AIWiki: Skill for Claude Code

.claude/skills/aiwiki-research-refresh-privacy/SKILL.md

aiwiki-research-refresh-privacy is a skill for Claude Code from XuebinMa/AIWiki. It costs 116 tokens per session (2,772 once invoked), scanned A, original, CC-BY-SA-4.0.

A recurring research workflow for AiWiki articles about protecting privacy when using large language models, which are systems that generate text from prompts. It finds reliable original sources, removes duplicate topics, applies three quality checks, and sends accepted items through the privacy-article process.

In plain words
What is it for?
Use it to discover new research topics about attacks on or defenses for language-model privacy, especially when a monthly trigger starts the work.
Why use it?
It helps keep the topic collection current without repeating existing articles or making unsupported safety claims. It is designed for regular, including unattended, research runs.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

This is XuebinMa/AIWiki's own configuration. It tells Claude Code how to work on AIWiki itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything AIWiki configures →

Reuse

Borrowing it

Nothing to install: this file belongs to XuebinMa/AIWiki. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/XuebinMa/AIWiki/main/.claude/skills/aiwiki-research-refresh-privacy/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/XuebinMa/AIWiki

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 aiwiki-research-refresh-privacy

README.md
[![agentmods](https://agentmods.dev/badge/skills/xuebinma/aiwiki/aiwiki-research-refresh-privacy/github.svg)](https://agentmods.dev/skills/xuebinma/aiwiki/aiwiki-research-refresh-privacy)
Your own site
<a href="https://agentmods.dev/skills/xuebinma/aiwiki/aiwiki-research-refresh-privacy"><img src="https://agentmods.dev/badge/skills/xuebinma/aiwiki/aiwiki-research-refresh-privacy/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 aiwiki-research-refresh-privacy

Your own site · 80×15
<a href="https://agentmods.dev/skills/xuebinma/aiwiki/aiwiki-research-refresh-privacy"><img src="https://agentmods.dev/badge/skills/xuebinma/aiwiki/aiwiki-research-refresh-privacy.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 116 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,772 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 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 $0.00116 $0.02772
Opus 5 $0.00058 $0.01386
Sonnet 5 $0.00023 $0.00554
Haiku 4.5 $0.00012 $0.00277

Measured 11d ago against content hash b7f0d9e2ac98, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

aiwiki-research-refresh-privacy 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 11d 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.

.claude/skills/aiwiki-research-refresh-privacy/SKILL.md · 75 lines

The source is not reproduced here

Licensed CC-BY-SA-4.0

The repository is licensed CC-BY-SA-4.0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.

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. 11d ago First seen · 75 lines · 116 tokens per session scan A b7f0d9e2ac98

Subscribe to this mod's changes

aiwiki-research-refresh-privacy is a skill published in the GitHub repository XuebinMa/AIWiki (8 stars, last pushed today), licensed CC-BY-SA-4.0. It adds 116 tokens to every session and 2,772 once invoked, about $0.0006 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.

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