flowai-skill-analyze-context

To estimate total context token usage and LLM costs, analyze the conversation history, system prompts, rules, tool definitions, and attached context blocks for the active session. This analysis uses a 0.3 multiplier heuristic to calculate estimated costs and provide a structured breakdown.

The token budget in an LLM session context is contributed to by conversation history, system prompts, active rules, tool definitions, and attached context blocks. Analyzing these components provides a breakdown for accurate cost estimation and budget planning.

To get a token count breakdown for conversations, system rules, and tool definitions, analyze the active session context. The analysis outputs a structured breakdown estimating token usage across all contributing context blocks using a 0.3 multiplier heuristic.

Yes, you can use this context analysis for budgeting LLM usage across sessions and tools. The analysis is scoped to the active session and provides a token-estimate and cost breakdown, helping data teams plan overall LLM budgets effectively.

The heuristic multiplier used for token-based cost estimation is 0.3. This multiplier is applied during context analysis to estimate the overall cost of token usage across conversation history, system prompts, rules, and tool definitions.