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 3h56/64 sources healthy 30 analysesdeepseek · deepseek-v4-pro

Agent answer

Neocloud agent operations show 30 queued organizations in all queue states: 24 runnable analyses, 0 page-capture targets, 0 scrape-repair targets, and 6 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 Baseten because new captured evidence is fresher than the stored analysis. Top signal inspection: Baseten - Deepseek V41 Flash More Efficient Prefill For Coding Agents with context priority.

Run now24 Needs pages0 Fresh6 No signals0 source issues8

Run now24

Baseten

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

Fresh6

Cerebras

Analysis queue

json →30 shown

All30 Run now24 Needs pages0 Fresh6 No signals0

Baseten — NeocloudRun now

signals 600 · pages 565 · web refs 4desks 137/68/102/245 · latest 3hanalysis 19hRun agent

lab analysis manifest

CoreWeave — NeocloudRun now

signals 1,232 · pages 1,196 · web refs 6desks 568/84/270/282 · latest 3hanalysis 4wRun agent

lab analysis manifest

Databricks (DBRX) — NeocloudRun now

signals 2,787 · pages 2,504 · web refs 5desks 1198/44/1184/260 · latest 7hanalysis 4wRun agent

lab analysis manifest

Cloudflare (Workers AI) — NeocloudRun now

signals 2,961 · pages 2,517 · web refs 6desks 624/4/2044/107 · latest 11hanalysis 1dRun agent

lab analysis manifest

Together AI — NeocloudRun now

signals 642 · pages 583 · web refs 4desks 110/65/292/129 · latest 11hanalysis Jun 27 · sources 1Run agent

lab analysis manifest

DigitalOcean (GradientAI) — NeocloudRun now

signals 1,165 · pages 1,073 · web refs 5desks 337/36/562/115 · latest 20hanalysis Jun 27Run agent

lab analysis manifest

Nebius — NeocloudRun now

signals 1,012 · pages 910 · web refs 6desks 611/11/354/0 · latest 20hanalysis Jun 27Run agent

lab analysis manifest

Snowflake (Arctic) — NeocloudRun now

signals 1,483 · pages 1,469 · web refs 4desks 674/62/347/99 · latest 20hanalysis Jun 27Run agent

lab analysis manifest

Scaleway — NeocloudRun now

signals 1,125 · pages 1,030 · web refs 6desks 68/25/633/308 · latest 20hanalysis Jun 27Run agent

lab analysis manifest

Fireworks AI — NeocloudRun now

signals 339 · pages 340 · web refs 0desks 60/18/86/161 · latest 20hanalysis Jun 27 · sources 1Run agent

lab analysis manifest

Lightning AI — NeocloudRun now

signals 346 · pages 346 · web refs 6desks 69/3/237/10 · latest 20hanalysis Jun 27Run agent

lab analysis manifest

Hyperbolic — NeocloudRun now

signals 75 · pages 75 · web refs 6desks 22/2/38/0 · latest 1danalysis Jun 27Run agent

lab analysis manifest

SambaNova Systems — NeocloudRun now

signals 193 · pages 180 · web refs 5desks 74/2/75/24 · latest 1danalysis Jun 27Run agent

lab analysis manifest

Novita AI — NeocloudRun now

signals 120 · pages 99 · web refs 6desks 4/28/57/0 · latest 1danalysis Jun 27Run agent

lab analysis manifest

SiliconFlow — NeocloudRun now

signals 206 · pages 206 · web refs 6desks 0/95/77/0 · latest 1danalysis Jun 27Run agent

lab analysis manifest

FriendliAI — NeocloudRun now

signals 144 · pages 144 · web refs 6desks 24/19/83/0 · latest 2danalysis Jun 27Run agent

lab analysis manifest

Public AI — NeocloudRun now

signals 74 · pages 72 · web refs 6desks 0/4/50/0 · latest 3danalysis Jun 27Run agent

lab analysis manifest

Groq — NeocloudRun now

signals 326 · pages 325 · web refs 5desks 0/14/183/102 · 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

Cerebras — NeocloudFresh

signals 338 · pages 339 · web refs 6desks 107/8/38/169 · latest 1wanalysis 1w · sources 2Monitor

lab analysis manifest

Clarifai — NeocloudFresh

signals 387 · pages 241 · web refs 4desks 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
Baseten — Neocloud	Run now	600	565	4	137/68/102/245	3h	19h	Run agent
CoreWeave — Neocloud	Run now	1,232	1,196	6	568/84/270/282	3h	4w	Run agent
Databricks (DBRX) — Neocloud	Run now	2,787	2,504	5	1198/44/1184/260	7h	4w	Run agent
Cloudflare (Workers AI) — Neocloud	Run now	2,961	2,517	6	624/4/2044/107	11h	1d	Run agent
Together AI — Neocloud	Run nowsources 1	642	583	4	110/65/292/129	11h	Jun 27	Run agent
DigitalOcean (GradientAI) — Neocloud	Run now	1,165	1,073	5	337/36/562/115	20h	Jun 27	Run agent
Nebius — Neocloud	Run now	1,012	910	6	611/11/354/0	20h	Jun 27	Run agent
Snowflake (Arctic) — Neocloud	Run now	1,483	1,469	4	674/62/347/99	20h	Jun 27	Run agent
Scaleway — Neocloud	Run now	1,125	1,030	6	68/25/633/308	20h	Jun 27	Run agent
Fireworks AI — Neocloud	Run nowsources 1	339	340	0	60/18/86/161	20h	Jun 27	Run agent
Lightning AI — Neocloud	Run now	346	346	6	69/3/237/10	20h	Jun 27	Run agent
Hyperbolic — Neocloud	Run now	75	75	6	22/2/38/0	1d	Jun 27	Run agent
SambaNova Systems — Neocloud	Run now	193	180	5	74/2/75/24	1d	Jun 27	Run agent
Novita AI — Neocloud	Run now	120	99	6	4/28/57/0	1d	Jun 27	Run agent
SiliconFlow — Neocloud	Run now	206	206	6	0/95/77/0	1d	Jun 27	Run agent
FriendliAI — Neocloud	Run now	144	144	6	24/19/83/0	2d	Jun 27	Run agent
Public AI — Neocloud	Run now	74	72	6	0/4/50/0	3d	Jun 27	Run agent
Groq — Neocloud	Run now	326	325	5	0/14/183/102	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
Cerebras — Neocloud	Freshsources 2	338	339	6	107/8/38/169	1w	1w	Monitor
Clarifai — Neocloud	Fresh	387	241	4	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

Sep 12, 2026

duration 2m 7s · sources 32events 3,671 · HN 0failures clear

Sep 11, 2026

duration 2m 34s · sources 32events 3,671 · HN 1failures clear

Sep 11, 2026

duration 2m 8s · sources 32events 3,670 · HN 0failures clear

Sep 11, 2026

duration 1m 54s · sources 32events 3,669 · HN 0failures clear

Sep 11, 2026

duration 1m 42s · sources 32events 3,669 · HN 0failures clear

Sep 11, 2026

duration 44s · sources 33events 823 · HN 0failures clear

Sep 11, 2026

failed

duration 4m 21s · sources 39events 1,492 · HN 0failures 4 · cerebras/careers, google-deepmind/careers, fireworks-ai/careers

Sep 11, 2026

duration 1m 43s · sources 32events 3,669 · HN 0failures clear

4 older runs in snapshot

Started	Dur	Run	Sources	Events	HN	Failures
Sep 12, 2026	2m 7s	ok	32	3,671	0	clear
Sep 11, 2026	2m 34s	ok	32	3,671	1	clear
Sep 11, 2026	2m 8s	ok	32	3,670	0	clear
Sep 11, 2026	1m 54s	ok	32	3,669	0	clear
Sep 11, 2026	1m 42s	ok	32	3,669	0	clear
Sep 11, 2026	44s	ok	33	823	0	clear
Sep 11, 2026	4m 21s	failed	39	1,492	0	4 · cerebras/careers, google-deepmind/careers, fireworks-ai/careers
Sep 11, 2026	1m 43s	ok	32	3,669	0	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	96 event(s), newest 2026-09-10T21:30:54.723Z
Baseten — Neocloud	GitHub	ok	22h	134 event(s), newest 2026-09-11T05:44:36Z
Baseten — Neocloud	Writing	ok	5h	180 event(s), newest 2026-09-11T22:01:37.000Z
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	1d	100 event(s), newest 2026-09-11T01:40:16.000Z
Cloudflare (Workers AI) — Neocloud	GitHub	ok	1d	405 event(s), newest 2026-09-11T01:05:23Z
Cloudflare (Workers AI) — Neocloud	Writing	ok	14h	20 event(s), newest 2026-09-11T13:00:00.000Z
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	23h	100 event(s), newest 2026-09-11T04:38:37.000Z
CoreWeave — Neocloud	GitHub	ok	3d	182 event(s), newest 2026-09-08T11:05:07Z
CoreWeave — Neocloud	Writing	ok	6h	100 event(s), newest 2026-09-11T21:08:55.000Z
Databricks (DBRX) — Neocloud	Careers	ok	21h	100 event(s), newest 2026-09-11T06:33:05.000Z
Databricks (DBRX) — Neocloud	GitHub	ok	23h	283 event(s), newest 2026-09-11T04:34:35Z
Databricks (DBRX) — Neocloud	Writing	ok	9h	10 event(s), newest 2026-09-11T18:26:59.000Z
DeepInfra — Neocloud	GitHub	ok	1w	62 event(s), newest 2026-09-01T12:14:12Z
DigitalOcean (GradientAI) — Neocloud	Careers	ok	1d	100 event(s), newest 2026-09-10T21:39:54.000Z
DigitalOcean (GradientAI) — Neocloud	GitHub	ok	1d	236 event(s), newest 2026-09-10T15:28:45Z
DigitalOcean (GradientAI) — Neocloud	Writing	ok	2d	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	1d	41 event(s), newest 2026-09-10T23:54:29Z
Fireworks AI — Neocloud	Writing	ok	1d	120 event(s), newest 2026-09-10T16:13:16.000Z
FriendliAI — Neocloud	Careers	ok	1w	19 event(s), newest 2026-09-04T15:57:11.279Z
FriendliAI — Neocloud	GitHub	ok	2d	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	Aug 6	36 event(s), newest 2026-08-06T03:00:49.000Z
Hyperbolic — Neocloud	Careers	ok	2d	15 event(s), newest 2026-09-09T16:15:06.251Z
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 2026-09-10T20:22:44.000Z
Lightning AI — Neocloud	GitHub	ok	1d	93 event(s), newest 2026-09-10T09:39:52Z
Makora — Neocloud	GitHub	ok	Mar 30	13 event(s), newest 2026-03-30T21:15:55Z
Nebius — Neocloud	Careers	ok	1d	100 event(s), newest 2026-09-10T21:14:00.000Z
Nebius — Neocloud	GitHub	ok	1d	116 event(s), newest 2026-09-10T08:30:06Z
Novita AI — Neocloud	Careers	ok	Jun 25	2 event(s), newest 2026-06-25T10:18:36.208Z
Novita AI — Neocloud	GitHub	ok	2d	69 event(s), newest 2026-09-09T14:03:56Z
Parasail — Neocloud	GitHub	ok	Jul 21	16 event(s), newest 2026-07-21T00:06:32Z
Public AI — Neocloud	GitHub	ok	4d	30 event(s), newest 2026-09-07T09:48:33Z
Replicate — Neocloud	GitHub	ok	4w	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	1d	56 event(s), newest 2026-09-10T23:39:47.000Z
SambaNova Systems — Neocloud	GitHub	ok	Jul 21	41 event(s), newest 2026-07-21T17:37:22Z
SambaNova Systems — Neocloud	Writing	ok	3d	10 event(s), newest 2026-09-08T19:00:00.000Z
Scaleway — Neocloud	Careers	ok	2w	31 event(s), newest 2026-08-25T13:31:35.708Z
Scaleway — Neocloud	GitHub	ok	1d	265 event(s), newest 2026-09-10T14:49:40Z
SiliconFlow — Neocloud	GitHub	ok	2d	136 event(s), newest 2026-09-09T13:21:07Z
Snowflake (Arctic) — Neocloud	Careers	ok	1d	100 event(s), newest 2026-09-10T22:57:07.017Z
Snowflake (Arctic) — Neocloud	GitHub	ok	1w	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	1d	20 event(s), newest 2026-09-10T21:09:00.000Z
StreamLake (Kuaishou) — Neocloud	GitHub	ok	Dec 3	4 event(s), newest 2025-12-03T07:47:56Z
4 more source rows in coverage