Agent Skills › elm1nst3r/GHOST-osint-crm › full-output-enforcement

full-output-enforcement

GitHub

强制 LLM 输出完整代码,禁止省略或占位符,确保交付物完整性。通过限制截断和结构化捷径,并在 Token 超限时提供清晰续传机制,保障生产级代码生成的详尽与可用。

.agents/skills/full-output-enforcement/SKILL.md elm1nst3r/GHOST-osint-crm

Trigger Scenarios

用户要求生成完整文件或代码块 需要无省略、无占位符的 exhaustive 输出

Install

npx skills add elm1nst3r/GHOST-osint-crm --skill full-output-enforcement -g -y
More Options

Non-standard path

npx skills add https://github.com/elm1nst3r/GHOST-osint-crm/tree/main/.agents/skills/full-output-enforcement -g -y

Use without installing

npx skills use elm1nst3r/GHOST-osint-crm@full-output-enforcement

指定 Agent (Claude Code)

npx skills add elm1nst3r/GHOST-osint-crm --skill full-output-enforcement -a claude-code -g -y

安装 repo 全部 skill

npx skills add elm1nst3r/GHOST-osint-crm --all -g -y

预览 repo 内 skill

npx skills add elm1nst3r/GHOST-osint-crm --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

  • 01f64f1 Current 2026-08-20 09:45

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2026-08-20 09:45

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