Full Output Enforcement

Full Output Enforcement is a skill for Claude Code, Codex from GktuOktay/ai-skills. It costs 58 tokens per session (1,091 once invoked), scanned A, original, MIT.

A rule set requiring an AI assistant to provide complete code, configuration, and explanations without skipped sections, placeholders, or shortened output.

In plain words
What is it for?
Use it when full files or complete explanations are needed, especially for code changes that must be copied or run directly.
Why use it?
It reduces the risk that copied output will be unusable because important lines or context were replaced with ellipses or vague instructions.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: installed under .agents/ (shared by several agents).

Good fit Use it when full files or complete explanations are needed, especially for code changes that must be copied or run directly.

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Install with agentmods
npx agentmods add skills/gktuoktay/ai-skills/full-output-enforcement
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add GktuOktay/ai-skills --skill full-output-enforcement
Clone the repo
git clone --depth 1 https://github.com/GktuOktay/ai-skills

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for Full Output Enforcement

README.md
[![agentmods](https://agentmods.dev/badge/skills/gktuoktay/ai-skills/full-output-enforcement/github.svg)](https://agentmods.dev/skills/gktuoktay/ai-skills/full-output-enforcement)
Your own site
<a href="https://agentmods.dev/skills/gktuoktay/ai-skills/full-output-enforcement"><img src="https://agentmods.dev/badge/skills/gktuoktay/ai-skills/full-output-enforcement/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for Full Output Enforcement

Your own site · 80×15
<a href="https://agentmods.dev/skills/gktuoktay/ai-skills/full-output-enforcement"><img src="https://agentmods.dev/badge/skills/gktuoktay/ai-skills/full-output-enforcement.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 58 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,091 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00058 $0.01091
Opus 5 $0.00029 $0.00545
Sonnet 5 $0.00012 $0.00218
Haiku 4.5 $0.00006 $0.00109

Measured 12d ago against content hash 2e3066734255, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

Full Output Enforcement scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.agents/skills/full-output-enforcement/SKILL.md · 106 lines

How it starts

The opening of the file, as written. The whole thing — 106 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Full Output Enforcement Meta-Skill

Overview

This is a high-priority meta-skill designed to strictly enforce that all generated output—specifically code, configurations, and detailed explanations—is provided in its absolute entirety. The assistant must never use placeholders, ellipses, or truncation when modifying or providing files, ensuring that the user can copy-paste or execute the output directly without manual merging.

Core Rules of Output Enforcement

  1. NO TRUNCATION: Never truncate code files, scripts, or structured data.
  2. NO PLACEHOLDERS: Never use comments like // ... rest of the code remains the same, /* previous code here */, or ....
  3. COMPLETE CONTEXT: When editing a file, output the complete file from line 1 to the final line, unless specifically using a targeted diffing/editing tool that requires only snippets.
  4. NO LAZY EXPLANATIONS: Do not skip over complex logic by saying "implement standard logic here". Write the actual logic.
  5. VERBATIM PRESERVATION: When refactoring or updating a file, all unrelated functions, imports, and variables must be retained exactly as they were.

The Problem with "Lazy Output"

When an AI assistant produces abbreviated code, it shifts the cognitive load and manual labor onto the user. The user must manually stitch the new code into their existing file, which often leads to syntax errors, missing brackets, or lost imports.

This skill prohibits the following patterns.

Anti-Patterns (NEVER DO THESE)

Anti-Pattern 1: The "Rest Remains the Same" Comment
// BAD
function existingFunction() {
  // ... rest of the function remains the same
}
Anti-Pattern 2: The "Add Your Logic Here" Placeholder
# BAD
def process_data(data):
    # Add data processing logic here
    pass
Anti-Pattern 3: Omitting Imports or Boilerplate
// BAD
// (imports omitted for brevity)
export class MyService { ... }

Correct Implementation Patterns

Read the full file on GitHub · 106 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 12d ago First seen · 106 lines · 58 tokens per session scan A 2e3066734255

Subscribe to this mod's changes

Full Output Enforcement is a skill published in the GitHub repository GktuOktay/ai-skills (2 stars, last pushed 9d ago), licensed MIT. It adds 58 tokens to every session and 1,091 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.