🔍 LLM Stack Analysis: C- (jxnl/instructor)

[mullaned-stack]

Hey 👋 — We ran a free, automated analysis of this repo's LLM/AI stack. Here's the summary:

Overall Grade: C- (37/100)

Stack Overview

• Providers: OpenAI
• Models: gpt-4o
• Frameworks: —
• API Call Sites: 2 detected
• Estimated Monthly Cost: $16.5 → potential savings of ~$6.6/mo

Dimension Scores

Dimension	Grade	Score
Architecture	C-	42/100
Security	F	17/100
Cost Optimization	C+	55/100
Vendor Lock-in	F	20/100

Top Optimization Opportunities

• no_rate_limiting: No rate limiting library detected on API calls
• no_observability: No observability or cost tracking tools detected

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📊 View Full Interactive Report — 4 total findings

📄 Download PDF Report

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This analysis was generated by Payloop — AI cost intelligence for developer tools. We scan public repos for LLM usage patterns, security issues, and optimization opportunities. No private code is accessed.

If this isn't relevant, feel free to close this. If you'd like a deeper analysis or have questions, just reply!