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Powered by Payloop — LLM Cost Intelligence
B-

Overall LLM Stack Grade

Your LLM infrastructure is good

How we scored this

Your overall score of 66 (B-) 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.

13
MITagentic-aiaiai-assistantautonomous-agentscode-generation

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

advanced

3 active signals across 3 categories

Optimization Opportunities
B-
3 issues found

1

High Impact

2

Medium Impact

0

Low Impact

Top Priorities

1

No rate limiting library detected on API calls

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

13

Stars

PythonJavaScriptCSSPLpgSQL

Languages

Created 7/21/2025Updated 2/11/2026
B-

Overall LLM Stack Grade

Your LLM infrastructure is good

How we scored this

Your overall score of 66 (B-) 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.

13
MITagentic-aiaiai-assistantautonomous-agentscode-generation

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

advanced

3 active signals across 3 categories

Optimization Opportunities
B-
3 issues found

1

High Impact

2

Medium Impact

0

Low Impact

Top Priorities

1

No rate limiting library detected on API calls

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

13

Stars

PythonJavaScriptCSSPLpgSQL

Languages

Created 7/21/2025Updated 2/11/2026