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Powered by Payloop — LLM Cost Intelligence
C-

Overall LLM Stack Grade

Your LLM infrastructure is needs improvement

How we scored this

Your overall score of 44 (C-) is a weighted average across 18 dimensions. Migration is your strongest area at 100 (A), while AI Testing is pulling the score down at 0 (F).

Improving AI Testing from F to a B would add ~2 points to your overall score.

22,215
2,845

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

basic

2 active signals across 2 categories

Optimization Opportunities
F
4 issues found

4

High Impact

0

Medium Impact

0

Low Impact

Top Priorities

1

No semantic caching detected — repeated queries hit the API every time

high
2

No rate limiting library detected on API calls

high
3

No retry/backoff library detected — failed requests waste tokens

high
Repository Health

22,215

Stars

2,845

Forks

23

Open issues

2

Contributors

PythonHTMLJavaScriptCSS

Languages

35

AI signals in issues

18.1/mo

Fork growth

Created 4/3/2023Updated 4/7/2026
C-

Overall LLM Stack Grade

Your LLM infrastructure is needs improvement

How we scored this

Your overall score of 44 (C-) is a weighted average across 18 dimensions. Migration is your strongest area at 100 (A), while AI Testing is pulling the score down at 0 (F).

Improving AI Testing from F to a B would add ~2 points to your overall score.

22,215
2,845

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

basic

2 active signals across 2 categories

Optimization Opportunities
F
4 issues found

4

High Impact

0

Medium Impact

0

Low Impact

Top Priorities

1

No semantic caching detected — repeated queries hit the API every time

high
2

No rate limiting library detected on API calls

high
3

No retry/backoff library detected — failed requests waste tokens

high
Repository Health

22,215

Stars

2,845

Forks

23

Open issues

2

Contributors

PythonHTMLJavaScriptCSS

Languages

35

AI signals in issues

18.1/mo

Fork growth

Created 4/3/2023Updated 4/7/2026