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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 16 dimensions. Migration is your strongest area at 100 (A), while AI Testing is pulling the score down at 5 (F).

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

13,056
2,162
NOASSERTIONblackwellcudallm-servingmoepytorch

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

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

13,056

Stars

2,162

Forks

1,103

Open issues

100

Contributors

100

Commits / 30d

PythonC++CudaGroovy

Languages

89

AI signals in issues

128.6/mo

Fork growth

Created 8/16/2023Updated 3/10/2026
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 16 dimensions. Migration is your strongest area at 100 (A), while AI Testing is pulling the score down at 5 (F).

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

13,056
2,162
NOASSERTIONblackwellcudallm-servingmoepytorch

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

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

13,056

Stars

2,162

Forks

1,103

Open issues

100

Contributors

100

Commits / 30d

PythonC++CudaGroovy

Languages

89

AI signals in issues

128.6/mo

Fork growth

Created 8/16/2023Updated 3/10/2026