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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 19 dimensions. Vendor Lock-in is your strongest area at 100 (A), while AI Testing is pulling the score down at 25 (D).

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

16,110
3,628
Apache-2.0agentic-aiagentic-ai-developmentagentneoagentsai-agent-monitoring

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
2 issues found

1

High Impact

1

Medium Impact

0

Low Impact

Top Priorities

1

No rate limiting library detected on API calls

high
2

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

medium
Repository Health

16,110

Stars

3,628

Forks

29

Open issues

26

Contributors

PythonJupyter Notebook

Languages

74

AI signals in issues

6.4/mo

Fork growth

Created 8/26/2024Updated 3/16/2026
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 19 dimensions. Vendor Lock-in is your strongest area at 100 (A), while AI Testing is pulling the score down at 25 (D).

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

16,110
3,628
Apache-2.0agentic-aiagentic-ai-developmentagentneoagentsai-agent-monitoring

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
2 issues found

1

High Impact

1

Medium Impact

0

Low Impact

Top Priorities

1

No rate limiting library detected on API calls

high
2

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

medium
Repository Health

16,110

Stars

3,628

Forks

29

Open issues

26

Contributors

PythonJupyter Notebook

Languages

74

AI signals in issues

6.4/mo

Fork growth

Created 8/26/2024Updated 3/16/2026