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utk-init

Use when initializing Universal Token Killer schema artifacts for a project, discovering registered Copilot tools, seeding .utk output schemas, or narrowing schema generation to specific tool ids with descriptions or sample outputs

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Tyler-R-Kendrick/universal-token-killer
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21 de maio de 2026 às 16:52
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SKILL.md
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name
utk-init
description
Use when initializing Universal Token Killer schema artifacts for a project, discovering registered Copilot tools, seeding .utk output schemas, or narrowing schema generation to specific tool ids with descriptions or sample outputs
# UTK Init Initialize UTK by discovering registered tools, generating output schemas from observable evidence, and writing project-local `.utk/` artifacts. This skill is for hook-first setup only. Do not create a public CLI or VS Code extension. Do not create mediation MCP servers; the only local MCP helper is `detok` for LLMLingua-2 text rewriting. ## Workflow 1. Read `references/input-contract.md` to capture optional user scope: specific tool ids, agent skill names, descriptions, sample inputs, and sample outputs. 2. Read `references/tool-discovery.md` to find registered tools in the target project. Prefer explicit registries and hook descriptors over guesses. 3. Read `references/schema-generation.md` to seed schemas from observed outputs, then samples, then description-derived tentative schemas. 4. Read `references/session-agents.md` to initialize `.utk/session-agents`, link it into `.github/agents`, and create reusable Copilot subagents for repeated reasoning or domain-specific work. 5. Read `references/session-skills.md` to initialize `.utk/session-skills`, link it into `.agents/skills`, and create reusable Agent Skills for redundant session work. 6. Read `references/report.md` before replying so the final summary includes generated paths, confidence, and unresolved gaps. ## Operating Rules - Initialize every registered tool unless the user supplies a narrower list. - Use provided tool descriptions as schema hints, not as facts about observed runtime output. - Mark description-derived schemas as tentative and list validation gaps. - Preserve UTK architecture: raw artifacts, schema history, routing metadata, TOON or compressed JSON serialization, and `.utk/config.toml`. - Dynamic session agents must require sketch-of-thought through the `reason-with-lexicon` tool and must reference llguidance/guidance grammar sidecars instead of inlining expert lexicons. - Dynamic session skills should reduce token usage by moving repeated workflow instructions into compact `SKILL.md` bundles under `.utk/session-skills`. - Pass through nothing just because it is non-shell; non-shell tool outputs are in scope when observable.
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