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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 9 dimensions. Vendor Lock-in is your strongest area at 100 (A), while Optimization is pulling the score down at 54 (C).

Improving Optimization from C to a B would add ~6 points to your overall score.

31
2
Apache-2.0

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

advanced

4 active signals across 4 categories

Optimization Opportunities
C
4 issues found

2

High Impact

2

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

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

medium
Repository Health

31

Stars

2

Forks

6

Open issues

PythonMakefileShell

Languages

Created 7/17/2024Updated 11/11/2025
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 9 dimensions. Vendor Lock-in is your strongest area at 100 (A), while Optimization is pulling the score down at 54 (C).

Improving Optimization from C to a B would add ~6 points to your overall score.

31
2
Apache-2.0

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

advanced

4 active signals across 4 categories

Optimization Opportunities
C
4 issues found

2

High Impact

2

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

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

medium
Repository Health

31

Stars

2

Forks

6

Open issues

PythonMakefileShell

Languages

Created 7/17/2024Updated 11/11/2025