What should the onlylabs background agents do next?

Agent operations

Neocloud agent command center

Operational state for needs pages: 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 0 queued organizations in needs pages: 0 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. No dispatch target is currently pending in this route. Top signal inspection: Together AI - Together AI expands fine-tuning service with more models, live metrics, and finer controls with context priority.

Run now0 Needs pages0 Fresh0 No signals0 source issues8

Run now0

run_analysis_agent

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

Needs pages0

capture_pages

npm run capture:pages -- --url <app-url> --org <org-slug> --limit 50

Analysis queue

json →0 shown

All30 Run now23 Needs pages0 Fresh7 No signals0

No tracked orgs are available for the agent queue.

Scrape runs

8 of 12snapshot

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

Sep 11, 2026

duration 2m 45s · sources 32events 3,669 · HN 1failures clear

Sep 10, 2026

failed

duration 2m 54s · sources 32events 3,568 · HN 4failures 1 · digitalocean/writing

4 older runs in snapshot

Started	Dur	Run	Sources	Events	HN	Failures
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
Sep 11, 2026	2m 45s	ok	32	3,669	1	clear
Sep 10, 2026	2m 54s	failed	32	3,568	4	1 · digitalocean/writing
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	22h	96 event(s), newest 2026-09-10T21:30:54.723Z
Baseten — Neocloud	GitHub	ok	14h	134 event(s), newest 2026-09-11T05:44:36Z
Baseten — Neocloud	Writing	ok	21h	180 event(s), newest 2026-09-10T22:08:32.000Z
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	18h	100 event(s), newest 2026-09-11T01:40:16.000Z
Cloudflare (Workers AI) — Neocloud	GitHub	ok	18h	405 event(s), newest 2026-09-11T01:05:23Z
Cloudflare (Workers AI) — Neocloud	Writing	ok	6h	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	15h	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	1d	100 event(s), newest 2026-09-10T18:31:01.000Z
Databricks (DBRX) — Neocloud	Careers	ok	13h	100 event(s), newest 2026-09-11T06:33:05.000Z
Databricks (DBRX) — Neocloud	GitHub	ok	15h	283 event(s), newest 2026-09-11T04:34:35Z
Databricks (DBRX) — Neocloud	Writing	ok	1d	10 event(s), newest 2026-09-10T15:05:10.000Z
DeepInfra — Neocloud	GitHub	ok	1w	62 event(s), newest 2026-09-01T12:14:12Z
DigitalOcean (GradientAI) — Neocloud	Careers	ok	22h	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	20h	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	23h	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	22h	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	20h	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	21h	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	22h	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