Overall LLM Stack Grade
Your LLM infrastructure is needs improvement
How we scored this
Your overall score of 48 (C) is a weighted average across 9 dimensions. Vendor Lock-in is your strongest area at 100 (A), while Optimization is pulling the score down at 22 (F).
Improving Optimization from F to a B would add ~14 points to your overall score.
LLM Providers
LLM Call Locations
Models Detected
Files Analyzed
Complexity
2 active signals across 2 categories
4
High Impact
1
Medium Impact
0
Low Impact
Top Priorities
No semantic caching detected — repeated queries hit the API every time
highNo rate limiting library detected on API calls
highNo retry/backoff library detected — failed requests waste tokens
high1,185
Stars
120
Forks
Languages
Overall LLM Stack Grade
Your LLM infrastructure is needs improvement
How we scored this
Your overall score of 48 (C) is a weighted average across 9 dimensions. Vendor Lock-in is your strongest area at 100 (A), while Optimization is pulling the score down at 22 (F).
Improving Optimization from F to a B would add ~14 points to your overall score.
LLM Providers
LLM Call Locations
Models Detected
Files Analyzed
Complexity
2 active signals across 2 categories
4
High Impact
1
Medium Impact
0
Low Impact
Top Priorities
No semantic caching detected — repeated queries hit the API every time
highNo rate limiting library detected on API calls
highNo retry/backoff library detected — failed requests waste tokens
high1,185
Stars
120
Forks
Languages
