llm-cost-analysis

Community

Diagnose LLM usage, costs, latency, and failures.

AuthorZanebonoAlter
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Analyze LLM call frequency, latency, and success rate across capabilities to identify optimization opportunities.

Core Features & Use Cases

  • Global overview of LLM usage across capabilities with key metrics (calls, average latency, success rate)
  • Per-operation hotspots: identify top operations (e.g., topic_tagging) that drive cost or latency
  • Actionable guidance: map findings to optimization steps and best practices

Quick Start

Run an analysis over ai_call_logs to identify the top costliest and slowest operations, then review recommended optimizations.

Dependency Matrix

Required Modules

None required

Components

references

💻 Claude Code Installation

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Please help me install this Skill:
Name: llm-cost-analysis
Download link: https://github.com/ZanebonoAlter/Syntopica/archive/main.zip#llm-cost-analysis

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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