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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 69 (B-) is a weighted average across 10 dimensions. Vendor Lock-in is your strongest area at 100 (A), while Migration is pulling the score down at 25 (D).

Improving Migration from D to a B would add ~1 points to your overall score.

9
GPL-3.0agentic-aicrewaipythonstremalit

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

enterprise

5 active signals across 5 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

Agent framework detected without guardrails — unbounded token burn risk

high
3

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

medium
Repository Health

9

Stars

Python

Languages

Created 1/18/2025Updated 3/5/2026
B-

Overall LLM Stack Grade

Your LLM infrastructure is good

How we scored this

Your overall score of 69 (B-) is a weighted average across 10 dimensions. Vendor Lock-in is your strongest area at 100 (A), while Migration is pulling the score down at 25 (D).

Improving Migration from D to a B would add ~1 points to your overall score.

9
GPL-3.0agentic-aicrewaipythonstremalit

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

enterprise

5 active signals across 5 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

Agent framework detected without guardrails — unbounded token burn risk

high
3

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

medium
Repository Health

9

Stars

Python

Languages

Created 1/18/2025Updated 3/5/2026