student-llm-wiki: Skill for Claude Code

.claude/skills/wiki-ingest/SKILL.md

wiki-ingest is a skill for Claude Code from IssacW228/student-llm-wiki. It costs 75 tokens per session (1,422 once invoked), scanned A, original, MIT.

A workflow that turns a course file in the raw folder into organized pages in a student knowledge wiki. It extracts key points, creates source and concept pages, and records links, conflicts, and processing history.

In plain words
What is it for?
Use it to process a PDF or slide deck, add its main ideas to the wiki, update course overviews, and record cross-course connections or contradictions.
Why use it?
It prevents the same file from being processed twice and keeps new knowledge connected to existing courses and concepts. It also preserves the original raw materials as read-only.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

This is IssacW228/student-llm-wiki's own configuration. It tells Claude Code how to work on student-llm-wiki 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 student-llm-wiki configures →

Part of the student-llm-wiki plugin — 6 skills, 5 commands shipped together

Reuse

Borrowing it

Nothing to install: this file belongs to IssacW228/student-llm-wiki. 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/IssacW228/student-llm-wiki/main/.claude/skills/wiki-ingest/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/IssacW228/student-llm-wiki

Made for: Claude Code.

Or install student-llm-wiki, the plugin that ships this one along with the rest of its 6 skills, 5 commands.

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 wiki-ingest

README.md
[![agentmods](https://agentmods.dev/badge/skills/issacw228/student-llm-wiki/wiki-ingest/github.svg)](https://agentmods.dev/skills/issacw228/student-llm-wiki/wiki-ingest)
Your own site
<a href="https://agentmods.dev/skills/issacw228/student-llm-wiki/wiki-ingest"><img src="https://agentmods.dev/badge/skills/issacw228/student-llm-wiki/wiki-ingest/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 wiki-ingest

Your own site · 80×15
<a href="https://agentmods.dev/skills/issacw228/student-llm-wiki/wiki-ingest"><img src="https://agentmods.dev/badge/skills/issacw228/student-llm-wiki/wiki-ingest.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 75 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,422 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 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 $0.00075 $0.01422
Opus 5 $0.00037 $0.00711
Sonnet 5 $0.00015 $0.00284
Haiku 4.5 $0.00007 $0.00142

Measured 12d ago against content hash 9ceda5f5e4f2, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

wiki-ingest 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.

.claude/skills/wiki-ingest/SKILL.md · 127 lines

How it starts

The opening of the file, as written. The whole thing — 127 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Wiki Ingest

raw/ 中的课件转化为 wiki 页面。 Turn a source file in raw/ into wiki pages.

步骤 Steps

  1. 去重检查: 计算文件 md5sum {file} | cut -d' ' -f1。查 raw/.manifest.json,hash相同则跳过,报告"已处理,用force重新消化"
  2. 读上下文: 读 wiki/hot.md(不是完整SCHEMA)
  3. 定位已有页: 读 wiki/index.md 找相关概念页
  4. 读源文件,提炼3-5个关键要点
  5. 与用户讨论确认(不跳过这步)
  6. 创建来源页 wiki/sources/{name}.md 6.5. 创建/更新课程总览页 wiki/courses/{COURSE}-overview.md:
    • 不存在则新建(用下方"课程总览页格式")
    • 已有则在"概念图谱"章节追加本次新概念的 [[链接]]
  7. 创建/更新概念页(最多3-5页,不贪多):
    • 新概念 → 新建 wiki/concepts/{Name}.md,confidence默认 low,设置 created_at 为今天日期
    • 已有概念 → 局部编辑,补充内容,更新 last_reviewed 日期(不改 created_at
  8. 图表处理: 若源含重要图表,文字描述其内容;若该概念涉及流程/架构/时序/分类等适合可视化的内容,按 wiki-diagram skill 判断标准用 Mermaid 配图
  9. 跨课程连接: 检查新概念是否在其他课程出现过。若是:
    • 在两个概念页都加 [[链接]]
    • wiki/connections-log.md 追加一条记录(用下方"连接日志格式")
  10. 矛盾检测: 若新内容与已有页面冲突:
    • 在概念页用 > [!contradiction] callout 标注
    • wiki/contradictions.md 追加一条记录(用下方"矛盾记录格式")
  11. 最后一次性更新: index.md + hot.md + log.md + overview.md + .manifest.json(不要每步都更新)
    • overview.md 更新内容:有新课程则加入课程列表,有新连接则更新"跨课程连接"摘要,有新矛盾则更新"矛盾与张力"摘要
    • wiki/glossary.md 将本次新建概念追加到术语表(英文、中文、领域、[[页面链接]]
    • log.md 追加一条结构化日志记录(用下方"日志格式")

Manifest 格式

{
  "sources": {
    "raw/COMP6713/L3.pdf": {
      "hash": "abc123",
      "course": "COMP6713",
      "ingested_at": "2026-06-01",
      "pages_created": ["wiki/sources/L3.md"],
      "concepts_created": ["Attention-Mechanism"],
      "concepts_updated": ["Transformer"],
      "connections_found": 2,
      "contradictions_found": 0
    }
  }
}

批量 Batch ingest

多个文件时:逐个处理,但 index/hot/log/manifest 只在全部完成后更新一次。每10个文件后向用户汇报一次进度。

完成报告 Report

"处理了 N 个来源。创建 X 页,更新 Y 页。发现的跨课程连接: ..."

课程总览页格式 Course Overview Format

文件: wiki/courses/{COURSE}-overview.md

---
tags: [course-overview, {course-code}]
course: {COURSE-CODE}
updated: YYYY-MM-DD
---
# {COURSE-CODE} — {课程名 Course Name}

## 综述 Summary
{一句话描述课程主题}

## 概念图谱 Concept Map
[[Concept-A]] · [[Concept-B]] · ...

## 薄弱环节 Weak Areas
\`\`\`dataview
TABLE confidence, last_reviewed FROM "wiki/concepts"
WHERE contains(courses, "{COURSE-CODE}") AND confidence = "low"
SORT last_reviewed ASC
\`\`\`

## 来源 Sources
\`\`\`dataview
LIST FROM "wiki/sources" WHERE contains(tags, "{course-code}") SORT file.ctime DESC
\`\`\`

Read the full file on GitHub · 127 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 · 127 lines · 75 tokens per session scan A 9ceda5f5e4f2

Subscribe to this mod's changes

wiki-ingest is a skill published in the GitHub repository IssacW228/student-llm-wiki (176 stars, last pushed 2mo ago), licensed MIT. It adds 75 tokens to every session and 1,422 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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