full-output-enforcement

Enforces complete code generation by banning placeholder patterns and truncation.

1|Updated Jul 2, 2026
One-click install
npx skills add https://github.com/filippolmt/skills --skill full-output-enforcement-filippolmt
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: full-output-enforcement
Source: https://github.com/filippolmt/skills/tree/main/skills/full-output-enforcement
Command: npx skills add https://github.com/filippolmt/skills --skill full-output-enforcement-filippolmt

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? LLMs often truncate long outputs, insert placeholder comments like "// rest of code", or skip deliverables to save tokens, leaving users with incomplete code that requires manual follow-up. This Skill overrides that default behavior so every requested deliverable is generated in full. ## Core Features & Use Cases - Placeholder Ban: Hard-fails on patterns like // ..., // TODO, "for brevity", and skeleton-only outputs, forcing complete implementations. - Deliverable Cross-Check: Counts requested items (files, functions, sections) before generating and verifies all are present before responding. - Token-Limit Handling: Pauses at clean breakpoints with a resumable marker instead of compressing or skipping content when output approaches the token limit. - Use Case: Ask for five React components or a full configuration file, and receive every one completely written with runnable code rather than one example plus "the rest follows the same pattern." ## Quick Start Apply the full-output-enforcement skill and generate the complete implementation of all requested files with no placeholders or omissions.

Frequently Asked Questions about full-output-enforcement

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I stop an LLM from truncating code output?

Apply explicit output-enforcement instructions that ban placeholder patterns like "// rest of code" and require every requested deliverable to be generated completely. This Skill also cross-checks the deliverable count against the original request before responding.

How to handle token limits when generating long code files?

Write at full quality up to a clean breakpoint such as the end of a function or file, then emit a pause marker stating progress and the next section. On "continue", resume exactly where you stopped without recap or repetition.

What placeholder patterns should be banned in AI code generation?

Ban patterns like "// ...", "// TODO", "// implement here", "// similar to above", and prose such as "for brevity" or "the rest follows the same pattern". These signal omitted content and produce non-runnable skeletons instead of complete implementations.

Does output enforcement work for non-code content?

Yes, the same rules apply to prose and structured documents. Banned patterns include phrases like "and so on" replacing actual content, and structural shortcuts such as showing only the first and last sections while skipping the middle.

When should I not use full-output enforcement?

Avoid it for exploratory brainstorming, quick prototypes, or when you intentionally want a brief sketch. The enforcement treats every task as production-critical, which adds length and latency unnecessary for casual or iterative queries.