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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 45 (C) is a weighted average across 18 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 ~13 points to your overall score.

157,932
32,501
Apache-2.0audiodeep-learningdeepseekgemmaglm

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

157,932

Stars

32,501

Forks

2,331

Open issues

100

Contributors

100

Commits / 30d

PythonDockerfileMakefileShell

Languages

37

AI signals in issues

572.7/mo

Fork growth

Created 10/29/2018Updated 3/16/2026
C

Overall LLM Stack Grade

Your LLM infrastructure is needs improvement

How we scored this

Your overall score of 45 (C) is a weighted average across 18 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 ~13 points to your overall score.

157,932
32,501
Apache-2.0audiodeep-learningdeepseekgemmaglm

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

157,932

Stars

32,501

Forks

2,331

Open issues

100

Contributors

100

Commits / 30d

PythonDockerfileMakefileShell

Languages

37

AI signals in issues

572.7/mo

Fork growth

Created 10/29/2018Updated 3/16/2026