aif-loop

aif-loop is a skill for Claude Code from lee-to/ai-factory. It costs 72 tokens per session (6,482 once invoked), scanned A, original, no licence file.

An iterative workflow that creates an artifact, evaluates it, identifies weaknesses, and refines it through repeated phases. It stops when quality checks pass or the allowed iterations end.

In plain words
What is it for?
Running generate-and-review cycles for artifacts that need quality gates and multiple rounds of refinement.
Why use it?
It provides a defined way to improve generated work instead of accepting the first draft or making untracked revisions.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Good fit Running generate-and-review cycles for artifacts that need quality gates and multiple rounds of refinement.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/lee-to/ai-factory/aif-loop
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 lee-to/ai-factory --skill aif-loop
Clone the repo
git clone --depth 1 https://github.com/lee-to/ai-factory

Made for: Claude Code.

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 aif-loop

README.md
[![agentmods](https://agentmods.dev/badge/skills/lee-to/ai-factory/aif-loop.svg)](https://agentmods.dev/skills/lee-to/ai-factory/aif-loop)
Your own site
<a href="https://agentmods.dev/skills/lee-to/ai-factory/aif-loop"><img src="https://agentmods.dev/badge/skills/lee-to/ai-factory/aif-loop.svg" alt="Measured on agentmods" height="20"></a>
Per session 72 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 6,482 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. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin unknown 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 $0.00072 $0.06482
Opus 5 $0.00036 $0.03241
Sonnet 5 $0.00014 $0.01296
Haiku 4.5 $0.00007 $0.00648

Measured 8d ago against content hash e679de55eccf, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

aif-loop 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 8d 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.

skills/aif-loop/SKILL.md · 507 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 8d ago First seen · 507 lines · 72 tokens per session scan A e679de55eccf

Subscribe to this mod's changes

aif-loop is a skill published in the GitHub repository lee-to/ai-factory (1,076 stars, last pushed 2d ago), with no licence file. It adds 72 tokens to every session and 6,482 once invoked, about $0.0004 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 2026-08-30.

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