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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 35 (C-) is a weighted average across 9 dimensions. Migration is your strongest area at 100 (A), while Optimization is pulling the score down at 4 (F).

Improving Optimization from F to a B would add ~19 points to your overall score.

9,951
1,168
Apache-2.0agentsaiawsazurecost-optimization

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

basic

1 active signals across 1 categories

Optimization Opportunities
F
6 issues found

4

High Impact

2

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

9,951

Stars

1,168

Forks

422

Open issues

PythonRSvelteHTML

Languages

Created 9/17/2019Updated 3/16/2026
C-

Overall LLM Stack Grade

Your LLM infrastructure is needs improvement

How we scored this

Your overall score of 35 (C-) is a weighted average across 9 dimensions. Migration is your strongest area at 100 (A), while Optimization is pulling the score down at 4 (F).

Improving Optimization from F to a B would add ~19 points to your overall score.

9,951
1,168
Apache-2.0agentsaiawsazurecost-optimization

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

basic

1 active signals across 1 categories

Optimization Opportunities
F
6 issues found

4

High Impact

2

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

9,951

Stars

1,168

Forks

422

Open issues

PythonRSvelteHTML

Languages

Created 9/17/2019Updated 3/16/2026