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 — strong developer contribution signal
Watch Out For
- Low community score (2/100) — smaller support network
Market Momentum
33
-2
24h
-9
7d
-18
30d
14-day heat score history
Creator Buzz3
Search Interest100
Community Activity2
Growth Momentum25
Score ForecastConfidence: low
15
7-day est.
15
14-day est.
Trend slope: 0.00 pts/day
What This Score Means
Unsloth is in a declining trend within AI Frameworks — consider whether the team is still actively investing before building on it.
Abandonment & Maintenance Risk
High Risk
Trend phaseDeclining
30-day score change-18 pts
Listed on HookFlow3mo old
Discontinued flag✓ No
Commit cadenceVery Active
Last commitToday
Risk Factors
- Rapid score decline over 30 days
- Declining trend — worth monitoring
- GitHub repo actively maintained — last commit Today
GitHub Repository Health
A
Very Active
Stars
69,556
Forks
6,272
Open Issues
1007
Watchers
366
Last commitToday
7-day star growth+537 stars
Fork / Star ratio9.0%
Snapshot dateAug 4, 2026
Data Lock-In Index
100
/ 100 (lower = more open)
○ Webhooks Out○ Bulk Export○ Open Formats
vs. Category Peers (AI Frameworks)
Tool
A.R.C.
Heat
7d Δ
Lock-In
Unsloth (this)
—
33
-9
100
Replicate▲ Declining
C
51
-7
0
Burn
—
46
+8
33
LangChain▲ Declining
LLM application framework for chains and agents
B
45
-1
0
Candle
—
44
+7
33
Haystack▲ Peak
—
40
+3
100
Lock-In: 0 = fully open, 100 = maximum data lock-in. A.R.C. = Architecture · Reliability · Context score (A–F).
Snapshot Disclaimer: All scores, rankings, and metrics in this report reflect data as of August 4, 2026. Heat scores, community activity, and market momentum are recalculated daily — figures shown here represent a point-in-time snapshot and may differ from current values on HookFlow.ai.
HookFlow.ai Infrastructure Report — August 4, 2026hookflow.ai