Prompts user selection among top skill candidates when routing intent is ambiguous.
npx skills add https://github.com/Sokoliem/ultraprompt --skill choose-sokoliem
Please help me install this Agent Skill. Skill: choose Source: https://github.com/Sokoliem/ultraprompt/tree/main/skills/choose Command: npx skills add https://github.com/Sokoliem/ultraprompt --skill choose-sokoliem
Surface top skill candidates and prompt the user to pick a routing option when intent is ambiguous, reducing misrouting and rework.
/ultraprompt:choose <intent> and record telemetry for continuous improvement.Invoke the interactive picker with /ultraprompt:choose <intent> when the top skills are similar and routing is ambiguous.
High-intent search queries and answers about installing and using this skill.
Prompt routing resolves ambiguous intent by surfacing top skill candidates and prompting user selection when top skills are within a narrow margin. It presents options via an interactive flow, dispatches the chosen skill, and logs telemetry to reduce misrouting.
Handling vague prompts in workflow routing requires an interactive AskUserQuestion flow that surfaces top skill candidates with preview variants. This manual override mechanism stabilizes decisions and logs route_picker_choice telemetry for continuous learning and improvement.
You manually invoke the interactive skill picker by using the command syntax with your target intent. This action triggers the AskUserQuestion flow, displays top candidates with two rewritten prompt variants, and dispatches the selected skill with your chosen phrasing.
Yes, the skill chooser supports learning by recording route_picker_choice telemetry every time a user selects an option. This telemetry logs the chosen skill and selected phrasing, capturing manual overrides to continuously improve routing accuracy.
The routing system prompts you to choose between rewritten prompt variants to compare routing outcomes directly. By presenting two phrasing alternatives alongside top skill candidates, it ensures the dispatched skill matches your actual intent and minimizes rework.
You should avoid using an interactive prompt routing mechanism when your intent is clear and the top skill candidate has a decisive margin. The mechanism specifically applies to vague prompts or narrow margins between top candidates, so confident routing bypasses the interactive flow.
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