Agent Skillsmediago-dev/mediago › full-output-enforcement

full-output-enforcement

GitHub

强制LLM生成完整代码,禁止占位符和截断,支持长输出分段续传,确保交付物完整性。

.agents/skills/full-output-enforcement/SKILL.md mediago-dev/mediago

Trigger Scenarios

需要完整代码实现 防止内容被截断 要求不省略任何部分

Install

npx skills add mediago-dev/mediago --skill full-output-enforcement -g -y
More Options

Non-standard path

npx skills add https://github.com/mediago-dev/mediago/tree/master/.agents/skills/full-output-enforcement -g -y

Use without installing

npx skills use mediago-dev/mediago@full-output-enforcement

指定 Agent (Claude Code)

npx skills add mediago-dev/mediago --skill full-output-enforcement -a claude-code -g -y

安装 repo 全部 skill

npx skills add mediago-dev/mediago --all -g -y

预览 repo 内 skill

npx skills add mediago-dev/mediago --list

SKILL.md

Frontmatter
{
    "name": "full-output-enforcement",
    "description": "Overrides default LLM truncation behavior. Enforces complete code generation, bans placeholder patterns, and handles token-limit splits cleanly. Apply to any task requiring exhaustive, unabridged output."
}

Full-Output Enforcement

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

Version History

  • e214742 Current 2026-08-29 03:56

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Metadata

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2026-08-29 03:56

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