Full-Output Enforcement

SkillProductivity

This skill gives your AI better taste in writing. Once added, it guides the AI away from generic, boilerplate output and toward more original, higher-quality text. It shapes the writing your AI already does, so results improve without changing how you work.

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

Add the skill, then give your AI a writing task or ask it to rewrite something you already have. Compare the result to its usual output to see the difference.

Then ask your AI: use the Full-Output Enforcement skill

What your AI can do with it

  • Write more original text instead of generic output
  • Avoid boring, boilerplate phrasing in its responses
  • Raise the overall quality of its writing
  • Hold the same standard across the entire response

What this skill tells your AI

The instructions your AI receives, as published by hamzafarooq/claude-code-starter in .claude/skills/output-skill/SKILL.md and read by ahel’s review.

Baseline

Treat every task as production-critical. A partial output is a broken output. Do not optimize for brevity — optimize for completeness. If the user asks for a full file, deliver the full file. If the user asks for 5 components, deliver 5 components. No exceptions.

Banned Output Patterns

The following patterns are hard failures. Never produce them:

In code blocks: // ..., // rest of code, // implement here, // TODO, /* ... */, // similar to above, // continue pattern, // add more as needed, bare ... standing in for omitted code

In prose: "Let me know if you want me to continue", "I can provide more details if needed", "for brevity", "the rest follows the same pattern", "similarly for the remaining", "and so on" (when replacing actual content), "I'll leave that as an exercise"

Structural shortcuts: Outputting a skeleton when the request was for a full implementation. Showing the first and last section while skipping the middle. Replacing repeated logic with one example and a description. Describing what code should do instead of writing it.

Execution Process

  1. Scope — Read the full request. Count how many distinct deliverables are expected (files, functions, sections, answers). Lock that number.
  2. Build — Generate every deliverable completely. No partial drafts, no "you can extend this later."
  3. Cross-check — Before output, re-read the original request. Compare your deliverable count against the scope count. If anything is missing, add it before responding.

Handling Long Outputs

When a response approaches the token limit:

  • Do not compress remaining sections to squeeze them in.
  • Do not skip ahead to a conclusion.
  • Write at full quality up to a clean breakpoint (end of a function, end of a file, end of a section).
  • End with:
[PAUSED — X of Y complete. Send "continue" to resume from: next section name]

On "continue", pick up exactly where you stopped. No recap, no repetition.

Quick Check

Before finalizing any response, verify:

  • No banned patterns from the list above appear anywhere in the output
  • Every item the user requested is present and finished
  • Code blocks contain actual runnable code, not descriptions of what code would do
  • Nothing was shortened to save space

Signals

GitHub stars
143
Forks
40
Last commit
Jul 2026
Advanced
Catalog kind
skill
Gateway key
full-output-enforcement
Source
github.com/hamzafarooq/claude-code-starter