aif-implement

aif-implement is a skill for Claude Code from lee-to/ai-factory. It costs 50 tokens per session (11,031 once invoked), scanned A, original, no licence file.

An implementation workflow that carries out tasks from an existing plan in order. It records completed work so coding can continue later.

In plain words
What is it for?
Starting planned coding work, continuing interrupted implementation, and marking tasks complete as they are done.
Why use it?
It removes the need to manually track which planned tasks are finished, especially across multiple sessions.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Good fit Starting planned coding work, continuing interrupted implementation, and marking tasks complete as they are done.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/lee-to/ai-factory/aif-implement
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-implement
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-implement

README.md
[![agentmods](https://agentmods.dev/badge/skills/lee-to/ai-factory/aif-implement/github.svg)](https://agentmods.dev/skills/lee-to/ai-factory/aif-implement)
Your own site
<a href="https://agentmods.dev/skills/lee-to/ai-factory/aif-implement"><img src="https://agentmods.dev/badge/skills/lee-to/ai-factory/aif-implement/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 aif-implement

Your own site · 80×15
<a href="https://agentmods.dev/skills/lee-to/ai-factory/aif-implement"><img src="https://agentmods.dev/badge/skills/lee-to/ai-factory/aif-implement.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 50 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 11,031 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 warn 7 Sept 2026
SkillSpector: 5 findings, up to high

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • high YARA Match · line 6
    YARA rule matched a hack tool or exploit indicator (offensive tools, reconnaissance, privilege escalation, or exploit frameworks).
    Fix: Remove offensive tool references and exploit code. Legitimate agent skills should not contain penetration testing tools, exploit frameworks, or reconnaissance utilities.
  • high Prompt Injection · line 62
    Hidden instructions were detected in comments or invisible text. These could contain malicious directives. Manual review is recommended.
    Fix: Audit all comments and invisible characters. Remove any instructions that direct the agent to perform unauthorized actions. Use plain, reviewable content.
  • high Prompt Injection · line 446
    Hidden instructions were detected in comments or invisible text. These could contain malicious directives. Manual review is recommended.
    Fix: Audit all comments and invisible characters. Remove any instructions that direct the agent to perform unauthorized actions. Use plain, reviewable content.
  • high Prompt Injection · line 472
    Hidden instructions were detected in comments or invisible text. These could contain malicious directives. Manual review is recommended.
    Fix: Audit all comments and invisible characters. Remove any instructions that direct the agent to perform unauthorized actions. Use plain, reviewable content.
  • medium Rogue Agent · line 778
    Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.
    Fix: Remove any persistence mechanisms (cron jobs, startup scripts, state files). Skills should not maintain state across sessions without explicit user consent.
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 $0.00050 $0.11031
Opus 5.5 $0.00020 $0.04412
Sonnet 5.5 $0.00010 $0.02206
Haiku 4.5 $0.00005 $0.01103

Measured 1mo ago against content hash 0269d7931c6a, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

aif-implement 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 1mo 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-implement/SKILL.md · 1,092 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

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. 1mo ago Changed · +39 lines 0269d7931c6a
  2. 1mo ago First seen · 1,053 lines · 50 tokens per session scan A aaad2183c302

Subscribe to this mod's changes

aif-implement is a skill published in the GitHub repository lee-to/ai-factory (1,151 stars, last pushed 12d ago), with no licence file. It adds 50 tokens to every session and 11,031 once invoked, about $0.0002 per session on Opus 5.5. 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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