What should the onlylabs background agents do next?

Agent operations

Agent command center

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

last scrape 3h137/165 sources healthy 62 analysesdeepseek · deepseek-v4-pro

Agent answer

All tracked orgs agent operations show 62 queued organizations in all queue states: 49 runnable analyses, 0 page-capture targets, 0 scrape-repair targets, and 13 fresh monitors. DeepSeek v4 pro via deepagents is the dominant standing analysis path across 62 generated analysis rows. 28 of 165 sources need attention. Next dispatch: run_analysis_agent for Anthropic because new captured evidence is fresher than the stored analysis. Top signal inspection: Together AI - Together AI expands fine-tuning service with more models, live metrics, and finer controls with context priority.

Run now49 Needs pages0 Fresh13 No signals0 source issues28

Run now49

Anthropic

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

Fresh13

Baseten

Analysis queue

json →62 shown

All62 Run now49 Needs pages0 Fresh13 No signals0

Anthropic — Frontier labRun now

signals 2,663 · pages 2,523 · web refs 6desks 1005/23/1100/449 · latest 3hanalysis 1dRun agent

lab analysis manifest

Cloudflare (Workers AI) — NeocloudRun now

signals 2,961 · pages 2,517 · web refs 6desks 624/4/2044/107 · latest 3hanalysis 1dRun agent

lab analysis manifest

Together AI — NeocloudRun now

signals 642 · pages 583 · web refs 4desks 110/65/292/129 · latest 3hanalysis Jun 27 · sources 1Run agent

lab analysis manifest

Cohere — Frontier labRun now

signals 962 · pages 905 · web refs 3desks 243/27/382/272 · latest 11hanalysis 1wRun agent

lab analysis manifest

NVIDIA — Frontier labRun now

signals 4,245 · pages 3,617 · web refs 0desks 0/50/3627/113 · latest 11hanalysis Jun 8 · sources 1Run agent

lab analysis manifest

Google (DeepMind / Gemini) — Frontier labRun now

signals 797 · pages 783 · web refs 6desks 45/0/412/132 · latest 11hanalysis 4w · sources 1Run agent

lab analysis manifest

DigitalOcean (GradientAI) — NeocloudRun now

signals 1,165 · pages 1,073 · web refs 5desks 337/36/562/115 · latest 11hanalysis Jun 27Run agent

lab analysis manifest

Nebius — NeocloudRun now

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

lab analysis manifest

Databricks (DBRX) — NeocloudRun now

signals 2,785 · pages 2,502 · web refs 5desks 1198/44/1184/258 · latest 11hanalysis 4wRun agent

lab analysis manifest

LG AI Research (EXAONE) — NeolabRun now

signals 118 · pages 113 · web refs 5desks 71/0/23/12 · latest 11hanalysis 4wRun agent

lab analysis manifest

OpenAI — Frontier labRun now

signals 4,137 · pages 3,830 · web refs 0desks 1500/6/1291/1210 · latest 11hanalysis Jun 8 · sources 1Run agent

lab analysis manifest

CoreWeave — NeocloudRun now

signals 1,230 · pages 1,194 · web refs 6desks 568/84/270/280 · latest 11hanalysis 4wRun agent

lab analysis manifest

Sarvam AI — NeolabRun now

signals 154 · pages 154 · web refs 6desks 104/24/8/0 · latest 11hanalysis Jun 27 · sources 1Run agent

lab analysis manifest

Snowflake (Arctic) — NeocloudRun now

signals 1,483 · pages 1,469 · web refs 4desks 674/62/347/99 · latest 11hanalysis Jun 27Run agent

lab analysis manifest

Mistral AI — Frontier labRun now

signals 596 · pages 519 · web refs 0desks 201/12/280/86 · latest 12hanalysis Jun 8 · sources 1Run agent

lab analysis manifest

Scaleway — NeocloudRun now

signals 1,125 · pages 1,030 · web refs 6desks 68/25/633/308 · latest 12hanalysis Jun 27Run agent

lab analysis manifest

DeepSeek — Frontier labRun now

signals 110 · pages 108 · web refs 6desks 0/0/71/0 · latest 12hanalysis 1wRun agent

lab analysis manifest

Microsoft — Frontier labRun now

signals 10,590 · pages 8,365 · web refs 6desks 0/19/9255/21 · latest 12hanalysis 4wRun agent

lab analysis manifest

Nous Research — NeolabRun now

signals 195 · pages 146 · web refs 6desks 32/49/67/0 · latest 12hanalysis 4w · sources 1Run agent

lab analysis manifest

Qwen (Alibaba Cloud) — Frontier labRun now

signals 395 · pages 375 · web refs 0desks 5/2/292/44 · latest 12hanalysis Jun 8 · sources 1Run agent

lab analysis manifest

OpenBMB (MiniCPM) — NeolabRun now

signals 257 · pages 254 · web refs 4desks 0/2/160/10 · latest 12hanalysis 4w · sources 1Run agent

lab analysis manifest

Fireworks AI — NeocloudRun now

signals 339 · pages 340 · web refs 0desks 60/18/86/161 · latest 12hanalysis Jun 27 · sources 1Run agent

lab analysis manifest

Lightning AI — NeocloudRun now

signals 346 · pages 346 · web refs 6desks 69/3/237/10 · latest 12hanalysis Jun 27Run agent

lab analysis manifest

InclusionAI (Ant Group) — NeolabRun now

signals 224 · pages 218 · web refs 6desks 0/3/135/21 · latest 12hanalysis 1d · sources 1Run agent

lab analysis manifest

xAI — Frontier labRun now

signals 475 · pages 464 · web refs 0desks 431/0/35/0 · latest 1danalysis Jun 8 · sources 1Run 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

Upstage (Solar) — NeolabRun now

signals 404 · pages 326 · web refs 6desks 79/12/40/240 · latest 1danalysis Jun 27 · sources 1Run 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

Tencent Hunyuan — Frontier labRun now

signals 137 · pages 138 · web refs 0desks 0/1/55/0 · latest 2danalysis Jun 8Run agent

lab analysis manifest

Moonshot AI (Kimi) — Frontier labRun now

signals 273 · pages 212 · web refs 0desks 7/0/223/0 · latest 2danalysis Jun 8Run agent

lab analysis manifest

ByteDance (Doubao/Seed) — Frontier labRun now

signals 117 · pages 111 · web refs 6desks 0/1/53/0 · latest 2danalysis 3wRun 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

Meta AI (Llama) — Frontier labRun now

signals 110 · pages 73 · web refs 5desks 16/0/56/26 · latest 4danalysis 4w · sources 1Run agent

lab analysis manifest

Baidu (ERNIE) — Frontier labRun now

signals 489 · pages 466 · web refs 6desks 31/5/334/18 · latest 6danalysis 2w · sources 1Run agent

lab analysis manifest

Zhipu AI (GLM) — Frontier labRun now

signals 128 · pages 156 · web refs 0desks 0/0/74/0 · latest 1wanalysis Jun 8Run 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

Reka AI — NeolabRun now

signals 114 · pages 109 · web refs 4desks 10/7/28/52 · latest 1wanalysis Jun 27 · sources 1Run agent

lab analysis manifest

Xiaomi (MiMo) — NeolabRun now

signals 63 · pages 52 · web refs 6desks 12/2/36/0 · 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

MiniMax — Frontier labRun now

signals 94 · pages 69 · web refs 6desks 14/1/46/0 · latest 1wanalysis 4w · sources 1Run 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
Anthropic — Frontier lab	Run now	2,663	2,523	6	1005/23/1100/449	3h	1d	Run agent
Cloudflare (Workers AI) — Neocloud	Run now	2,961	2,517	6	624/4/2044/107	3h	1d	Run agent
Together AI — Neocloud	Run nowsources 1	642	583	4	110/65/292/129	3h	Jun 27	Run agent
Cohere — Frontier lab	Run now	962	905	3	243/27/382/272	11h	1w	Run agent
NVIDIA — Frontier lab	Run nowsources 1	4,245	3,617	0	0/50/3627/113	11h	Jun 8	Run agent
Google (DeepMind / Gemini) — Frontier lab	Run nowsources 1	797	783	6	45/0/412/132	11h	4w	Run agent
DigitalOcean (GradientAI) — Neocloud	Run now	1,165	1,073	5	337/36/562/115	11h	Jun 27	Run agent
Nebius — Neocloud	Run now	1,012	910	6	611/11/354/0	11h	Jun 27	Run agent
Databricks (DBRX) — Neocloud	Run now	2,785	2,502	5	1198/44/1184/258	11h	4w	Run agent
LG AI Research (EXAONE) — Neolab	Run now	118	113	5	71/0/23/12	11h	4w	Run agent
OpenAI — Frontier lab	Run nowsources 1	4,137	3,830	0	1500/6/1291/1210	11h	Jun 8	Run agent
CoreWeave — Neocloud	Run now	1,230	1,194	6	568/84/270/280	11h	4w	Run agent
Sarvam AI — Neolab	Run nowsources 1	154	154	6	104/24/8/0	11h	Jun 27	Run agent
Snowflake (Arctic) — Neocloud	Run now	1,483	1,469	4	674/62/347/99	11h	Jun 27	Run agent
Mistral AI — Frontier lab	Run nowsources 1	596	519	0	201/12/280/86	12h	Jun 8	Run agent
Scaleway — Neocloud	Run now	1,125	1,030	6	68/25/633/308	12h	Jun 27	Run agent
DeepSeek — Frontier lab	Run now	110	108	6	0/0/71/0	12h	1w	Run agent
Microsoft — Frontier lab	Run now	10,590	8,365	6	0/19/9255/21	12h	4w	Run agent
Nous Research — Neolab	Run nowsources 1	195	146	6	32/49/67/0	12h	4w	Run agent
Qwen (Alibaba Cloud) — Frontier lab	Run nowsources 1	395	375	0	5/2/292/44	12h	Jun 8	Run agent
OpenBMB (MiniCPM) — Neolab	Run nowsources 1	257	254	4	0/2/160/10	12h	4w	Run agent
Fireworks AI — Neocloud	Run nowsources 1	339	340	0	60/18/86/161	12h	Jun 27	Run agent
Lightning AI — Neocloud	Run now	346	346	6	69/3/237/10	12h	Jun 27	Run agent
InclusionAI (Ant Group) — Neolab	Run nowsources 1	224	218	6	0/3/135/21	12h	1d	Run agent
xAI — Frontier lab	Run nowsources 1	475	464	0	431/0/35/0	1d	Jun 8	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
Upstage (Solar) — Neolab	Run nowsources 1	404	326	6	79/12/40/240	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
Tencent Hunyuan — Frontier lab	Run now	137	138	0	0/1/55/0	2d	Jun 8	Run agent
Moonshot AI (Kimi) — Frontier lab	Run now	273	212	0	7/0/223/0	2d	Jun 8	Run agent
ByteDance (Doubao/Seed) — Frontier lab	Run now	117	111	6	0/1/53/0	2d	3w	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
Meta AI (Llama) — Frontier lab	Run nowsources 1	110	73	5	16/0/56/26	4d	4w	Run agent
Baidu (ERNIE) — Frontier lab	Run nowsources 1	489	466	6	31/5/334/18	6d	2w	Run agent
Zhipu AI (GLM) — Frontier lab	Run now	128	156	0	0/0/74/0	1w	Jun 8	Run agent
Groq — Neocloud	Run now	326	325	5	0/14/183/102	1w	Jun 27	Run agent
Reka AI — Neolab	Run nowsources 1	114	109	4	10/7/28/52	1w	Jun 27	Run agent
Xiaomi (MiMo) — Neolab	Run now	63	52	6	12/2/36/0	1w	Jun 27	Run agent
DeepInfra — Neocloud	Run now	63	63	6	0/37/15/0	1w	Jun 27	Run agent
MiniMax — Frontier lab	Run nowsources 1	94	69	6	14/1/46/0	1w	4w	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 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

137 ok · 4 dead · 14 stale · 10 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
Google (DeepMind / Gemini) — Frontier lab	Careers	dead	May 28	probe failed: Error: greenhouse deepmind: 404
Upstage (Solar) — Neolab	Careers	dead	—	probe failed: TimeoutError: The operation was aborted due to timeout
AI21 Labs — Neolab	Models	stale	Jan 6	newest event is older than 180d (channel models)
Baidu (ERNIE) — Frontier lab	Writing	stale	May 9	newest event is older than 90d (channel writing)
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)
InclusionAI (Ant Group) — Neolab	Writing	stale	Jun 1	newest event is older than 90d (channel writing)
Meta AI (Llama) — Frontier lab	Models	stale	Apr 28	newest event is older than 180d (channel models)
Nous Research — Neolab	Models	stale	Mar 6	newest event is older than 180d (channel models)
OpenAI — Frontier lab	Models	stale	Dec 11	newest event is older than 180d (channel models)
OpenBMB (MiniCPM) — Neolab	Writing	stale	Nov 16	newest event is older than 90d (channel writing)
Qwen (Alibaba Cloud) — Frontier lab	Writing	stale	Sep 22	newest event is older than 90d (channel writing)
Reka AI — Neolab	Models	stale	Mar 11	newest event is older than 180d (channel models)
Sarvam AI — Neolab	Models	stale	Mar 3	newest event is older than 180d (channel models)
Together AI — Neocloud	Models	stale	Feb 19	newest event is older than 180d (channel models)
xAI — Frontier lab	Models	stale	Aug 22	newest event is older than 180d (channel models)
AI21 Labs — Neolab	Careers	empty	—	no events observed
Amazon (Nova) — Frontier lab	Careers	empty	—	no events observed
Eigen AI — Neocloud	GitHub	empty	—	no events observed
GMI Cloud — Neocloud	GitHub	empty	—	no events observed
IBM (Granite) — Neolab	Careers	empty	—	no events observed
Inception Labs — Neolab	Careers	empty	—	no events observed
MiniMax — Frontier lab	Careers	empty	Jun 7	no events observed
Mistral AI — Frontier lab	Careers	empty	Jul 5	no events observed
NVIDIA — Frontier lab	Careers	empty	—	no events observed
Parasail — Neocloud	Careers	empty	May 5	no events observed
AI21 Labs — Neolab	GitHub	ok	4w	49 event(s), newest 2026-08-11T06:13:40Z
AI21 Labs — Neolab	Writing	ok	3w	132 event(s), newest 2026-08-20T10:41:58.000Z
Amazon (Nova) — Frontier lab	GitHub	ok	3d	130 event(s), newest 2026-09-08T14:06:51Z
Amazon (Nova) — Frontier lab	Models	ok	May 14	30 event(s), newest 2026-05-14T23:50:24.000Z
Amazon (Nova) — Frontier lab	Writing	ok	1d	25 event(s), newest 2026-09-10T15:03:39.000Z
Anthropic — Frontier lab	Careers	ok	15h	100 event(s), newest 2026-09-11T04:05:31.000Z
Anthropic — Frontier lab	GitHub	ok	19h	189 event(s), newest 2026-09-10T23:10:15Z
Anthropic — Frontier lab	Writing	ok	6h	443 event(s), newest 2026-09-11T12:13:44.000Z
Arcee AI — Neolab	Careers	ok	May 22	2 event(s), newest 2026-05-22T14:15:42.000Z
Arcee AI — Neolab	GitHub	ok	1w	87 event(s), newest 2026-08-29T16:57:03Z
Arcee AI — Neolab	Models	ok	Apr 1	30 event(s), newest 2026-04-01T03:35:06.000Z
Arcee AI — Neolab	Writing	ok	4w	84 event(s), newest 2026-08-13T17:25:38.000Z
Baidu (ERNIE) — Frontier lab	Careers	ok	2w	25 event(s), newest 2026-08-27T21:32:20.000Z
Baidu (ERNIE) — Frontier lab	GitHub	ok	3w	309 event(s), newest 2026-08-19T10:11:29Z
Baidu (ERNIE) — Frontier lab	Models	ok	Jun 19	30 event(s), newest 2026-06-19T09:40:33.000Z
Baseten — Neocloud	Careers	ok	21h	96 event(s), newest 2026-09-10T21:30:54.723Z
Baseten — Neocloud	GitHub	ok	13h	134 event(s), newest 2026-09-11T05:44:36Z
Baseten — Neocloud	Writing	ok	21h	180 event(s), newest 2026-09-10T22:08:32.000Z
ByteDance (Doubao/Seed) — Frontier lab	GitHub	ok	2d	73 event(s), newest 2026-09-09T03:57:51Z
ByteDance (Doubao/Seed) — Frontier lab	Models	ok	Jul 3	30 event(s), newest 2026-07-03T00:07:55.000Z
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 2026-09-11T01:40:16.000Z
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
Cohere — Frontier lab	Careers	ok	17h	100 event(s), newest 2026-09-11T02:02:46.540Z
Cohere — Frontier lab	GitHub	ok	1d	148 event(s), newest 2026-09-10T16:39:35Z
Cohere — Frontier lab	Models	ok	3d	30 event(s), newest 2026-09-08T15:11:52.000Z
Cohere — Frontier lab	Writing	ok	1d	250 event(s), newest 2026-09-10T00:00:00.000Z
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
105 more source rows in coverage