aif-explore

aif-explore is a skill for Claude Code from lee-to/ai-factory. It costs 55 tokens per session (5,922 once invoked), scanned A, original, no licence file.

A skill for investigating ideas, systems, problems, and requirements before making a plan. Its ultra mode creates a lasting research bundle with an index and selected architecture or dependency documents.

In plain words
What is it for?
Use it to explore an unfamiliar problem, gather requirements, or prepare justified architecture and decision records.
Why use it?
It helps clarify what needs to be built and what constraints matter before implementation begins.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Good fit Use it to explore an unfamiliar problem, gather requirements, or prepare justified architecture and decision records.

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

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

Your own site · 80×15
<a href="https://agentmods.dev/skills/lee-to/ai-factory/aif-explore"><img src="https://agentmods.dev/badge/skills/lee-to/ai-factory/aif-explore.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 55 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 5,922 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: 3 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 Prompt Injection · line 50
    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 174
    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 223
    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.
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 $0.00055 $0.05922
Opus 5.5 $0.00022 $0.02369
Sonnet 5.5 $0.00011 $0.01184
Haiku 4.5 $0.00006 $0.00592

Measured 12d ago against content hash 9bef1c0f31da, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

aif-explore 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.

skills/aif-explore/SKILL.md · 528 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

4 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. 12d ago Changed · +20 lines 9bef1c0f31da
  2. 1mo ago Changed · +2 lines · +5 tokens per session 593036bf698f
  3. 1mo ago First seen · 506 lines · 50 tokens per session scan A bec56da43f48

Subscribe to this mod's changes

aif-explore 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 55 tokens to every session and 5,922 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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