Monitor AI coding assistant costs and token usage across providers.
npx skills add https://github.com/shepard-system/shepard-obs-stack --skill obs-cost
Please help me install this Agent Skill. Skill: obs-cost Source: https://github.com/shepard-system/shepard-obs-stack/tree/main/.claude/skills/obs-cost Command: npx skills add https://github.com/shepard-system/shepard-obs-stack --skill obs-cost
This Skill provides detailed insights into the cost and token consumption of AI coding assistants, helping users understand their spending and resource utilization.
Show me the cost and token usage report for the last 24 hours.
High-intent search queries and answers about installing and using this skill.
Track AI coding spend and token usage by analyzing Prometheus metrics scraped from AI tool usage. This process monitors total spending, input/output/cache token counts, and active sessions across providers like Claude, Gemini, and Codex.
Yes, you can monitor cost breakdowns by AI model using PromQL queries against scraped metrics. This allows you to analyze spending by model and visualize the token consumption data within Grafana dashboards.
Yes, an API endpoint is required to query the AI spending data. Alongside Prometheus metrics scraped from your AI tool usage, this endpoint enables the system to retrieve and report on detailed cost and token consumption.
The best way to compare token usage between Claude Code and Gemini CLI is by analyzing their respective input, output, and cache token counts. This Skill evaluates session tracking and spending per provider to give you a direct comparison.
Monitoring observability for AI spending requires Prometheus metrics because the analysis relies on data scraped directly from AI tool usage. This raw metric data is necessary to calculate costs, track tokens, and count active sessions accurately.
Obs-cost works with session tracking by reporting the number of sessions initiated per AI provider. It aggregates this session data with cost and token metrics to provide a comprehensive view of your AI coding assistant usage.
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