What should the onlylabs background agents do next?

Agent operations

Frontier lab agent command center

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

last scrape 3d46/54 sources healthy 18 analysesdeepseek · deepseek-v4-pro

Agent answer

Frontier lab agent operations show 18 queued organizations in all queue states: 16 runnable analyses, 0 page-capture targets, 0 scrape-repair targets, and 2 fresh monitors. DeepSeek v4 pro via deepagents is the dominant standing analysis path across 18 generated analysis rows. 8 of 54 sources need attention. Next dispatch: run_analysis_agent for Google (DeepMind / Gemini) because new captured evidence is fresher than the stored analysis. Top signal inspection: Anthropic - Fable Mythos Access with high priority.

Run now16 Needs pages0 Fresh2 No signals0 source issues8

Run now16

Google (DeepMind / Gemini)

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

Fresh2

Anthropic

Analysis queue

json →18 shown

All18 Run now16 Needs pages0 Fresh2 No signals0

Google (DeepMind / Gemini) — Frontier labRun now

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

lab analysis 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

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

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

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

DeepSeek — Frontier labRun now

signals 72 · pages 70 · web refs 0desks 0/0/38/0 · latest 2danalysis 4dRun agent

lab analysis manifest

Meta AI (Llama) — Frontier labRun now

signals 87 · pages 41 · web refs 0desks 16/0/50/9 · latest 2danalysis 4d · sources 2Run agent

lab analysis manifest

ByteDance (Doubao/Seed) — Frontier labRun now

signals 99 · pages 99 · web refs 0desks 0/1/40/0 · latest 2danalysis 4dRun agent

lab analysis manifest

Tencent Hunyuan — Frontier labRun now

signals 97 · pages 98 · web refs 0desks 0/1/30/0 · latest 2danalysis 4dRun agent

lab analysis manifest

Zhipu AI (GLM) — Frontier labRun now

signals 96 · pages 144 · web refs 0desks 0/0/47/0 · latest 2danalysis 4dRun agent

lab analysis manifest

Anthropic — Frontier labFresh

signals 1,072 · pages 1,111 · web refs 6desks 429/21/175/378 · latest 5hanalysis 5hMonitor

lab analysis manifest

Amazon (Nova) — Frontier labFresh

signals 229 · pages 234 · web refs 4desks 0/0/64/29 · latest 21hanalysis 5h · sources 1Monitor

lab analysis manifest

Org	State	Signals	Pages	Web refs	Signal desks	Latest input	Analysis	Next
Google (DeepMind / Gemini) — Frontier lab	Run now	529	529	0	45/0/216/106	5h	4d	Run agent
MiniMax — Frontier lab	Run nowsources 1	62	53	0	10/1/24/0	5h	4d	Run agent
Moonshot AI (Kimi) — Frontier lab	Run now	99	94	0	7/0/54/0	5h	4d	Run agent
Cohere — Frontier lab	Run now	309	287	0	137/26/112/0	6h	4d	Run agent
Microsoft — Frontier lab	Run now	1,717	1,713	0	0/6/1235/9	6h	4d	Run agent
OpenAI — Frontier lab	Run nowsources 1	2,112	2,107	0	784/5/204/1005	6h	4d	Run agent
Mistral AI — Frontier lab	Run now	268	268	0	177/11/66/0	6h	4d	Run agent
NVIDIA — Frontier lab	Run nowsources 1	826	828	0	0/21/557/27	6h	4d	Run agent
Qwen (Alibaba Cloud) — Frontier lab	Run nowsources 1	152	148	0	5/2/58/44	6h	4d	Run agent
xAI — Frontier lab	Run nowsources 1	251	251	0	234/0/10/0	1d	4d	Run agent
Baidu (ERNIE) — Frontier lab	Run now	388	370	0	26/5/239/18	1d	4d	Run agent
DeepSeek — Frontier lab	Run now	72	70	0	0/0/38/0	2d	4d	Run agent
Meta AI (Llama) — Frontier lab	Run nowsources 2	87	41	0	16/0/50/9	2d	4d	Run agent
ByteDance (Doubao/Seed) — Frontier lab	Run now	99	99	0	0/1/40/0	2d	4d	Run agent
Tencent Hunyuan — Frontier lab	Run now	97	98	0	0/1/30/0	2d	4d	Run agent
Zhipu AI (GLM) — Frontier lab	Run now	96	144	0	0/0/47/0	2d	4d	Run agent
Anthropic — Frontier lab	Fresh	1,072	1,111	6	429/21/175/378	5h	5h	Monitor
Amazon (Nova) — Frontier lab	Freshsources 1	229	234	4	0/0/64/29	21h	5h	Monitor

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

46 ok · 5 stale · 3 emptycoverage →

Meta AI (Llama) — Frontier labstale

channel Models · last event Apr 28newest event is older than 180d (channel models)

Org	Channel	Status	Last event	Detail
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)
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)
Amazon (Nova) — Frontier lab	Careers	empty	—	no events observed
MiniMax — Frontier lab	Careers	empty	6d	no events observed
NVIDIA — Frontier lab	Careers	empty	—	no events observed
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
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
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
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
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
Google (DeepMind / Gemini) — Frontier lab	Careers	ok	2d	36 event(s), newest 2026-06-10T15:46:58.000Z
Google (DeepMind / Gemini) — Frontier lab	GitHub	ok	13h	265 event(s), newest 2026-06-12T23:38:54Z
Google (DeepMind / Gemini) — Frontier lab	Models	ok	4d	30 event(s), newest 2026-06-09T12:40:12.000Z
Google (DeepMind / Gemini) — Frontier lab	Writing	ok	2d	100 event(s), newest 2026-06-10T16:24:11.000Z
Meta AI (Llama) — Frontier lab	GitHub	ok	Dec 18	32 event(s), newest 2025-12-18T20:30:36Z
Microsoft — Frontier lab	GitHub	ok	7h	415 event(s), newest 2026-06-13T06:11:51Z
Microsoft — Frontier lab	Models	ok	2w	30 event(s), newest 2026-05-26T17:55:46.000Z
Microsoft — Frontier lab	Writing	ok	16h	8 event(s), newest 2026-06-12T20:30:48.000Z
MiniMax — Frontier lab	GitHub	ok	2d	33 event(s), newest 2026-06-11T09:20:28Z
MiniMax — Frontier lab	Models	ok	1w	19 event(s), newest 2026-06-02T07:50:45.000Z
Mistral AI — Frontier lab	Careers	ok	2d	100 event(s), newest 2026-06-11T03:28:13.349Z
Mistral AI — Frontier lab	GitHub	ok	22h	58 event(s), newest 2026-06-12T14:36:54Z
Mistral AI — Frontier lab	Models	ok	Apr 27	30 event(s), newest 2026-04-27T13:35:34.000Z
Moonshot AI (Kimi) — Frontier lab	GitHub	ok	1d	63 event(s), newest 2026-06-12T09:44:34Z
Moonshot AI (Kimi) — Frontier lab	Models	ok	2d	18 event(s), newest 2026-06-11T07:51:47.000Z
NVIDIA — Frontier lab	GitHub	ok	12h	422 event(s), newest 2026-06-13T01:12:56Z
NVIDIA — Frontier lab	Models	ok	4d	30 event(s), newest 2026-06-08T20:12:45.000Z
NVIDIA — Frontier lab	Writing	ok	16h	18 event(s), newest 2026-06-12T21:00:08.000Z
OpenAI — Frontier lab	Careers	ok	11h	100 event(s), newest 2026-06-13T02:05:22.551Z
OpenAI — Frontier lab	GitHub	ok	11h	249 event(s), newest 2026-06-13T01:20:26Z
OpenAI — Frontier lab	Writing	ok	1d	1005 event(s), newest 2026-06-12T10:00:00.000Z
Qwen (Alibaba Cloud) — Frontier lab	GitHub	ok	22h	66 event(s), newest 2026-06-12T14:41:34Z
Qwen (Alibaba Cloud) — Frontier lab	Models	ok	3w	30 event(s), newest 2026-05-21T04:15:56.000Z
Tencent Hunyuan — Frontier lab	GitHub	ok	5d	67 event(s), newest 2026-06-08T12:29:36Z
Tencent Hunyuan — Frontier lab	Models	ok	2w	30 event(s), newest 2026-05-27T06:12:37.000Z
xAI — Frontier lab	Careers	ok	19h	100 event(s), newest 2026-06-12T17:51:24.000Z
xAI — Frontier lab	GitHub	ok	1d	13 event(s), newest 2026-06-12T03:44:39Z
Zhipu AI (GLM) — Frontier lab	GitHub	ok	2w	65 event(s), newest 2026-05-28T11:38:02Z
Zhipu AI (GLM) — Frontier lab	Models	ok	4d	30 event(s), newest 2026-06-09T07:18:27.000Z