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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 60 (C+) is a weighted average across 18 dimensions. Vendor Lock-in is your strongest area at 100 (A), while AI Testing is pulling the score down at 10 (F).

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

10,744
1,400
AGPL-3.0code-reviewcodereviewcoding-assistantdevtoolsgpt-4

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

moderate

2 active signals across 2 categories

Optimization Opportunities
C-
4 issues found

3

High Impact

1

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

10,744

Stars

1,400

Forks

116

Open issues

100

Contributors

25

Commits / 30d

PythonDockerfileShell

Languages

47

AI signals in issues

126.1/mo

Fork growth

Created 7/5/2023Updated 4/2/2026
C+

Overall LLM Stack Grade

Your LLM infrastructure is needs improvement

How we scored this

Your overall score of 60 (C+) is a weighted average across 18 dimensions. Vendor Lock-in is your strongest area at 100 (A), while AI Testing is pulling the score down at 10 (F).

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

10,744
1,400
AGPL-3.0code-reviewcodereviewcoding-assistantdevtoolsgpt-4

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

moderate

2 active signals across 2 categories

Optimization Opportunities
C-
4 issues found

3

High Impact

1

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

10,744

Stars

1,400

Forks

116

Open issues

100

Contributors

25

Commits / 30d

PythonDockerfileShell

Languages

47

AI signals in issues

126.1/mo

Fork growth

Created 7/5/2023Updated 4/2/2026