Score
8.9
/ 10
Installs
123K
Repo Stars
41.4K
Last Updated
0d ago
Quality Ratio
99%
Description
Verified
Language
Python
First Published
Mar 2026
Summary
The Full Output Enforcement agent skill is designed to compel the AI agent to produce comprehensive and complete outputs, ensuring no information is omitted from its responses. This agent skill is beneficial for users who require AI-generated content to be thorough and explicit, such as developers needing full code implementations or technical writers seeking detailed explanations. It is a niche skill with a smaller but dedicated user base, serving specific needs within the agent ecosystem. Due to the absence of a SKILL.md file and its generic description, specific patterns or commands for its enforcement are not detailed. However, it can be inferred that this agent skill would instruct the AI to avoid brevity, expand on topics, and ensure all query components are fully addressed to prevent partial results. Users should be aware that its exact operational methodology is not documented.
Skill Definition
When to Use
- Use when the user explicitly asks for full files, complete implementations, exhaustive lists, or unabridged deliverables.
- Use when placeholder code, skipped sections, TODO stubs, or descriptions in place of implementation would break the request.
- Use when a long answer may need clean continuation chunks without losing completeness or structural integrity.
Limitations
- This skill enforces completeness, but it does not override token limits, safety constraints, missing source context, or user-provided scope boundaries.
- Split long outputs into clearly labeled continuation chunks when necessary, and verify that each chunk connects cleanly to the previous one.
- Do not invent unavailable code, credentials, private APIs, or project files to satisfy a request for complete output.
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
- Scope — Read the full request. Count how many distinct deliverables are expected (files, functions, sections, answers). Lock that number.
- Build — Generate every deliverable completely. No partial drafts, no "you can extend this later."
- 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