메뉴
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
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Use when installing, operating, recovering, or extending Universal Token Killer for GitHub Copilot tool-hook mediation, .utk artifacts, serializer configuration, schema routing, compact tool-output recovery, or RTK-parity token optimization
Use when compressing prompts, agent skills, AGENTS.md files, GitHub Copilot custom agents, subagent definitions, or bulky artifacts before sending text to LLM context; includes detoks-prompt CLI/MCP use, skill consolidation, AGENTS.md memory/skill extraction, and GHCP subagent/frontmatter orchestration
Use when configuring, testing, or documenting UTK model-proxy behavior for GitHub Copilot context optimization.
Use when optimizing Agent Skills for lower token usage, creating compact companion skills, splitting skill instructions into references, extracting deterministic workflow scripts, or adding eval-backed skill compression
| 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 |
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.
references/input-contract.md to capture optional user scope: specific tool ids, agent skill names, descriptions, sample inputs, and sample outputs.references/tool-discovery.md to find registered tools in the target project. Prefer explicit registries and hook descriptors over guesses.references/schema-generation.md to seed schemas from observed outputs, then samples, then description-derived tentative schemas.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.references/session-skills.md to initialize .utk/session-skills, link it into .agents/skills, and create reusable Agent Skills for redundant session work.references/report.md before replying so the final summary includes generated paths, confidence, and unresolved gaps..utk/config.toml.reason-with-lexicon tool and must reference llguidance/guidance grammar sidecars instead of inlining expert lexicons.SKILL.md bundles under .utk/session-skills.