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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 10 dimensions. Deprecation Risk is your strongest area at 100 (A), while RAG Pipeline is pulling the score down at 17 (F).

Improving RAG Pipeline from F to a B would add ~5 points to your overall score.

7,694
453
NOASSERTIONaiai-developerai-softwarai-softwarecode-assistant

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

moderate

1 active signals across 1 categories

Optimization Opportunities
B-
3 issues found

1

High Impact

2

Medium Impact

0

Low Impact

Top Priorities

1

No observability or cost tracking tools detected

high
2

No model routing detected — locked to a single model (40-65% savings potential with routing)

medium
3

Vector store detected without embedding deduplication — may re-embed same content

medium
Repository Health

7,694

Stars

453

Forks

749

Open issues

Jupyter NotebookPythonTypeScriptShell

Languages

Created 6/14/2023Updated 3/30/2026
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 10 dimensions. Deprecation Risk is your strongest area at 100 (A), while RAG Pipeline is pulling the score down at 17 (F).

Improving RAG Pipeline from F to a B would add ~5 points to your overall score.

7,694
453
NOASSERTIONaiai-developerai-softwarai-softwarecode-assistant

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

moderate

1 active signals across 1 categories

Optimization Opportunities
B-
3 issues found

1

High Impact

2

Medium Impact

0

Low Impact

Top Priorities

1

No observability or cost tracking tools detected

high
2

No model routing detected — locked to a single model (40-65% savings potential with routing)

medium
3

Vector store detected without embedding deduplication — may re-embed same content

medium
Repository Health

7,694

Stars

453

Forks

749

Open issues

Jupyter NotebookPythonTypeScriptShell

Languages

Created 6/14/2023Updated 3/30/2026