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 3d137/154 sources healthy 18 analysesdeepseek · deepseek-v4-pro

Agent answer

All tracked orgs agent operations show 62 queued organizations in all queue states: 59 runnable analyses, 0 page-capture targets, 1 scrape-repair targets, and 2 fresh monitors. DeepSeek v4 pro via deepagents is the dominant standing analysis path across 18 generated analysis rows. 17 of 154 sources need attention. Next dispatch: run_analysis_agent for DigitalOcean (GradientAI) because evidence exists and no standing analysis is stored. Top signal inspection: Microsoft - microsoft/mxc v0.7.0-rc1 with context priority.

Run now59 Needs pages0 Fresh2 No signals1 source issues17

Run now59

DigitalOcean (GradientAI)

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

No signals1

Inception Labs

Fresh2

Anthropic

Analysis queue

json →62 shown

All62 Run now59 Needs pages0 Fresh2 No signals1

DigitalOcean (GradientAI) — NeocloudRun now

signals 533 · pages 529 · web refs 0desks 137/33/151/102 · latest 5hanalysis —Run agent

lab manifest

Nebius — NeocloudRun now

signals 277 · pages 277 · web refs 0desks 171/9/64/0 · latest 5hanalysis —Run agent

lab manifest

Google (DeepMind / Gemini) — Frontier labRun now

signals 529 · pages 529 · web refs 0desks 45/0/216/106 · latest 5hanalysis 4dRun agent

lab analysis manifest

Baseten — NeocloudRun now

signals 199 · pages 199 · web refs 0desks 73/62/22/0 · latest 5hanalysis —Run agent

lab manifest

Databricks (DBRX) — NeocloudRun now

signals 721 · pages 712 · web refs 0desks 305/44/237/37 · latest 5hanalysis —Run agent

lab manifest

Upstage (Solar) — NeolabRun now

signals 79 · pages 79 · web refs 0desks 0/11/37/0 · latest 5hanalysis — · sources 1Run agent

lab manifest

MiniMax — Frontier labRun now

signals 62 · pages 53 · web refs 0desks 10/1/24/0 · latest 5hanalysis 4d · sources 1Run agent

lab analysis manifest

Moonshot AI (Kimi) — Frontier labRun now

signals 99 · pages 94 · web refs 0desks 7/0/54/0 · latest 5hanalysis 4dRun agent

lab analysis manifest

Meituan (LongCat) — NeolabRun now

signals 52 · pages 52 · web refs 0desks 0/6/18/0 · latest 5hanalysis —Run agent

lab manifest

Cohere — Frontier labRun now

signals 309 · pages 287 · web refs 0desks 137/26/112/0 · latest 6hanalysis 4dRun agent

lab analysis manifest

Microsoft — Frontier labRun now

signals 1,717 · pages 1,713 · web refs 0desks 0/6/1235/9 · latest 6hanalysis 4dRun agent

lab analysis manifest

OpenAI — Frontier labRun now

signals 2,112 · pages 2,107 · web refs 0desks 784/5/204/1005 · latest 6hanalysis 4d · sources 1Run agent

lab analysis manifest

Mistral AI — Frontier labRun now

signals 268 · pages 268 · web refs 0desks 177/11/66/0 · latest 6hanalysis 4dRun agent

lab analysis manifest

NVIDIA — Frontier labRun now

signals 826 · pages 828 · web refs 0desks 0/21/557/27 · latest 6hanalysis 4d · sources 1Run agent

lab analysis manifest

Cloudflare (Workers AI) — NeocloudRun now

signals 715 · pages 714 · web refs 0desks 170/2/361/24 · latest 6hanalysis —Run agent

lab manifest

Qwen (Alibaba Cloud) — Frontier labRun now

signals 152 · pages 148 · web refs 0desks 5/2/58/44 · latest 6hanalysis 4d · sources 1Run agent

lab analysis manifest

CoreWeave — NeocloudRun now

signals 593 · pages 598 · web refs 0desks 280/84/90/115 · latest 6hanalysis —Run agent

lab manifest

Together AI — NeocloudRun now

signals 335 · pages 332 · web refs 0desks 61/59/75/101 · latest 6hanalysis —Run agent

lab manifest

Hyperbolic — NeocloudRun now

signals 40 · pages 40 · web refs 0desks 14/2/11/0 · latest 6hanalysis —Run agent

lab manifest

InclusionAI (Ant Group) — NeolabRun now

signals 120 · pages 120 · web refs 0desks 0/1/55/20 · latest 6hanalysis —Run agent

lab manifest

Snowflake (Arctic) — NeocloudRun now

signals 432 · pages 431 · web refs 0desks 145/21/117/28 · latest 6hanalysis —Run agent

lab manifest

CompactifAI (Multiverse Computing) — NeocloudRun now

signals 24 · pages 9 · web refs 0desks 20/0/0/0 · latest 6hanalysis —Run agent

lab manifest

Fireworks AI — NeocloudRun now

signals 73 · pages 72 · web refs 0desks 35/16/9/0 · latest 6hanalysis —Run agent

lab manifest

Reka AI — NeolabRun now

signals 51 · pages 51 · web refs 0desks 7/7/21/0 · latest 1danalysis —Run agent

lab manifest

xAI — Frontier labRun now

signals 251 · pages 251 · web refs 0desks 234/0/10/0 · latest 1danalysis 4d · sources 1Run agent

lab analysis manifest

Baidu (ERNIE) — Frontier labRun now

signals 388 · pages 370 · web refs 0desks 26/5/239/18 · latest 1danalysis 4dRun agent

lab analysis manifest

Scaleway — NeocloudRun now

signals 644 · pages 666 · web refs 0desks 41/24/182/308 · latest 1danalysis —Run agent

lab manifest

Novita AI — NeocloudRun now

signals 69 · pages 69 · web refs 0desks 3/25/14/0 · latest 1danalysis —Run agent

lab manifest

Lightning AI — NeocloudRun now

signals 124 · pages 125 · web refs 0desks 32/3/56/10 · latest 1danalysis —Run agent

lab manifest

Cerebras — NeocloudRun now

signals 157 · pages 157 · web refs 0desks 99/7/37/0 · latest 1danalysis —Run agent

lab manifest

Xiaomi (MiMo) — NeolabRun now

signals 47 · pages 36 · web refs 0desks 12/2/21/0 · latest 1danalysis —Run agent

lab manifest

LG AI Research (EXAONE) — NeolabRun now

signals 86 · pages 81 · web refs 0desks 44/0/21/10 · latest 1danalysis — · sources 1Run agent

lab manifest

IBM (Granite) — NeolabRun now

signals 83 · pages 83 · web refs 0desks 0/0/50/7 · latest 1danalysis — · sources 1Run agent

lab manifest

Sarvam AI — NeolabRun now

signals 106 · pages 106 · web refs 0desks 63/22/7/0 · latest 2danalysis —Run agent

lab manifest

StepFun — NeolabRun now

signals 65 · pages 64 · web refs 0desks 0/2/33/0 · latest 2danalysis —Run agent

lab manifest

SambaNova Systems — NeocloudRun now

signals 71 · pages 71 · web refs 0desks 20/2/21/11 · latest 2danalysis —Run agent

lab manifest

FriendliAI — NeocloudRun now

signals 86 · pages 86 · web refs 0desks 20/19/32/0 · latest 2danalysis —Run agent

lab manifest

AI21 Labs — NeolabRun now

signals 58 · pages 52 · web refs 0desks 0/6/31/0 · latest 2danalysis — · sources 1Run agent

lab manifest

Groq — NeocloudRun now

signals 86 · pages 86 · web refs 0desks 0/14/45/0 · latest 2danalysis —Run agent

lab manifest

DeepInfra — NeocloudRun now

signals 53 · pages 53 · web refs 0desks 0/36/10/0 · latest 2danalysis —Run agent

lab manifest

Replicate — NeocloudRun now

signals 323 · pages 323 · web refs 0desks 0/18/76/122 · latest 2danalysis —Run agent

lab manifest

Clarifai — NeocloudRun now

signals 98 · pages 98 · web refs 0desks 0/8/59/0 · latest 2danalysis —Run agent

lab manifest

Parasail — NeocloudRun now

signals 27 · pages 23 · web refs 0desks 8/9/6/0 · latest 2danalysis —Run agent

lab manifest

Public AI — NeocloudRun now

signals 22 · pages 22 · web refs 0desks 0/4/0/0 · latest 2danalysis —Run agent

lab manifest

SiliconFlow — NeocloudRun now

signals 137 · pages 137 · web refs 0desks 0/75/35/0 · latest 2danalysis —Run agent

lab manifest

Wafer — NeocloudRun now

signals 9 · pages 9 · web refs 0desks 0/3/0/0 · latest 2danalysis —Run agent

lab manifest

Makora — NeocloudRun now

signals 13 · pages 13 · web refs 0desks 0/0/7/0 · latest 2danalysis —Run agent

lab manifest

StreamLake (Kuaishou) — NeocloudRun now

signals 4 · pages 4 · web refs 0desks 0/1/0/0 · latest 2danalysis —Run agent

lab manifest

Org	State	Signals	Pages	Signal desks	Latest input	Analysis	Next
DigitalOcean (GradientAI) — Neocloud	Run now	533	529	137/33/151/102	5h	—	Run agent
Nebius — Neocloud	Run now	277	277	171/9/64/0	5h	—	Run agent
Google (DeepMind / Gemini) — Frontier lab	Run now	529	529	45/0/216/106	5h	4d	Run agent
Baseten — Neocloud	Run now	199	199	73/62/22/0	5h	—	Run agent
Databricks (DBRX) — Neocloud	Run now	721	712	305/44/237/37	5h	—	Run agent
Upstage (Solar) — Neolab	Run nowsources 1	79	79	0/11/37/0	5h	—	Run agent
MiniMax — Frontier lab	Run nowsources 1	62	53	10/1/24/0	5h	4d	Run agent
Moonshot AI (Kimi) — Frontier lab	Run now	99	94	7/0/54/0	5h	4d	Run agent
Meituan (LongCat) — Neolab	Run now	52	52	0/6/18/0	5h	—	Run agent
Cohere — Frontier lab	Run now	309	287	137/26/112/0	6h	4d	Run agent
Microsoft — Frontier lab	Run now	1,717	1,713	0/6/1235/9	6h	4d	Run agent
OpenAI — Frontier lab	Run nowsources 1	2,112	2,107	784/5/204/1005	6h	4d	Run agent
Mistral AI — Frontier lab	Run now	268	268	177/11/66/0	6h	4d	Run agent
NVIDIA — Frontier lab	Run nowsources 1	826	828	0/21/557/27	6h	4d	Run agent
Cloudflare (Workers AI) — Neocloud	Run now	715	714	170/2/361/24	6h	—	Run agent
Qwen (Alibaba Cloud) — Frontier lab	Run nowsources 1	152	148	5/2/58/44	6h	4d	Run agent
CoreWeave — Neocloud	Run now	593	598	280/84/90/115	6h	—	Run agent
Together AI — Neocloud	Run now	335	332	61/59/75/101	6h	—	Run agent
Hyperbolic — Neocloud	Run now	40	40	14/2/11/0	6h	—	Run agent
InclusionAI (Ant Group) — Neolab	Run now	120	120	0/1/55/20	6h	—	Run agent
Snowflake (Arctic) — Neocloud	Run now	432	431	145/21/117/28	6h	—	Run agent
CompactifAI (Multiverse Computing) — Neocloud	Run now	24	9	20/0/0/0	6h	—	Run agent
Fireworks AI — Neocloud	Run now	73	72	35/16/9/0	6h	—	Run agent
Reka AI — Neolab	Run now	51	51	7/7/21/0	1d	—	Run agent
xAI — Frontier lab	Run nowsources 1	251	251	234/0/10/0	1d	4d	Run agent
Baidu (ERNIE) — Frontier lab	Run now	388	370	26/5/239/18	1d	4d	Run agent
Scaleway — Neocloud	Run now	644	666	41/24/182/308	1d	—	Run agent
Novita AI — Neocloud	Run now	69	69	3/25/14/0	1d	—	Run agent
Lightning AI — Neocloud	Run now	124	125	32/3/56/10	1d	—	Run agent
Cerebras — Neocloud	Run now	157	157	99/7/37/0	1d	—	Run agent
Xiaomi (MiMo) — Neolab	Run now	47	36	12/2/21/0	1d	—	Run agent
LG AI Research (EXAONE) — Neolab	Run nowsources 1	86	81	44/0/21/10	1d	—	Run agent
IBM (Granite) — Neolab	Run nowsources 1	83	83	0/0/50/7	1d	—	Run agent
Sarvam AI — Neolab	Run now	106	106	63/22/7/0	2d	—	Run agent
StepFun — Neolab	Run now	65	64	0/2/33/0	2d	—	Run agent
SambaNova Systems — Neocloud	Run now	71	71	20/2/21/11	2d	—	Run agent
FriendliAI — Neocloud	Run now	86	86	20/19/32/0	2d	—	Run agent
AI21 Labs — Neolab	Run nowsources 1	58	52	0/6/31/0	2d	—	Run agent
Groq — Neocloud	Run now	86	86	0/14/45/0	2d	—	Run agent
DeepInfra — Neocloud	Run now	53	53	0/36/10/0	2d	—	Run agent
Replicate — Neocloud	Run now	323	323	0/18/76/122	2d	—	Run agent
Clarifai — Neocloud	Run now	98	98	0/8/59/0	2d	—	Run agent
Parasail — Neocloud	Run now	27	23	8/9/6/0	2d	—	Run agent
Public AI — Neocloud	Run now	22	22	0/4/0/0	2d	—	Run agent
SiliconFlow — Neocloud	Run now	137	137	0/75/35/0	2d	—	Run agent
Wafer — Neocloud	Run now	9	9	0/3/0/0	2d	—	Run agent
Makora — Neocloud	Run now	13	13	0/0/7/0	2d	—	Run agent
StreamLake (Kuaishou) — Neocloud	Run now	4	4	0/1/0/0	2d	—	Run agent

Scrape runs

7 of 7snapshot

Jun 10, 2026

duration 9m 58s · sources 154events 10,748 · HN 50failures clear

Jun 9, 2026

duration 2m 2s · sources 153events 10,391 · HN 33failures clear

Jun 8, 2026

duration 1m 55s · sources 153events 10,342 · HN 23failures clear

Jun 7, 2026

duration 1m 14s · sources 153events 10,296 · HN 24failures clear

Jun 6, 2026

duration 59s · sources 151events 10,276 · HN 18failures clear

Jun 6, 2026

duration 1m 25s · sources 151events 10,281 · HN 23failures clear

Jun 6, 2026

duration 57s · sources 151events 10,278 · HN 25failures clear

Started	Dur	Run	Sources	Events	HN	Failures
Jun 10, 2026	9m 58s	ok	154	10,748	50	clear
Jun 9, 2026	2m 2s	ok	153	10,391	33	clear
Jun 8, 2026	1m 55s	ok	153	10,342	23	clear
Jun 7, 2026	1m 14s	ok	153	10,296	24	clear
Jun 6, 2026	59s	ok	151	10,276	18	clear
Jun 6, 2026	1m 25s	ok	151	10,281	23	clear
Jun 6, 2026	57s	ok	151	10,278	25	clear

Source health

137 ok · 8 stale · 9 emptycoverage →

Blackbox AI — Neocloudstale

channel GitHub · last event Dec 29newest event is older than 365d (channel github)

Org	Channel	Status	Last event	Detail
Blackbox AI — Neocloud	GitHub	stale	Dec 29	newest event is older than 365d (channel github)
LG AI Research (EXAONE) — Neolab	Writing	stale	Sep 5	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)
Meta AI (Llama) — Frontier lab	Writing	stale	Feb 24	newest event is older than 90d (channel writing)
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)
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	6d	no events observed
NVIDIA — Frontier lab	Careers	empty	—	no events observed
Upstage (Solar) — Neolab	Careers	empty	—	no events observed
AI21 Labs — Neolab	GitHub	ok	4w	45 event(s), newest 2026-05-12T08:34:02Z
AI21 Labs — Neolab	Models	ok	Jan 6	13 event(s), newest 2026-01-06T08:19:07.000Z
Amazon (Nova) — Frontier lab	GitHub	ok	1d	134 event(s), newest 2026-06-11T19:35:57Z
Amazon (Nova) — Frontier lab	Models	ok	4w	30 event(s), newest 2026-05-14T23:50:24.000Z
Amazon (Nova) — Frontier lab	Writing	ok	2d	25 event(s), newest 2026-06-10T15:00:00.000Z
Anthropic — Frontier lab	Careers	ok	9h	100 event(s), newest 2026-06-13T03:48:51.000Z
Anthropic — Frontier lab	GitHub	ok	11h	181 event(s), newest 2026-06-13T01:38:30Z
Anthropic — Frontier lab	Writing	ok	10h	378 event(s), newest 2026-06-13T02:30:15.000Z
Arcee AI — Neolab	Careers	ok	3w	2 event(s), newest 2026-05-22T14:15:42.000Z
Arcee AI — Neolab	GitHub	ok	Feb 18	80 event(s), newest 2026-02-18T06:17:18Z
Arcee AI — Neolab	Models	ok	Apr 1	30 event(s), newest 2026-04-01T03:35:06.000Z
Baidu (ERNIE) — Frontier lab	Careers	ok	2w	26 event(s), newest 2026-05-30T00:56:12.000Z
Baidu (ERNIE) — Frontier lab	GitHub	ok	2d	306 event(s), newest 2026-06-11T12:09:14Z
Baidu (ERNIE) — Frontier lab	Models	ok	2w	30 event(s), newest 2026-05-29T02:17:22.000Z
Baidu (ERNIE) — Frontier lab	Writing	ok	May 9	18 event(s), newest 2026-05-09T00:00:00.000Z
Baseten — Neocloud	Careers	ok	17h	70 event(s), newest 2026-06-12T20:06:27.481Z
Baseten — Neocloud	GitHub	ok	1d	119 event(s), newest 2026-06-11T19:14:59Z
ByteDance (Doubao/Seed) — Frontier lab	GitHub	ok	2w	69 event(s), newest 2026-05-29T03:03:17Z
ByteDance (Doubao/Seed) — Frontier lab	Models	ok	1w	30 event(s), newest 2026-06-02T03:10:24.000Z
Cerebras — Neocloud	Careers	ok	21h	99 event(s), newest 2026-06-12T15:26:10.000Z
Cerebras — Neocloud	GitHub	ok	Apr 21	28 event(s), newest 2026-04-21T01:28:04Z
Cerebras — Neocloud	Models	ok	Feb 25	30 event(s), newest 2026-02-25T07:11:20.000Z
Clarifai — Neocloud	GitHub	ok	2w	98 event(s), newest 2026-05-29T16:06:45Z
Cloudflare (Workers AI) — Neocloud	Careers	ok	7h	100 event(s), newest 2026-06-13T05:40:36.000Z
Cloudflare (Workers AI) — Neocloud	GitHub	ok	11h	361 event(s), newest 2026-06-13T01:42:12Z
Cloudflare (Workers AI) — Neocloud	Writing	ok	1d	20 event(s), newest 2026-06-12T13:00:00.000Z
Cohere — Frontier lab	Careers	ok	18h	100 event(s), newest 2026-06-12T18:44:23.933Z
Cohere — Frontier lab	GitHub	ok	1d	135 event(s), newest 2026-06-12T10:06:49Z
Cohere — Frontier lab	Models	ok	1w	30 event(s), newest 2026-06-05T02:38:01.000Z
CompactifAI (Multiverse Computing) — Neocloud	Careers	ok	3d	2 event(s), upstream dates unavailable
CompactifAI (Multiverse Computing) — Neocloud	GitHub	ok	Feb 2	4 event(s), newest 2026-02-02T11:31:21Z
CoreWeave — Neocloud	Careers	ok	9h	100 event(s), newest 2026-06-13T04:02:04.000Z
CoreWeave — Neocloud	GitHub	ok	23h	187 event(s), newest 2026-06-12T14:02:50Z
CoreWeave — Neocloud	Writing	ok	2d	100 event(s), newest 2026-06-10T17:55:11.000Z
Databricks (DBRX) — Neocloud	Careers	ok	10h	100 event(s), newest 2026-06-13T02:33:46.000Z
Databricks (DBRX) — Neocloud	GitHub	ok	21h	281 event(s), newest 2026-06-12T15:57:52Z
Databricks (DBRX) — Neocloud	Writing	ok	12h	10 event(s), newest 2026-06-13T00:30:00.000Z
DeepInfra — Neocloud	GitHub	ok	1w	53 event(s), newest 2026-06-04T22:52:45Z
DeepSeek — Frontier lab	GitHub	ok	1w	42 event(s), newest 2026-06-02T02:21:17Z
DeepSeek — Frontier lab	Models	ok	Apr 22	30 event(s), newest 2026-04-22T06:04:35.000Z
DigitalOcean (GradientAI) — Neocloud	Careers	ok	13h	100 event(s), newest 2026-06-12T23:18:23.000Z
DigitalOcean (GradientAI) — Neocloud	GitHub	ok	2d	233 event(s), newest 2026-06-11T05:59:32Z
DigitalOcean (GradientAI) — Neocloud	Writing	ok	2d	100 event(s), newest 2026-06-10T14:27:49.137Z
94 more source rows in coverage