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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 65 (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 40 (C-).

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

1,570
257
Apache-2.0advanced-ragagentgenailangchainlanggraph

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

1,570

Stars

257

Forks

2

Open issues

Jupyter NotebookPython

Languages

Created 4/3/2024Updated 3/16/2026
B-

Overall LLM Stack Grade

Your LLM infrastructure is good

How we scored this

Your overall score of 65 (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 40 (C-).

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

1,570
257
Apache-2.0advanced-ragagentgenailangchainlanggraph

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

1,570

Stars

257

Forks

2

Open issues

Jupyter NotebookPython

Languages

Created 4/3/2024Updated 3/16/2026