Source Notes

Source method

Source tiers and status

Companies16shown consistently

Active versions249in compare details

OpenRouter available versions91across 89 catalog models

AI reviewNo review artifactsentiment/topic check only

Source readiness

Release verdictPublishable with disclosed gaps7 / 7 checks passed

Daily sources20 stale collectors · 0 row failures

Row-level gaps752shown, not backfilled

Confirmation items9013 rows need public sources

Freshness gatePass
2 independent daily collectors produce 3 metric artifacts; 0 stale collectors; 0 row-freshness failure(s).
Reference snapshotsPass
12 reference snapshot lanes disclose timestamp and review window; 0 blocking and 1 degradable lane(s) overdue.
Catalog provenance agePass
123/231 models verified within 30 days; 108 at 31-90 days; oldest 2026-05-08.
Gap taxonomyPass
752 row-level gaps keep reason, next action, and evidence basis.
Source StatusPass
90 queue rows keep source links, timestamp basis, closure state, and allowed public claim.
Public signal boundaryPass
2 direct review(s), 0 reviewed model snapshot(s), and 0 classification violation(s).
Public display boundaryPass
0 model(s) and 0 version(s) are held out for source/date review.

Count semantics

Object	Displayed / source rows	Excluded / held-out	Supplemental metric	Meaning
Models	231 / 248	17	No public-display review holds	active/total means currently displayable models versus the full source catalog; deprecated or public-display-blocked rows are excluded from the current catalog.
Model versions	249 / 266	17	No public-display review holds	Current versions exclude deprecated versions; historical versions can remain in the source catalog.
Hot Ranking	109 / 131	22	3 public ranking lanes	displayed/source rows means shown ranking rows versus total source rows; held-out rows stay documented and are not mixed into front-end ordering.
Public Signals	71 / 71	0	396 published public signals	Only linkable, checkable public signals whose targets are not public-display-blocked are shown.
OpenRouter	266 / 266	0	91 / 91 available	OpenRouter rows represent public-list availability, pricing, and context fields; not separately verified does not mean unavailable.
Tools	35 / 35	0	5 priority monitored	Tools currently use the public tool registry; priority monitoring changes entry priority, not source facts.

Coverage gap taxonomy

Parameter gaps187Officially not disclosed 163 / Not applicable to product surface 11

OpenRouter not-found172Specialized or non-API surface 110 / Text/API candidate not listed 62

Activity-counter gaps195No public counter source for closed/product API 179 / Public-source candidate needs collector 13

Public-signal gaps195No public counter source for closed/product API 179 / Public-source candidate needs collector 13

Gap	Count	Main classes	Meaning	Next action
Parameter disclosure	187	Officially not disclosed 163 / Not applicable to product surface 11	Keep missing where closed/product surfaces do not disclose parameters; do not fill from rumors.	Add only official parameter disclosures or technical reports.
OpenRouter	172	Specialized or non-API surface 110 / Text/API candidate not listed 62	Not separately verified in the current public model list; not a claim that the model is unavailable.	Review aliases, specialized models, and text models that may enter API marketplaces.
Model-card activity counters	195	No public counter source for closed/product API 179 / Public-source candidate needs collector 13	Currently only Hugging Face public counters are used; closed APIs do not get inferred downloads.	Extend only to checkable model-card or repository counters.
Public signals	195	No public counter source for closed/product API 179 / Public-source candidate needs collector 13	No reputation or activity conclusion is generated without safe public sources.	Connect Reddit, GitHub, HF, or credentialed channels through the source contract.

Freshness gate

Source	Gate	Source time	Expires	State
openrouter	Daily refresh	07/15/2026, 08:11 PM UTC	07/16/2026, 08:11 PM UTC	Pass
huggingface model cards	Daily refresh	07/15/2026, 08:11 PM UTC	07/16/2026, 08:11 PM UTC	Pass
community huggingface	Reference snapshot	07/15/2026, 08:31 PM UTC	08/14/2026, 08:31 PM UTC	Current
community github	Reference snapshot	07/15/2026, 08:26 PM UTC	08/14/2026, 08:26 PM UTC	Current
community reddit	Reference snapshot	06/16/2026, 05:54 AM UTC	07/16/2026, 05:54 AM UTC	Expiring soon
public rankings openrouter	Reference snapshot	07/15/2026, 08:16 PM UTC	07/22/2026, 08:16 PM UTC	Current
public rankings huggingface	Reference snapshot	07/15/2026, 08:16 PM UTC	07/22/2026, 08:16 PM UTC	Current
public rankings lmarena	Reference snapshot	05/26/2026, 07:37 AM UTC	08/24/2026, 07:37 AM UTC	Current
public rankings artificial analysis	Reference snapshot	05/26/2026, 05:40 PM UTC	08/24/2026, 05:40 PM UTC	Current
benchmark arena rows	Reference snapshot	05/12/2026, 12:00 AM UTC	08/10/2026, 12:00 AM UTC	Current
benchmark lmsys rows	Reference snapshot	05/12/2026, 12:00 AM UTC	08/10/2026, 12:00 AM UTC	Current
official pricing	Reference snapshot	07/15/2026, 12:00 AM UTC	08/14/2026, 12:00 AM UTC	Current
license evidence	Reference snapshot	07/15/2026, 08:11 PM UTC	08/14/2026, 08:11 PM UTC	Current
tools	Reference snapshot	05/27/2026, 01:45 AM UTC	08/25/2026, 01:45 AM UTC	Current
Model catalog provenance	90-day reference review	2026-05-08	—	123/231 models ≤30d; 108 at 31-90d

Public snapshots

07/15/2026, 08:53 PM UTC

Asset	Use
readiness	Release readiness across freshness and gaps
refresh-status	Refresh status, daily refresh, and reference snapshot boundary
public-rankings	Source rows, displayed rows, and held-out ranking rows
public-signal-target-attributions	Exact, family, company, and unconfirmed target boundaries for community signals
tools	Tool ecosystem registry and public metrics
coverage-gap-taxonomy	Parameter, OpenRouter, public-activity, and public-signal gap classes
coverage-gap-taxonomy-row-level	752 gap rows with reason, next action, and evidence basis

P0-P3

Tier	Type	Public boundary
P0	Official sources	Website, API docs, model cards, technical reports, GitHub releases, and Hugging Face model pages.
P1	Trusted third party	Checkable public rankings or metrics such as LMArena, Artificial Analysis, OpenRouter, and Hugging Face Trending.
P2	Community public signals	Openable Reddit, GitHub Issues, and Hugging Face Discussions; only excerpts with a clear source boundary are used.
P3	Media and reviews	Media, blogs, creators, and review articles; supplementary evidence only.

Missing states

State	Meaning
Not disclosed	A source exists but the field is not disclosed, such as closed-model parameters.
No reliable public source	No linkable and checkable public source is available.
Needs confirmation	Source, timestamp, or confidence needs human review.
Not applicable	The field does not apply to the model or tool.

Public signals and metrics

Source	Use	Limit
OpenRouter	Standalone page plus compare field and ranking signal	Represents only public OpenRouter availability, pricing, context, and rankings; not total-market usage.
Hugging Face	Public activity and model-page metrics	Likes, downloads, discussions, and model-card links feed public activity signals.
GitHub	Tool and repository public issues	Tool issues are public issue signals and are not directly counted as model reputation.
Reddit	Public snapshot	When anonymous live access is unavailable, only public snapshots are shown without claiming whole-site realtime sentiment.
X / Chinese communities	Not connected	Requires credentials and policy review; WeChat, Zhihu, Jike, Bilibili, Juejin, and Shaoshupai are not crawled.