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 59m57/64 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. 7 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: Baseten - How We Built The New Fastest Api For Glm 52 with context priority.

Run now24 Needs pages0 Fresh6 No signals0 source issues7

Run now24

DigitalOcean (GradientAI)

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

Fresh6

Makora

Analysis queue

json →30 shown

All30 Run now24 Needs pages0 Fresh6 No signals0

DigitalOcean (GradientAI) — NeocloudRun now

signals 998 · pages 725 · web refs 5desks 266/34/476/109 · latest 9hanalysis 4wRun agent

lab analysis manifest

CoreWeave — NeocloudRun now

signals 889 · pages 796 · web refs 6desks 422/84/222/134 · latest 9hanalysis 3wRun agent

lab analysis manifest

Public AI — NeocloudRun now

signals 56 · pages 54 · web refs 6desks 0/4/33/0 · latest 9hanalysis 4wRun agent

lab analysis manifest

Cloudflare (Workers AI) — NeocloudRun now

signals 2,314 · pages 1,643 · web refs 6desks 375/4/1710/52 · latest 9hanalysis 3wRun agent

lab analysis manifest

Fireworks AI — NeocloudRun now

signals 274 · pages 261 · web refs 0desks 55/18/56/131 · latest 9hanalysis 4wRun agent

lab analysis manifest

Baseten — NeocloudRun now

signals 484 · pages 449 · web refs 2desks 90/68/78/204 · latest 12hanalysis 3wRun agent

lab analysis manifest

Nebius — NeocloudRun now

signals 716 · pages 561 · web refs 6desks 399/9/272/0 · latest 1danalysis 4wRun agent

lab analysis manifest

Databricks (DBRX) — NeocloudRun now

signals 2,024 · pages 1,585 · web refs 6desks 792/44/938/152 · latest 1danalysis 3wRun agent

lab analysis manifest

Snowflake (Arctic) — NeocloudRun now

signals 1,184 · pages 1,056 · web refs 4desks 428/57/336/69 · latest 1danalysis 4wRun agent

lab analysis manifest

Scaleway — NeocloudRun now

signals 947 · pages 802 · web refs 6desks 51/25/474/308 · latest 1danalysis 4wRun agent

lab analysis manifest

Groq — NeocloudRun now

signals 318 · pages 199 · web refs 5desks 0/14/179/98 · latest 1danalysis 4wRun agent

lab analysis manifest

Together AI — NeocloudRun now

signals 561 · pages 411 · web refs 4desks 83/61/261/112 · latest 1danalysis 4wRun agent

lab analysis manifest

Lightning AI — NeocloudRun now

signals 297 · pages 224 · web refs 6desks 42/3/216/10 · latest 1danalysis 4wRun agent

lab analysis manifest

SambaNova Systems — NeocloudRun now

signals 146 · pages 104 · web refs 5desks 32/2/75/19 · latest 1danalysis 4wRun agent

lab analysis manifest

Novita AI — NeocloudRun now

signals 103 · pages 82 · web refs 6desks 4/26/44/0 · latest 2danalysis 4wRun agent

lab analysis manifest

CompactifAI (Multiverse Computing) — NeocloudRun now

signals 34 · pages 19 · web refs 3desks 30/0/0/0 · latest 4danalysis 4w · sources 1Run agent

lab analysis manifest

Cerebras — NeocloudRun now

signals 329 · pages 330 · web refs 4desks 107/8/38/160 · latest 4danalysis 3w · sources 1Run agent

lab analysis manifest

FriendliAI — NeocloudRun now

signals 136 · pages 118 · web refs 6desks 20/19/80/0 · latest 4danalysis 4wRun agent

lab analysis manifest

Parasail — NeocloudRun now

signals 37 · pages 28 · web refs 6desks 8/11/14/0 · latest 5danalysis 4w · sources 1Run agent

lab analysis manifest

SiliconFlow — NeocloudRun now

signals 168 · pages 167 · web refs 6desks 0/77/63/0 · latest 5danalysis 4wRun agent

lab analysis manifest

Clarifai — NeocloudRun now

signals 387 · pages 113 · web refs 6desks 0/8/348/0 · latest 1wanalysis 3wRun agent

lab analysis manifest

Hyperbolic — NeocloudRun now

signals 67 · pages 48 · web refs 6desks 14/2/38/0 · latest 2wanalysis 4wRun agent

lab analysis manifest

DeepInfra — NeocloudRun now

signals 59 · pages 59 · web refs 6desks 0/37/12/0 · latest 2wanalysis 4wRun agent

lab analysis manifest

Replicate — NeocloudRun now

signals 497 · pages 353 · web refs 6desks 0/18/250/122 · latest 2wanalysis 4wRun agent

lab analysis manifest

Makora — NeocloudFresh

signals 16 · pages 13 · web refs 5desks 0/0/10/0 · latest 4wanalysis 4wMonitor

lab analysis manifest

Eigen AI — NeocloudFresh

signals 11 · pages 1 · web refs 6desks 11/0/0/0 · latest Jun 19analysis 4w · sources 2Monitor

lab analysis manifest

Wafer — NeocloudFresh

signals 9 · pages 9 · web refs 6desks 0/3/0/0 · latest Jun 11analysis 4wMonitor

lab analysis manifest

StreamLake (Kuaishou) — NeocloudFresh

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

lab analysis manifest

Blackbox AI — NeocloudFresh

signals 7 · pages 2 · web refs 6desks 6/0/0/0 · latest Jun 11analysis 4w · sources 1Monitor

lab analysis manifest

GMI Cloud — NeocloudFresh

signals 9 · pages 1 · web refs 6desks 9/0/0/0 · latest Jun 11analysis 4w · sources 1Monitor

lab analysis manifest

Org	State	Signals	Pages	Web refs	Signal desks	Latest input	Analysis	Next
DigitalOcean (GradientAI) — Neocloud	Run now	998	725	5	266/34/476/109	9h	4w	Run agent
CoreWeave — Neocloud	Run now	889	796	6	422/84/222/134	9h	3w	Run agent
Public AI — Neocloud	Run now	56	54	6	0/4/33/0	9h	4w	Run agent
Cloudflare (Workers AI) — Neocloud	Run now	2,314	1,643	6	375/4/1710/52	9h	3w	Run agent
Fireworks AI — Neocloud	Run now	274	261	0	55/18/56/131	9h	4w	Run agent
Baseten — Neocloud	Run now	484	449	2	90/68/78/204	12h	3w	Run agent
Nebius — Neocloud	Run now	716	561	6	399/9/272/0	1d	4w	Run agent
Databricks (DBRX) — Neocloud	Run now	2,024	1,585	6	792/44/938/152	1d	3w	Run agent
Snowflake (Arctic) — Neocloud	Run now	1,184	1,056	4	428/57/336/69	1d	4w	Run agent
Scaleway — Neocloud	Run now	947	802	6	51/25/474/308	1d	4w	Run agent
Groq — Neocloud	Run now	318	199	5	0/14/179/98	1d	4w	Run agent
Together AI — Neocloud	Run now	561	411	4	83/61/261/112	1d	4w	Run agent
Lightning AI — Neocloud	Run now	297	224	6	42/3/216/10	1d	4w	Run agent
SambaNova Systems — Neocloud	Run now	146	104	5	32/2/75/19	1d	4w	Run agent
Novita AI — Neocloud	Run now	103	82	6	4/26/44/0	2d	4w	Run agent
CompactifAI (Multiverse Computing) — Neocloud	Run nowsources 1	34	19	3	30/0/0/0	4d	4w	Run agent
Cerebras — Neocloud	Run nowsources 1	329	330	4	107/8/38/160	4d	3w	Run agent
FriendliAI — Neocloud	Run now	136	118	6	20/19/80/0	4d	4w	Run agent
Parasail — Neocloud	Run nowsources 1	37	28	6	8/11/14/0	5d	4w	Run agent
SiliconFlow — Neocloud	Run now	168	167	6	0/77/63/0	5d	4w	Run agent
Clarifai — Neocloud	Run now	387	113	6	0/8/348/0	1w	3w	Run agent
Hyperbolic — Neocloud	Run now	67	48	6	14/2/38/0	2w	4w	Run agent
DeepInfra — Neocloud	Run now	59	59	6	0/37/12/0	2w	4w	Run agent
Replicate — Neocloud	Run now	497	353	6	0/18/250/122	2w	4w	Run agent
Makora — Neocloud	Fresh	16	13	5	0/0/10/0	4w	4w	Monitor
Eigen AI — Neocloud	Freshsources 2	11	1	6	11/0/0/0	Jun 19	4w	Monitor
Wafer — Neocloud	Fresh	9	9	6	0/3/0/0	Jun 11	4w	Monitor
StreamLake (Kuaishou) — Neocloud	Fresh	4	4	6	0/1/0/0	Jun 11	4w	Monitor
Blackbox AI — Neocloud	Freshsources 1	7	2	6	6/0/0/0	Jun 11	4w	Monitor
GMI Cloud — Neocloud	Freshsources 1	9	1	6	9/0/0/0	Jun 11	4w	Monitor

Scrape runs

8 of 12snapshot

Jul 26, 2026

duration 1m 38s · sources 32events 3,553 · HN 0failures clear

Jul 26, 2026

duration 1m 44s · sources 32events 3,553 · HN 1failures clear

Jul 26, 2026

duration 1m 29s · sources 32events 3,553 · HN 0failures clear

Jul 26, 2026

duration 26s · sources 33events 818 · HN 0failures clear

Jul 26, 2026

failed

duration 2m 9s · sources 39events 1,439 · HN 0failures 11 · cerebras/careers, minimax/careers, amazon/careers

Jul 26, 2026

duration 3m 56s · sources 61events 6,307 · HN 0failures clear

Jul 26, 2026

duration 1m 31s · sources 32events 3,553 · HN 1failures clear

Jul 26, 2026

duration 1m 13s · sources 32events 3,553 · HN 0failures clear

4 older runs in snapshot

Started	Dur	Run	Sources	Events	HN	Failures
Jul 26, 2026	1m 38s	ok	32	3,553	0	clear
Jul 26, 2026	1m 44s	ok	32	3,553	1	clear
Jul 26, 2026	1m 29s	ok	32	3,553	0	clear
Jul 26, 2026	26s	ok	33	818	0	clear
Jul 26, 2026	2m 9s	failed	39	1,439	0	11 · cerebras/careers, minimax/careers, amazon/careers
Jul 26, 2026	3m 56s	ok	61	6,307	0	clear
Jul 26, 2026	1m 31s	ok	32	3,553	1	clear
Jul 26, 2026	1m 13s	ok	32	3,553	0	clear
4 older runs in snapshot

Source health

57 ok · 3 dead · 1 stale · 3 emptycoverage →

Cerebras — Neoclouddead

channel Careers · last event 4wprobe failed: Error: greenhouse cerebrassystems: 404

Org	Channel	Status	Last event	Detail
Cerebras — Neocloud	Careers	dead	4w	probe failed: Error: greenhouse cerebrassystems: 404
CompactifAI (Multiverse Computing) — Neocloud	Careers	dead	Jun 10	probe failed: Error: gemini: 429
Eigen AI — Neocloud	Careers	dead	Jun 10	probe failed: Error: gemini: 429
Blackbox AI — Neocloud	GitHub	stale	Dec 29	newest event is older than 365d (channel github)
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	68 event(s), newest 2026-07-24T23:23:23.624Z
Baseten — Neocloud	GitHub	ok	3d	125 event(s), newest 2026-07-23T02:19:31Z
Baseten — Neocloud	Writing	ok	14h	180 event(s), newest 2026-07-26T02:47:03.000Z
Cerebras — Neocloud	GitHub	ok	1w	29 event(s), newest 2026-07-14T16:20:32Z
Cerebras — Neocloud	Models	ok	Feb 25	22 event(s), newest 2026-02-25T07:11:20.000Z
Cerebras — Neocloud	Writing	ok	1w	160 event(s), newest 2026-07-13T23:43:29.000Z
Clarifai — Neocloud	GitHub	ok	1w	98 event(s), newest 2026-07-14T06:46:38Z
Cloudflare (Workers AI) — Neocloud	Careers	ok	23h	100 event(s), newest 2026-07-25T17:41:28.000Z
Cloudflare (Workers AI) — Neocloud	GitHub	ok	15h	399 event(s), newest 2026-07-26T01:04:29Z
Cloudflare (Workers AI) — Neocloud	Writing	ok	1d	20 event(s), newest 2026-07-24T17:25:28.000Z
CompactifAI (Multiverse Computing) — Neocloud	GitHub	ok	Feb 2	4 event(s), newest 2026-02-02T11:31:21Z
CoreWeave — Neocloud	Careers	ok	14h	100 event(s), newest 2026-07-26T02:21:32.000Z
CoreWeave — Neocloud	GitHub	ok	2d	187 event(s), newest 2026-07-23T22:01:43Z
CoreWeave — Neocloud	Writing	ok	3d	100 event(s), newest 2026-07-23T16:36:36.000Z
Databricks (DBRX) — Neocloud	Careers	ok	1d	100 event(s), newest 2026-07-25T02:31:16.000Z
Databricks (DBRX) — Neocloud	GitHub	ok	2d	281 event(s), newest 2026-07-24T16:05:05Z
Databricks (DBRX) — Neocloud	Writing	ok	2d	10 event(s), newest 2026-07-23T19:00:00.000Z
DeepInfra — Neocloud	GitHub	ok	2w	59 event(s), newest 2026-07-08T21:12:01Z
DigitalOcean (GradientAI) — Neocloud	Careers	ok	1d	100 event(s), newest 2026-07-25T10:05:12.000Z
DigitalOcean (GradientAI) — Neocloud	GitHub	ok	3d	231 event(s), newest 2026-07-23T13:47:34Z
DigitalOcean (GradientAI) — Neocloud	Writing	ok	2d	100 event(s), newest 2026-07-23T20:03:12.073Z
Fireworks AI — Neocloud	Careers	ok	3d	46 event(s), newest 2026-07-23T16:24:43.000Z
Fireworks AI — Neocloud	GitHub	ok	13h	39 event(s), newest 2026-07-26T03:44:54Z
Fireworks AI — Neocloud	Writing	ok	4d	120 event(s), newest 2026-07-22T04:27:54.000Z
FriendliAI — Neocloud	Careers	ok	Jun 10	18 event(s), newest 2026-06-10T20:55:54.847Z
FriendliAI — Neocloud	GitHub	ok	4d	67 event(s), newest 2026-07-22T06:45:11Z
Groq — Neocloud	GitHub	ok	1d	86 event(s), newest 2026-07-24T17:28:17Z
Groq — Neocloud	Writing	ok	4w	98 event(s), newest 2026-06-24T22:43:29.000Z
Hyperbolic — Neocloud	Careers	ok	Jun 12	12 event(s), newest 2026-06-12T20:14:14.780Z
Hyperbolic — Neocloud	GitHub	ok	Jan 27	26 event(s), newest 2026-01-27T21:05:03Z
Lightning AI — Neocloud	Careers	ok	1d	31 event(s), newest 2026-07-24T19:26:48.000Z
Lightning AI — Neocloud	GitHub	ok	1d	92 event(s), newest 2026-07-25T00:49:40Z
Makora — Neocloud	GitHub	ok	Mar 30	13 event(s), newest 2026-03-30T21:15:55Z
Nebius — Neocloud	Careers	ok	1d	100 event(s), newest 2026-07-24T22:54:26.000Z
Nebius — Neocloud	GitHub	ok	2d	105 event(s), newest 2026-07-24T09:21:42Z
Novita AI — Neocloud	Careers	ok	4w	2 event(s), newest 2026-06-25T10:18:36.208Z
Novita AI — Neocloud	GitHub	ok	3d	66 event(s), newest 2026-07-23T07:24:21Z
Parasail — Neocloud	GitHub	ok	5d	16 event(s), newest 2026-07-21T00:06:32Z
Public AI — Neocloud	GitHub	ok	1d	28 event(s), newest 2026-07-25T12:45:04Z
Replicate — Neocloud	GitHub	ok	Jun 16	167 event(s), newest 2026-06-16T20:30:15Z
Replicate — Neocloud	Writing	ok	May 21	122 event(s), newest 2026-05-21T00:00:00.000Z
SambaNova Systems — Neocloud	Careers	ok	1d	29 event(s), newest 2026-07-24T18:19:19.000Z
SambaNova Systems — Neocloud	GitHub	ok	4d	41 event(s), newest 2026-07-21T17:37:22Z
SambaNova Systems — Neocloud	Writing	ok	1d	10 event(s), newest 2026-07-24T21:59:23.000Z
Scaleway — Neocloud	Careers	ok	3w	29 event(s), newest 2026-07-03T14:11:10.872Z
Scaleway — Neocloud	GitHub	ok	2d	261 event(s), newest 2026-07-24T13:33:10Z
SiliconFlow — Neocloud	GitHub	ok	5d	134 event(s), newest 2026-07-21T03:11:05Z
Snowflake (Arctic) — Neocloud	Careers	ok	1d	100 event(s), newest 2026-07-24T23:39:06.670Z
Snowflake (Arctic) — Neocloud	GitHub	ok	3d	202 event(s), newest 2026-07-23T13:44:58Z
Snowflake (Arctic) — Neocloud	Models	ok	3w	21 event(s), newest 2026-06-30T01:30:51.000Z
Snowflake (Arctic) — Neocloud	Writing	ok	2d	20 event(s), newest 2026-07-24T16:22:01.000Z
StreamLake (Kuaishou) — Neocloud	GitHub	ok	Dec 3	4 event(s), newest 2025-12-03T07:47:56Z
Together AI — Neocloud	Careers	ok	1d	58 event(s), newest 2026-07-24T22:54:47.000Z
4 more source rows in coverage