Output Skill — Full-Output Quality Enforcement

SkillDocs & knowledge

Use this skill when the task requires complete, production-grade code output with no omissions, placeholders, or abbreviated patterns. Prevents partial implementations.

Available today. Use it from your connected AI after setup.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the Output Skill skill

About this skill

Self-hosted AI workspace where chat becomes visual workflows, multi-agent operations, and reviewable automations. Local memory; local or cloud models

What this skill tells your AI

The instructions your AI receives, as published by aaronnat23/disp8ch in optional-skills/output-skill/SKILL.md and read by ahel’s review.

Use this skill when the task requires complete, production-grade code output with no omissions, placeholders, or abbreviated patterns. Prevents partial implementations.

Use when

  • Generating complete implementations that will be used directly without further editing.
  • The user requests "full code," "complete implementation," or "production-ready" output.
  • Code generation tasks where placeholder comments would be unacceptable.
  • Any task where "for brevity" shortcuts would leave the output broken.

Core Principle

Treat every task as production-critical. A partial output is a broken output. There is no acceptable middle ground between complete and incomplete code.

Prohibited Output Patterns

  • // ...rest follows same pattern
  • // TODO: implement
  • /* ... */ placeholder blocks
  • // for brevity
  • // similar to above
  • Skeleton implementations when full code was requested.
  • Prose descriptions substituting for actual code.
  • Truncated function bodies.
  • Incomplete import lists.

Process Workflow

  1. Identify the total number of deliverables expected (functions, components, files).
  2. Generate each one completely before moving to the next.
  3. Cross-check the output against the original request.
  4. Ensure all imports are present and all referenced variables are defined.

Handling Long Outputs

  • When approaching context or token limits, stop at a natural breakpoint (end of function, end of component).
  • Insert a pause marker: <!-- CONTINUE: [description of what comes next] -->.
  • Do not compress, summarize, or skip any sections.
  • On resumption, continue exactly from the pause marker without recapping.

Verification Checklist (apply before responding)

  • All requested functions/components are present.
  • No placeholder comments remain.
  • All imports are included.
  • All referenced types and interfaces are defined.
  • Error states and edge cases are handled.
  • The code runs without modification.

Deliverable

  • 100% complete, immediately runnable code.
  • No placeholder text, comments, or TODO markers.
  • Every requested feature implemented.

Signals

GitHub stars
100
Forks
2
Last commit
Sep 2026
Advanced
Item type
skill
Key
output-skill
Source
github.com/aaronnat23/disp8ch