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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 55 (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.

42,015
4,031
Apache-2.0anthropicchatgptclaude-3clicommand-line

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
3 issues found

2

High Impact

1

Medium Impact

0

Low Impact

Top Priorities

1

No rate limiting library detected on API calls

high
2

No observability or cost tracking tools detected

high
3

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

medium
Repository Health

42,015

Stars

4,031

Forks

1,439

Open issues

PythonCSSShellTree-sitter Query

Languages

Created 5/9/2023Updated 3/17/2026
C+

Overall LLM Stack Grade

Your LLM infrastructure is needs improvement

How we scored this

Your overall score of 55 (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.

42,015
4,031
Apache-2.0anthropicchatgptclaude-3clicommand-line

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
3 issues found

2

High Impact

1

Medium Impact

0

Low Impact

Top Priorities

1

No rate limiting library detected on API calls

high
2

No observability or cost tracking tools detected

high
3

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

medium
Repository Health

42,015

Stars

4,031

Forks

1,439

Open issues

PythonCSSShellTree-sitter Query

Languages

Created 5/9/2023Updated 3/17/2026