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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 47 (C) is a weighted average across 19 dimensions. Deprecation Risk 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.

32,604
4,040
Apache-2.0

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

moderate

2 active signals across 2 categories

Optimization Opportunities
F
6 issues found

3

High Impact

3

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 observability or cost tracking tools detected

high
Repository Health

32,604

Stars

4,040

Forks

47

Open issues

16

Contributors

68

Commits / 30d

PythonVueJavaScriptCSS

Languages

32

AI signals in issues

193.4/mo

Fork growth

Created 8/28/2023Updated 4/7/2026
C

Overall LLM Stack Grade

Your LLM infrastructure is needs improvement

How we scored this

Your overall score of 47 (C) is a weighted average across 19 dimensions. Deprecation Risk 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.

32,604
4,040
Apache-2.0

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

moderate

2 active signals across 2 categories

Optimization Opportunities
F
6 issues found

3

High Impact

3

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 observability or cost tracking tools detected

high
Repository Health

32,604

Stars

4,040

Forks

47

Open issues

16

Contributors

68

Commits / 30d

PythonVueJavaScriptCSS

Languages

32

AI signals in issues

193.4/mo

Fork growth

Created 8/28/2023Updated 4/7/2026