Fine-tune LLMs 2x faster with 70% less memory. Optimized kernels for Llama 3, Mistral, and Gemma on consumer GPUs. Runs free on Google Colab.
Best For
Teams & solo builders
Key Pros & Cons
Strengths
- 9.0% fork-to-star ratio β strong developer contribution signal
Watch Out For
- Low community score (3/100) β smaller support network
Market Momentum
52
+1
24h
+27
7d
+27
30d
14-day heat score history
Creator Buzz3
Search Interest100
Community Activity3
Abandonment & Maintenance Risk
Low Risk
Trend phaseRising
30-day score change+27 pts
Listed on HookFlow2mo old
Discontinued flagβ No
Commit cadenceVery Active
Last commitToday
Risk Factors
- No major abandonment signals detected
- Active growth β strong maintenance signal
- GitHub repo actively maintained β last commit Today
GitHub Repository Health
A
Very Active
Stars
66,962
Forks
6,012
Open Issues
1033
Watchers
358
Last commitToday
7-day star growth+536 stars
Fork / Star ratio9.0%
Snapshot dateJun 20, 2026
Data Lock-In Index
100
/ 100 (lower = more open)
β Webhooks Outβ Bulk Exportβ Open Formats
vs. Category Peers (AI Frameworks)
Tool
A.R.C.
Heat
7d Ξ
Lock-In
Unsloth (this)
β
52
+27
100
Replicateβ² Declining
C
67
-15
0
LlamaIndexβ² Rising
B
53
+27
0
Candleβ² Rising
β
52
+20
Snapshot Disclaimer: All scores, rankings, and metrics in this report reflect data as of June 20, 2026. Heat scores, community activity, and market momentum are recalculated daily β figures shown here represent a point-in-time snapshot and may differ from current values on HookFlow.ai.
HookFlow.ai Infrastructure Report β June 20, 2026hookflow.ai