RANK.AI / PUBLISHED METHOD
Hugging Face Model Adoption Signals
Ranks a fixed, reviewed cohort of official model repositories by Hugging Face Hub downloads over the trailing 30 days.
- Version
- 1.0.0
- Published
- Jul 27, 2026
- Live boards
- 1
- Method ID
- hugging-face-model-adoption
Where the facts come from
See the associated board evidence.
How the order is produced
- Direction
descending
- Tie Breakers
- hugging-face-likes-total
- entitySlug
- Primary Metric
hugging-face-downloads-30d
- Transformation
none
When the method reruns
- daily
LIVE BOARD COVERAGE
Boards using this version
Only live, quality-gated boards appear. Each board opens on the exact published table and evidence path.
| Board | Primary measure | Rows | Confidence | Freshness | Board version | Cadence | Evidence |
|---|---|---|---|---|---|---|---|
| Model Adoption Signalsmodel-adoption | hugging-face-downloads-30d | 12 | 100% | current | 1.0.0 | daily | Open board → |
VERSIONED CONTRACT
Complete measurement ledger
These fields are stored with the methodology version. A changed contract must publish a new version before comparable movement can resume.
Scope
Hugging Face Hub repository activity only
Ranking
- Direction
descending
- Tie Breakers
- hugging-face-likes-total
- entitySlug
- Primary Metric
hugging-face-downloads-30d
- Transformation
none
Universe
code-reviewed official Hugging Face repositories
Limitations
- downloads are a trailing 30-day repository count
- downloads are not unique users
- non-Hub use and mirrors are excluded
- the result is not global model market share
- repository structure can split or aggregate model variants
Cohort Version
2026-07-26
Context Metrics
- hugging-face-likes-total
- hugging-face-days-since-modified
Minimum Coverage
1
Maximum Core Observation Age Seconds
21,600