PayloopPayloop
CommunityVoicesToolsDiscoverLeaderboardReportsBlog
Save Up to 65% on AI
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 60 (C+) is a weighted average across 19 dimensions. Vendor Lock-in is your strongest area at 100 (A), while AI Testing is pulling the score down at 10 (F).

Improving AI Testing from F to a B would add ~2 points to your overall score.

17,275
2,180
MITagentsagiaiartificial-general-intelligenceartificial-intelligence

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

advanced

3 active signals across 3 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

No observability or cost tracking tools detected

high
3

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

medium
Repository Health

17,275

Stars

2,180

Forks

218

Open issues

62

Contributors

PythonJavaScriptCSSShell

Languages

69

AI signals in issues

48.7/mo

Fork growth

Created 5/13/2023Updated 3/16/2026
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 19 dimensions. Vendor Lock-in is your strongest area at 100 (A), while AI Testing is pulling the score down at 10 (F).

Improving AI Testing from F to a B would add ~2 points to your overall score.

17,275
2,180
MITagentsagiaiartificial-general-intelligenceartificial-intelligence

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

advanced

3 active signals across 3 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

No observability or cost tracking tools detected

high
3

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

medium
Repository Health

17,275

Stars

2,180

Forks

218

Open issues

62

Contributors

PythonJavaScriptCSSShell

Languages

69

AI signals in issues

48.7/mo

Fork growth

Created 5/13/2023Updated 3/16/2026