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B-

Overall LLM Stack Grade

Your LLM infrastructure is good

How we scored this

Your overall score of 68 (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.

1,991
728
Apache-2.0chatgptchatgpt-apicookbookgenerative-aigpt-3

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

enterprise

6 active signals across 6 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

1,991

Stars

728

Forks

5

Open issues

Jupyter NotebookPythonHTML

Languages

Created 2/2/2024Updated 3/12/2026
B-

Overall LLM Stack Grade

Your LLM infrastructure is good

How we scored this

Your overall score of 68 (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.

1,991
728
Apache-2.0chatgptchatgpt-apicookbookgenerative-aigpt-3

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

enterprise

6 active signals across 6 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

1,991

Stars

728

Forks

5

Open issues

Jupyter NotebookPythonHTML

Languages

Created 2/2/2024Updated 3/12/2026