What should the onlylabs background agents do next?

Agent operations

All tracked orgs agent command center

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

last scrape 1h142/165 sources healthy 62 analysesdeepseek · deepseek-v4-pro

Agent answer

All tracked orgs 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 62 generated analysis rows. 23 of 165 sources need attention. No dispatch target is currently pending in this route. Top signal inspection: CoreWeave - CoreWeave Leads MLPerf 0.7 Endpoints Benchmark with DeepSeek-R1 with context priority.

Run now0 Needs pages0 Fresh0 No signals0 source issues23

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

All62 Run now0 Needs pages0 Fresh0 No signals62

No tracked orgs are available for the agent queue.

Scrape runs

8 of 12snapshot

Jul 28, 2026

duration 1m 37s · sources 32events 3,554 · HN 0failures clear

Jul 28, 2026

duration 1m 32s · sources 32events 3,554 · HN 0failures clear

Jul 28, 2026

duration 1m 31s · sources 32events 3,554 · HN 0failures clear

Jul 28, 2026

duration 27s · sources 33events 818 · HN 0failures clear

Jul 28, 2026

failed

duration 2m 13s · sources 39events 1,444 · HN 0failures 11 · cerebras/careers, minimax/careers, amazon/careers

Jul 28, 2026

duration 4m 4s · sources 61events 6,330 · HN 3failures clear

Jul 28, 2026

duration 1m 31s · sources 32events 3,554 · HN 0failures clear

Jul 28, 2026

duration 1m 53s · sources 32events 3,554 · HN 1failures clear

4 older runs in snapshot

Started	Dur	Run	Sources	Events	HN	Failures
Jul 28, 2026	1m 37s	ok	32	3,554	0	clear
Jul 28, 2026	1m 32s	ok	32	3,554	0	clear
Jul 28, 2026	1m 31s	ok	32	3,554	0	clear
Jul 28, 2026	27s	ok	33	818	0	clear
Jul 28, 2026	2m 13s	failed	39	1,444	0	11 · cerebras/careers, minimax/careers, amazon/careers
Jul 28, 2026	4m 4s	ok	61	6,330	3	clear
Jul 28, 2026	1m 31s	ok	32	3,554	0	clear
Jul 28, 2026	1m 53s	ok	32	3,554	1	clear
4 older runs in snapshot

Source health

142 ok · 11 dead · 7 stale · 5 emptycoverage →

Amazon (Nova) — Frontier labdead

channel Careers · last event —probe failed: Error: gemini: 429

Org	Channel	Status	Last event	Detail
Amazon (Nova) — Frontier lab	Careers	dead	—	probe failed: Error: gemini: 429
Cerebras — Neocloud	Careers	dead	Jun 23	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
IBM (Granite) — Neolab	Careers	dead	—	probe failed: Error: gemini: 429
Inception Labs — Neolab	Careers	dead	—	probe failed: Error: gemini: 429
MiniMax — Frontier lab	Careers	dead	Jun 7	probe failed: Error: gemini: 429
Nous Research — Neolab	Careers	dead	Jun 10	probe failed: Error: gemini: 429
NVIDIA — Frontier lab	Careers	dead	—	probe failed: Error: gemini: 429
Upstage (Solar) — Neolab	Careers	dead	—	probe failed: Error: gemini: 429
Xiaomi (MiMo) — Neolab	Careers	dead	Jun 10	probe failed: Error: gemini: 429
AI21 Labs — Neolab	Models	stale	Jan 6	newest event is older than 180d (channel models)
Blackbox AI — Neocloud	GitHub	stale	Dec 29	newest event is older than 365d (channel github)
Meta AI (Llama) — Frontier lab	Models	stale	Apr 28	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)
xAI — Frontier lab	Models	stale	Aug 22	newest event is older than 180d (channel models)
AI21 Labs — Neolab	Careers	empty	—	no events observed
Eigen AI — Neocloud	GitHub	empty	—	no events observed
GMI Cloud — Neocloud	GitHub	empty	—	no events observed
Mistral AI — Frontier lab	Careers	empty	3w	no events observed
Parasail — Neocloud	Careers	empty	May 5	no events observed
AI21 Labs — Neolab	GitHub	ok	6d	48 event(s), newest 2026-07-22T12:04:55Z
AI21 Labs — Neolab	Writing	ok	1w	131 event(s), newest 2026-07-16T09:45:10.000Z
Amazon (Nova) — Frontier lab	GitHub	ok	1w	128 event(s), newest 2026-07-17T17:37:48Z
Amazon (Nova) — Frontier lab	Models	ok	May 14	30 event(s), newest 2026-05-14T23:50:24.000Z
Amazon (Nova) — Frontier lab	Writing	ok	2d	25 event(s), newest 2026-07-26T08:00:00.000Z
Anthropic — Frontier lab	Careers	ok	16h	100 event(s), newest 2026-07-28T01:41:42.000Z
Anthropic — Frontier lab	GitHub	ok	2d	184 event(s), newest 2026-07-26T01:55:36Z
Anthropic — Frontier lab	Writing	ok	2h	424 event(s), newest 2026-07-28T15:25:50.000Z
Arcee AI — Neolab	Careers	ok	May 22	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
Arcee AI — Neolab	Writing	ok	5d	81 event(s), newest 2026-07-23T11:56:32.000Z
Baidu (ERNIE) — Frontier lab	Careers	ok	1w	28 event(s), newest 2026-07-16T17:14:01.000Z
Baidu (ERNIE) — Frontier lab	GitHub	ok	5d	308 event(s), newest 2026-07-23T04:01:04Z
Baidu (ERNIE) — Frontier lab	Models	ok	Jun 19	30 event(s), newest 2026-06-19T09:40:33.000Z
Baidu (ERNIE) — Frontier lab	Writing	ok	May 9	18 event(s), newest 2026-05-09T00:00:00.000Z
Baseten — Neocloud	Careers	ok	3d	64 event(s), newest 2026-07-24T23:23:23.624Z
Baseten — Neocloud	GitHub	ok	17h	128 event(s), newest 2026-07-28T00:27:16Z
Baseten — Neocloud	Writing	ok	20h	180 event(s), newest 2026-07-27T21:41:19.000Z
ByteDance (Doubao/Seed) — Frontier lab	GitHub	ok	Jun 23	71 event(s), newest 2026-06-23T14:19:39Z
ByteDance (Doubao/Seed) — Frontier lab	Models	ok	3w	30 event(s), newest 2026-07-03T00:07:55.000Z
Cerebras — Neocloud	GitHub	ok	2w	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	5d	160 event(s), newest 2026-07-23T17:45:28.000Z
Clarifai — Neocloud	GitHub	ok	2w	98 event(s), newest 2026-07-14T06:46:38Z
Cloudflare (Workers AI) — Neocloud	Careers	ok	11h	100 event(s), newest 2026-07-28T06:18:33.000Z
Cloudflare (Workers AI) — Neocloud	GitHub	ok	16h	395 event(s), newest 2026-07-28T01:00:11Z
Cloudflare (Workers AI) — Neocloud	Writing	ok	4h	20 event(s), newest 2026-07-28T13:00:00.000Z
Cohere — Frontier lab	Careers	ok	1d	100 event(s), newest 2026-07-27T03:54:47.938Z
Cohere — Frontier lab	GitHub	ok	23h	140 event(s), newest 2026-07-27T18:30:34Z
Cohere — Frontier lab	Models	ok	Jun 18	30 event(s), newest 2026-06-18T19:44:59.000Z
Cohere — Frontier lab	Writing	ok	1d	250 event(s), newest 2026-07-27T00:00:00.000Z
CompactifAI (Multiverse Computing) — Neocloud	GitHub	ok	Feb 2	4 event(s), newest 2026-02-02T11:31:21Z
CoreWeave — Neocloud	Careers	ok	19h	100 event(s), newest 2026-07-27T22:28:58.000Z
CoreWeave — Neocloud	GitHub	ok	1d	187 event(s), newest 2026-07-27T17:07:12Z
CoreWeave — Neocloud	Writing	ok	2h	100 event(s), newest 2026-07-28T15:03:56.000Z
Databricks (DBRX) — Neocloud	Careers	ok	11h	100 event(s), newest 2026-07-28T06:56:04.000Z
105 more source rows in coverage