What should the onlylabs background agents do next?

Agent operations

Neolab agent command center

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

last scrape 1h34/45 sources healthy 14 analysesdeepseek · deepseek-v4-pro

Agent answer

Neolab agent operations show 14 queued organizations in all queue states: 8 runnable analyses, 0 page-capture targets, 0 scrape-repair targets, and 6 fresh monitors. DeepSeek v4 pro via deepagents is the dominant standing analysis path across 14 generated analysis rows. 11 of 45 sources need attention. Next dispatch: run_analysis_agent for Sarvam AI because new captured evidence is fresher than the stored analysis. Top signal inspection: Upstage (Solar) - People 05 with high priority.

Run now8 Needs pages0 Fresh6 No signals0 source issues11

Run now8

Sarvam AI

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

Fresh6

InclusionAI (Ant Group)

Analysis queue

json →14 shown

All14 Run now8 Needs pages0 Fresh6 No signals0

Sarvam AI — NeolabRun now

signals 163 · pages 164 · web refs 6desks 113/24/8/0 · latest 14hanalysis 2w · sources 1Run agent

lab analysis manifest

Reka AI — NeolabRun now

signals 125 · pages 120 · web refs 5desks 10/7/33/56 · latest 1danalysis 3wRun agent

lab analysis manifest

Nous Research — NeolabRun now

signals 242 · pages 184 · web refs 6desks 41/50/83/0 · latest 1danalysis 1w · sources 1Run agent

lab analysis manifest

Upstage (Solar) — NeolabRun now

signals 462 · pages 380 · web refs 6desks 84/13/63/263 · latest 2danalysis Jun 27 · sources 1Run agent

lab analysis manifest

OpenBMB (MiniCPM) — NeolabRun now

signals 291 · pages 287 · web refs 6desks 0/2/190/10 · latest 2danalysis 3w · sources 1Run agent

lab analysis manifest

LG AI Research (EXAONE) — NeolabRun now

signals 125 · pages 160 · web refs 6desks 78/0/23/12 · latest 1wanalysis 1w · sources 1Run agent

lab analysis manifest

StepFun — NeolabRun now

signals 70 · pages 69 · web refs 6desks 0/2/36/0 · latest 1wanalysis 2wRun agent

lab analysis manifest

Xiaomi (MiMo) — NeolabRun now

signals 69 · pages 57 · web refs 6desks 12/5/39/0 · latest 4wanalysis Jun 27Run agent

lab analysis manifest

InclusionAI (Ant Group) — NeolabFresh

signals 305 · pages 301 · web refs 6desks 0/3/206/21 · latest 14hanalysis 12h · sources 1Monitor

lab analysis manifest

AI21 Labs — NeolabFresh

signals 250 · pages 242 · web refs 6desks 4/9/78/137 · latest 1danalysis 1d · sources 1Monitor

lab analysis manifest

IBM (Granite) — NeolabFresh

signals 279 · pages 273 · web refs 6desks 0/0/189/61 · latest 2danalysis 12h · sources 1Monitor

lab analysis manifest

Arcee AI — NeolabFresh

signals 246 · pages 246 · web refs 4desks 2/25/90/104 · latest 3danalysis 2d · sources 2Monitor

lab analysis manifest

Inception Labs — NeolabFresh

signals 28 · pages 28 · web refs 6desks 0/0/0/28 · latest 5danalysis 12h · sources 1Monitor

lab analysis manifest

Meituan (LongCat) — NeolabFresh

signals 58 · pages 58 · web refs 6desks 0/6/20/0 · latest 4wanalysis 4wMonitor

lab analysis manifest

Org	State	Signals	Pages	Web refs	Signal desks	Latest input	Analysis	Next
Sarvam AI — Neolab	Run nowsources 1	163	164	6	113/24/8/0	14h	2w	Run agent
Reka AI — Neolab	Run now	125	120	5	10/7/33/56	1d	3w	Run agent
Nous Research — Neolab	Run nowsources 1	242	184	6	41/50/83/0	1d	1w	Run agent
Upstage (Solar) — Neolab	Run nowsources 1	462	380	6	84/13/63/263	2d	Jun 27	Run agent
OpenBMB (MiniCPM) — Neolab	Run nowsources 1	291	287	6	0/2/190/10	2d	3w	Run agent
LG AI Research (EXAONE) — Neolab	Run nowsources 1	125	160	6	78/0/23/12	1w	1w	Run agent
StepFun — Neolab	Run now	70	69	6	0/2/36/0	1w	2w	Run agent
Xiaomi (MiMo) — Neolab	Run now	69	57	6	12/5/39/0	4w	Jun 27	Run agent
InclusionAI (Ant Group) — Neolab	Freshsources 1	305	301	6	0/3/206/21	14h	12h	Monitor
AI21 Labs — Neolab	Freshsources 1	250	242	6	4/9/78/137	1d	1d	Monitor
IBM (Granite) — Neolab	Freshsources 1	279	273	6	0/0/189/61	2d	12h	Monitor
Arcee AI — Neolab	Freshsources 2	246	246	4	2/25/90/104	3d	2d	Monitor
Inception Labs — Neolab	Freshsources 1	28	28	6	0/0/0/28	5d	12h	Monitor
Meituan (LongCat) — Neolab	Fresh	58	58	6	0/6/20/0	4w	4w	Monitor

Scrape runs

8 of 12snapshot

Oct 24, 2026

duration 2m 1s · sources 32events 3,809 · HN 0failures clear

Oct 24, 2026

duration 1m 58s · sources 32events 3,809 · HN 0failures clear

Oct 24, 2026

duration 2m 2s · sources 32events 3,809 · HN 0failures clear

Oct 24, 2026

duration 1m 56s · sources 32events 3,809 · HN 0failures clear

Oct 24, 2026

duration 38s · sources 33events 826 · HN 0failures clear

Oct 24, 2026

failed

duration 4m 1s · sources 39events 1,512 · HN 0failures 4 · cerebras/careers, google-deepmind/careers, fireworks-ai/careers

Oct 24, 2026

failed

duration 2m 20s · sources 32events 3,709 · HN 0failures 1 · google-deepmind/writing

Oct 24, 2026

duration 2m 54s · sources 32events 3,809 · HN 0failures clear

4 older runs in snapshot

Started	Dur	Run	Sources	Events	HN	Failures
Oct 24, 2026	2m 1s	ok	32	3,809	0	clear
Oct 24, 2026	1m 58s	ok	32	3,809	0	clear
Oct 24, 2026	2m 2s	ok	32	3,809	0	clear
Oct 24, 2026	1m 56s	ok	32	3,809	0	clear
Oct 24, 2026	38s	ok	33	826	0	clear
Oct 24, 2026	4m 1s	failed	39	1,512	0	4 · cerebras/careers, google-deepmind/careers, fireworks-ai/careers
Oct 24, 2026	2m 20s	failed	32	3,709	0	1 · google-deepmind/writing
Oct 24, 2026	2m 54s	ok	32	3,809	0	clear
4 older runs in snapshot

Source health

34 ok · 1 dead · 7 stale · 3 emptycoverage →

Upstage (Solar) — Neolabdead

channel Careers · last event —probe failed: TimeoutError: The operation was aborted due to timeout

Org	Channel	Status	Last event	Detail
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)
Arcee AI — Neolab	Models	stale	Apr 1	newest event is older than 180d (channel models)
InclusionAI (Ant Group) — Neolab	Writing	stale	Jun 1	newest event is older than 90d (channel writing)
LG AI Research (EXAONE) — Neolab	Writing	stale	Jun 26	newest event is older than 90d (channel writing)
Nous Research — Neolab	Models	stale	Mar 6	newest event is older than 180d (channel models)
OpenBMB (MiniCPM) — Neolab	Writing	stale	Nov 16	newest event is older than 90d (channel writing)
Sarvam AI — Neolab	Models	stale	Mar 3	newest event is older than 180d (channel models)
Arcee AI — Neolab	Careers	empty	May 22	no events observed
IBM (Granite) — Neolab	Careers	empty	—	no events observed
Inception Labs — Neolab	Careers	empty	—	no events observed
AI21 Labs — Neolab	Careers	ok	—	3 event(s), upstream dates unavailable
AI21 Labs — Neolab	GitHub	ok	6d	49 event(s), newest 2026-10-18T08:26:02Z
AI21 Labs — Neolab	Writing	ok	2d	137 event(s), newest 2026-10-22T11:46:01.000Z
Arcee AI — Neolab	GitHub	ok	4d	88 event(s), newest 2026-10-20T11:48:50Z
Arcee AI — Neolab	Writing	ok	1w	35 event(s), newest 2026-10-16T17:31:07.000Z
IBM (Granite) — Neolab	GitHub	ok	3d	44 event(s), newest 2026-10-21T19:12:09Z
IBM (Granite) — Neolab	Models	ok	1w	30 event(s), newest 2026-10-14T21:38:09.000Z
IBM (Granite) — Neolab	Writing	ok	2d	5 event(s), newest 2026-10-22T13:00:00.000Z
Inception Labs — Neolab	Writing	ok	—	28 event(s), upstream dates unavailable
InclusionAI (Ant Group) — Neolab	GitHub	ok	1d	118 event(s), newest 2026-10-23T13:59:30Z
InclusionAI (Ant Group) — Neolab	Models	ok	3d	30 event(s), newest 2026-10-21T13:49:29.000Z
LG AI Research (EXAONE) — Neolab	Careers	ok	1w	41 event(s), newest 2026-10-16T08:28:44.000Z
LG AI Research (EXAONE) — Neolab	GitHub	ok	Jul 29	13 event(s), newest 2026-07-29T16:31:31Z
LG AI Research (EXAONE) — Neolab	Models	ok	Jul 30	22 event(s), newest 2026-07-30T08:48:54.000Z
Meituan (LongCat) — Neolab	GitHub	ok	4w	38 event(s), newest 2026-09-22T12:49:35Z
Meituan (LongCat) — Neolab	Models	ok	Jul 31	20 event(s), newest 2026-07-31T09:53:45.000Z
Nous Research — Neolab	Careers	ok	Jun 10	13 event(s), upstream dates unavailable
Nous Research — Neolab	GitHub	ok	1d	113 event(s), newest 2026-10-23T05:28:45Z
OpenBMB (MiniCPM) — Neolab	GitHub	ok	3d	166 event(s), newest 2026-10-21T09:39:55Z
OpenBMB (MiniCPM) — Neolab	Models	ok	1w	30 event(s), newest 2026-10-12T10:25:38.000Z
Reka AI — Neolab	Careers	ok	Aug 14	9 event(s), newest 2026-08-14T23:07:46.839Z
Reka AI — Neolab	GitHub	ok	1d	50 event(s), newest 2026-10-23T06:54:02Z
Reka AI — Neolab	Models	ok	3w	4 event(s), newest 2026-10-01T00:24:56.000Z
Reka AI — Neolab	Writing	ok	—	56 event(s), upstream dates unavailable
Sarvam AI — Neolab	Careers	ok	1d	44 event(s), newest 2026-10-23T10:47:51.171Z
Sarvam AI — Neolab	GitHub	ok	Sep 8	25 event(s), newest 2026-09-08T08:30:01Z
StepFun — Neolab	GitHub	ok	1w	36 event(s), newest 2026-10-12T06:55:08Z
StepFun — Neolab	Models	ok	4w	30 event(s), newest 2026-09-20T03:52:06.000Z
Upstage (Solar) — Neolab	GitHub	ok	2d	82 event(s), newest 2026-10-22T01:56:03Z
Upstage (Solar) — Neolab	Models	ok	4w	25 event(s), newest 2026-09-21T03:08:04.000Z
Upstage (Solar) — Neolab	Writing	ok	2d	160 event(s), newest 2026-10-22T12:00:06.583Z
Xiaomi (MiMo) — Neolab	Careers	ok	Jun 10	6 event(s), upstream dates unavailable
Xiaomi (MiMo) — Neolab	GitHub	ok	4w	20 event(s), newest 2026-09-23T08:10:10Z
Xiaomi (MiMo) — Neolab	Models	ok	4w	22 event(s), newest 2026-09-21T18:18:40.000Z