signals 1,161 · pages 1,070 · web refs 5desks 336/36/559/115 · latest 2hanalysis Jun 27Run agent

lab analysis manifest

Snowflake (Arctic) — NeocloudRun now

signals 1,470 · pages 1,456 · web refs 4desks 664/62/347/96 · latest 2hanalysis Jun 27Run agent

lab analysis manifest

Databricks (DBRX) — NeocloudRun now

signals 2,748 · pages 2,465 · web refs 5desks 1176/44/1171/256 · latest 2hanalysis 4wRun agent

lab analysis manifest

Baseten — NeocloudRun now

signals 583 · pages 548 · web refs 4desks 129/68/100/239 · latest 2hanalysis 13hRun agent

lab analysis manifest

Fireworks AI — NeocloudRun now

signals 336 · pages 337 · web refs 0desks 60/18/84/160 · latest 2hanalysis Jun 27 · sources 1Run agent

lab analysis manifest

Together AI — NeocloudRun now

signals 628 · pages 569 · web refs 4desks 106/65/285/126 · latest 2hanalysis Jun 27 · sources 1Run agent

lab analysis manifest

Cloudflare (Workers AI) — NeocloudRun now

signals 2,928 · pages 2,468 · web refs 6desks 603/4/2034/105 · latest 6hanalysis 13hRun agent

lab analysis manifest

Lightning AI — NeocloudRun now

signals 344 · pages 344 · web refs 6desks 69/3/235/10 · latest 14hanalysis Jun 27Run agent

lab analysis manifest

Nebius — NeocloudRun now

signals 1,000 · pages 851 · web refs 6desks 605/11/348/0 · latest 14hanalysis Jun 27Run agent

lab analysis manifest

CoreWeave — NeocloudRun now

signals 1,224 · pages 1,188 · web refs 6desks 563/84/270/279 · latest 14hanalysis 4wRun agent

lab analysis manifest

Scaleway — NeocloudRun now

signals 1,120 · pages 995 · web refs 6desks 68/25/628/308 · latest 15hanalysis Jun 27Run agent

lab analysis manifest

Novita AI — NeocloudRun now

signals 119 · pages 98 · web refs 6desks 4/28/56/0 · latest 15hanalysis Jun 27Run agent

lab analysis manifest

FriendliAI — NeocloudRun now

signals 144 · pages 144 · web refs 6desks 24/19/83/0 · latest 15hanalysis Jun 27Run agent

lab analysis manifest

SiliconFlow — NeocloudRun now

signals 205 · pages 205 · web refs 6desks 0/95/76/0 · latest 15hanalysis Jun 27Run agent

lab analysis manifest

Public AI — NeocloudRun now

signals 74 · pages 72 · web refs 6desks 0/4/50/0 · latest 1danalysis Jun 27Run agent

lab analysis manifest

Hyperbolic — NeocloudRun now

signals 72 · pages 72 · web refs 6desks 19/2/38/0 · latest 5danalysis Jun 27Run agent

lab analysis manifest

Groq — NeocloudRun now

signals 326 · pages 325 · web refs 5desks 0/14/183/102 · latest 5danalysis Jun 27Run agent

lab analysis manifest

SambaNova Systems — NeocloudRun now

signals 190 · pages 177 · web refs 5desks 71/2/75/24 · latest 1wanalysis Jun 27Run agent

lab analysis manifest

DeepInfra — NeocloudRun now

signals 63 · pages 63 · web refs 6desks 0/37/15/0 · latest 1wanalysis Jun 27Run agent

lab analysis manifest

Replicate — NeocloudRun now

signals 500 · pages 481 · web refs 6desks 0/18/251/124 · latest 2wanalysis Jun 27Run agent

lab analysis manifest

Makora — NeocloudRun now

signals 16 · pages 16 · web refs 5desks 0/0/10/0 · latest 2wanalysis Jun 27Run agent

lab analysis manifest

Eigen AI — NeocloudRun now

signals 12 · pages 1 · web refs 6desks 12/0/0/0 · latest 3wanalysis Jun 27 · sources 1Run agent

lab analysis manifest

CompactifAI (Multiverse Computing) — NeocloudRun now

signals 41 · pages 26 · web refs 4desks 36/0/0/0 · latest 4wanalysis 4wRun 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

Org	State	Signals	Pages	Web refs	Signal desks	Latest input	Analysis	Next
DigitalOcean (GradientAI) — Neocloud	Run now	1,161	1,070	5	336/36/559/115	2h	Jun 27	Run agent
Snowflake (Arctic) — Neocloud	Run now	1,470	1,456	4	664/62/347/96	2h	Jun 27	Run agent
Databricks (DBRX) — Neocloud	Run now	2,748	2,465	5	1176/44/1171/256	2h	4w	Run agent
Baseten — Neocloud	Run now	583	548	4	129/68/100/239	2h	13h	Run agent
Fireworks AI — Neocloud	Run nowsources 1	336	337	0	60/18/84/160	2h	Jun 27	Run agent
Together AI — Neocloud	Run nowsources 1	628	569	4	106/65/285/126	2h	Jun 27	Run agent
Cloudflare (Workers AI) — Neocloud	Run now	2,928	2,468	6	603/4/2034/105	6h	13h	Run agent
Lightning AI — Neocloud	Run now	344	344	6	69/3/235/10	14h	Jun 27	Run agent
Nebius — Neocloud	Run now	1,000	851	6	605/11/348/0	14h	Jun 27	Run agent
CoreWeave — Neocloud	Run now	1,224	1,188	6	563/84/270/279	14h	4w	Run agent
Scaleway — Neocloud	Run now	1,120	995	6	68/25/628/308	15h	Jun 27	Run agent
Novita AI — Neocloud	Run now	119	98	6	4/28/56/0	15h	Jun 27	Run agent
FriendliAI — Neocloud	Run now	144	144	6	24/19/83/0	15h	Jun 27	Run agent
SiliconFlow — Neocloud	Run now	205	205	6	0/95/76/0	15h	Jun 27	Run agent
Public AI — Neocloud	Run now	74	72	6	0/4/50/0	1d	Jun 27	Run agent
Hyperbolic — Neocloud	Run now	72	72	6	19/2/38/0	5d	Jun 27	Run agent
Groq — Neocloud	Run now	326	325	5	0/14/183/102	5d	Jun 27	Run agent
SambaNova Systems — Neocloud	Run now	190	177	5	71/2/75/24	1w	Jun 27	Run agent
DeepInfra — Neocloud	Run now	63	63	6	0/37/15/0	1w	Jun 27	Run agent
Replicate — Neocloud	Run now	500	481	6	0/18/251/124	2w	Jun 27	Run agent
Makora — Neocloud	Run now	16	16	5	0/0/10/0	2w	Jun 27	Run agent
Eigen AI — Neocloud	Run nowsources 1	12	1	6	12/0/0/0	3w	Jun 27	Run agent
CompactifAI (Multiverse Computing) — Neocloud	Run now	41	26	4	36/0/0/0	4w	4w	Run agent
Parasail — Neocloud	Run nowsources 1	37	33	6	8/11/14/0	Jul 30	Jun 27	Run agent

Scrape runs

8 of 12snapshot

Sep 9, 2026

duration 2m 41s · sources 32events 3,658 · HN 1failures clear

Sep 9, 2026

failed

duration 2m 4s · sources 32events 3,525 · HN 1failures 3 · digitalocean/writing, lg-ai/writing, snowflake/writing

Sep 9, 2026

failed

duration 1m 47s · sources 32events 3,079 · HN 0failures 3 · digitalocean/writing, anthropic/writing, groq/writing

Sep 9, 2026

duration 1m 46s · sources 32events 3,655 · HN 0failures clear

Sep 9, 2026

duration 1m 6s · sources 33events 823 · HN 0failures clear

Sep 9, 2026

failed

duration 4m 16s · sources 39events 1,483 · HN 0failures 4 · cerebras/careers, google-deepmind/careers, fireworks-ai/careers

Sep 9, 2026

duration 1m 14s · sources 32events 3,655 · HN 0failures clear

Sep 9, 2026

duration 3m 2s · sources 32events 3,655 · HN 3failures clear

4 older runs in snapshot

Started	Dur	Run	Sources	Events	HN	Failures
Sep 9, 2026	2m 41s	ok	32	3,658	1	clear
Sep 9, 2026	2m 4s	failed	32	3,525	1	3 · digitalocean/writing, lg-ai/writing, snowflake/writing
Sep 9, 2026	1m 47s	failed	32	3,079	0	3 · digitalocean/writing, anthropic/writing, groq/writing
Sep 9, 2026	1m 46s	ok	32	3,655	0	clear
Sep 9, 2026	1m 6s	ok	33	823	0	clear
Sep 9, 2026	4m 16s	failed	39	1,483	0	4 · cerebras/careers, google-deepmind/careers, fireworks-ai/careers
Sep 9, 2026	1m 14s	ok	32	3,655	0	clear
Sep 9, 2026	3m 2s	ok	32	3,655	3	clear
4 older runs in snapshot

Source health

56 ok · 2 dead · 3 stale · 3 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)
Together AI — Neocloud	Models	stale	Feb 19	newest event is older than 180d (channel models)
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	1d	87 event(s), newest 2026-09-08T21:31:14.516Z
Baseten — Neocloud	GitHub	ok	3d	134 event(s), newest 2026-09-06T02:08:42Z
Baseten — Neocloud	Writing	ok	22h	180 event(s), newest 2026-09-09T00:00:00.000Z
Cerebras — Neocloud	GitHub	ok	Jul 14	28 event(s), newest 2026-07-14T16:20:32Z
Cerebras — Neocloud	Writing	ok	1w	160 event(s), newest 2026-08-31T23:05:04.000Z
Clarifai — Neocloud	GitHub	ok	Jul 14	98 event(s), newest 2026-07-14T06:46:38Z
Cloudflare (Workers AI) — Neocloud	Careers	ok	17h	100 event(s), newest 2026-09-09T04:29:31.000Z
Cloudflare (Workers AI) — Neocloud	GitHub	ok	21h	404 event(s), newest 2026-09-09T01:07:25Z
Cloudflare (Workers AI) — Neocloud	Writing	ok	9h	20 event(s), newest 2026-09-09T13:00:00.000Z
CompactifAI (Multiverse Computing) — Neocloud	Careers	ok	Jun 10	1 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	17h	100 event(s), newest 2026-09-09T04:38:29.000Z
CoreWeave — Neocloud	GitHub	ok	1d	182 event(s), newest 2026-09-08T11:05:07Z
CoreWeave — Neocloud	Writing	ok	1d	100 event(s), newest 2026-09-08T16:44:07.000Z
Databricks (DBRX) — Neocloud	Careers	ok	17h	100 event(s), newest 2026-09-09T04:43:35.000Z
Databricks (DBRX) — Neocloud	GitHub	ok	17h	283 event(s), newest 2026-09-09T04:34:47Z
Databricks (DBRX) — Neocloud	Writing	ok	3h	10 event(s), newest 2026-09-09T18:09:29.000Z
DeepInfra — Neocloud	GitHub	ok	1w	62 event(s), newest 2026-09-01T12:14:12Z
DigitalOcean (GradientAI) — Neocloud	Careers	ok	1d	100 event(s), newest 2026-09-08T21:02:51.000Z
DigitalOcean (GradientAI) — Neocloud	GitHub	ok	5d	236 event(s), newest 2026-09-04T14:19:01Z
DigitalOcean (GradientAI) — Neocloud	Writing	ok	6h	100 event(s), newest 2026-09-09T15:30:15.727Z
Eigen AI — Neocloud	Careers	ok	Jun 10	2 event(s), upstream dates unavailable
Fireworks AI — Neocloud	GitHub	ok	5d	41 event(s), newest 2026-09-04T00:37:46Z
Fireworks AI — Neocloud	Writing	ok	2h	120 event(s), newest 2026-09-09T19:49:25.000Z
FriendliAI — Neocloud	Careers	ok	5d	19 event(s), newest 2026-09-04T15:57:11.279Z
FriendliAI — Neocloud	GitHub	ok	17h	68 event(s), newest 2026-09-09T04:14:03Z
Groq — Neocloud	GitHub	ok	2w	86 event(s), newest 2026-08-26T02:36:01Z
Groq — Neocloud	Writing	ok	4w	36 event(s), newest 2026-08-06T03:00:49.000Z
Hyperbolic — Neocloud	Careers	ok	6d	14 event(s), newest 2026-09-03T19:53:09.129Z
Hyperbolic — Neocloud	GitHub	ok	Jan 27	26 event(s), newest 2026-01-27T21:05:03Z
Lightning AI — Neocloud	Careers	ok	1d	53 event(s), newest 2026-09-08T20:35:09.000Z
Lightning AI — Neocloud	GitHub	ok	6d	93 event(s), newest 2026-09-03T14:48:14Z
Makora — Neocloud	GitHub	ok	Mar 30	13 event(s), newest 2026-03-30T21:15:55Z
Nebius — Neocloud	Careers	ok	1d	100 event(s), newest 2026-09-08T21:03:19.000Z
Nebius — Neocloud	GitHub	ok	1d	116 event(s), newest 2026-09-08T16:12:24Z
Novita AI — Neocloud	Careers	ok	Jun 25	2 event(s), newest 2026-06-25T10:18:36.208Z
Novita AI — Neocloud	GitHub	ok	1d	69 event(s), newest 2026-09-08T13:53:13Z
Parasail — Neocloud	GitHub	ok	Jul 21	16 event(s), newest 2026-07-21T00:06:32Z
Public AI — Neocloud	GitHub	ok	2d	30 event(s), newest 2026-09-07T09:48:33Z
Replicate — Neocloud	GitHub	ok	3w	167 event(s), newest 2026-08-14T00:52:22Z
Replicate — Neocloud	Writing	ok	Aug 4	124 event(s), newest 2026-08-04T00:00:00.000Z
SambaNova Systems — Neocloud	Careers	ok	23h	56 event(s), newest 2026-09-08T22:16:52.000Z
SambaNova Systems — Neocloud	GitHub	ok	Jul 21	41 event(s), newest 2026-07-21T17:37:22Z
SambaNova Systems — Neocloud	Writing	ok	1d	10 event(s), newest 2026-09-08T19:00:00.000Z
Scaleway — Neocloud	Careers	ok	2w	34 event(s), newest 2026-08-25T13:31:35.708Z
Scaleway — Neocloud	GitHub	ok	1d	265 event(s), newest 2026-09-08T13:26:14Z
SiliconFlow — Neocloud	GitHub	ok	1d	135 event(s), newest 2026-09-08T08:35:49Z
Snowflake (Arctic) — Neocloud	Careers	ok	17h	100 event(s), newest 2026-09-09T04:23:53.540Z
Snowflake (Arctic) — Neocloud	GitHub	ok	6d	198 event(s), newest 2026-09-03T17:18:21Z
Snowflake (Arctic) — Neocloud	Models	ok	Jun 30	21 event(s), newest 2026-06-30T01:30:51.000Z
Snowflake (Arctic) — Neocloud	Writing	ok	now	20 event(s), newest 2026-09-10T05:55:00.000Z
StreamLake (Kuaishou) — Neocloud	GitHub	ok	Dec 3	4 event(s), newest 2025-12-03T07:47:56Z
4 more source rows in coverage