full-output-enforcement

Enforces complete, unabridged file and artifact delivery in AI-generated outputs.

Updated Jul 10, 2026
One-click install
npx skills add https://github.com/noticesfromchat/macos-app-digest --skill full-output-enforcement-noticesfromchat
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: full-output-enforcement
Source: https://github.com/noticesfromchat/macos-app-digest/tree/main/.agents/skills/output-skill
Command: npx skills add https://github.com/noticesfromchat/macos-app-digest --skill full-output-enforcement-noticesfromchat

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? AI assistants often truncate long outputs, replace required implementation with placeholders, or stop early and ask the user to continue. This Skill enforces delivery of every requested file or artifact at usable fidelity, eliminating incomplete responses. ## Core Features & Use Cases - Complete Artifact Delivery: Ensures every requested file is written in full without placeholders, ellipses, or omitted repeated content. - Context-Aware Continuation: Continues through available context management instead of imposing manual continuation prompts, and writes long outputs to workspace files with links and concise summaries. - Honest Limit Reporting: When a real tool or output limit prevents completion, it states exactly what remains and why rather than claiming partial work is complete. - Use Case: When asking an AI to generate a multi-file project scaffold or a long document, this Skill ensures the full result is delivered and verified against the requested outcome. ## Quick Start Ask the assistant to generate the complete set of files for your project and require that nothing be abbreviated or replaced with placeholders.

Frequently Asked Questions about full-output-enforcement

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

FAQPage Schema
How do I get an AI to output complete files without truncation?

Request unabridged output explicitly and require that no placeholders replace real implementation. This Skill instructs the assistant to write complete files to the workspace and return links with a concise summary for long outputs.

How to stop AI from using placeholders in generated code?

Instruct the assistant that placeholders, ellipses, and omitted repeated content are not acceptable when full output is requested. The Skill enforces usable fidelity for every delivered artifact and verifies results against the requested outcome.

What happens when output exceeds the AI's context limit?

The assistant continues through available context management rather than asking you to prompt continuation manually. If a genuine tool or output limit prevents completion, it states exactly what remains and why instead of claiming partial work is done.

Are TODO comments or ellipses always treated as incomplete output?

No. Existing TODO comments, ellipses in valid code, and intentionally requested scaffolds are not automatic errors. The Skill checks delivered artifacts against the actual requested outcome rather than applying blanket rules.

When should I not use full-output enforcement?

Avoid it for exploratory questions or drafts where brevity is preferred, since it prioritizes completeness over concise explanation. It is best suited for deliverables like code files, documents, and artifacts that must be usable as-is.