Knowledge Absorber
wwwzhouhui/skills_collection
深度解析链接/文档/代码，生成导师级教学笔记 + Wan 2.7 知识海报. An agent skill from wwwzhouhui/skills_collection.
深度解析链接、文档或代码，生成”全能导师级”的教学笔记（零基础直达精通）。具备”真理锚定”校验能力，自动识别幻觉与过时信息。支持国学风格渲染，自动清理广告和无用内容。
No licenceAuto-check passed
Install Knowledge Absorber
$ npx skills add YuJunZhiXue/StudyAnalysis-Skills --skill knowledge-absorber -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install YuJunZhiXue/StudyAnalysis-Skills knowledge-absorber --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/YuJunZhiXue/StudyAnalysis-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/knowledge-absorber .claude/skills/knowledge-absorber && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "knowledge-absorber" agent skill from https://github.com/YuJunZhiXue/StudyAnalysis-Skills/tree/main/knowledge-absorber into .claude/skills/knowledge-absorber/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-absorber", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/YuJunZhiXue/StudyAnalysis-Skills/tree/main/knowledge-absorberType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add YuJunZhiXue/StudyAnalysis-Skills --skill knowledge-absorber -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install YuJunZhiXue/StudyAnalysis-Skills knowledge-absorber --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/YuJunZhiXue/StudyAnalysis-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/knowledge-absorber .agents/skills/knowledge-absorber && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "knowledge-absorber" agent skill from https://github.com/YuJunZhiXue/StudyAnalysis-Skills/tree/main/knowledge-absorber into .agents/skills/knowledge-absorber/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-absorber", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add YuJunZhiXue/StudyAnalysis-Skills --skill knowledge-absorber -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install YuJunZhiXue/StudyAnalysis-Skills knowledge-absorber --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/YuJunZhiXue/StudyAnalysis-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/knowledge-absorber .cursor/skills/knowledge-absorber && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "knowledge-absorber" agent skill from https://github.com/YuJunZhiXue/StudyAnalysis-Skills/tree/main/knowledge-absorber into .cursor/skills/knowledge-absorber/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-absorber", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/YuJunZhiXue/StudyAnalysis-Skills.git --path knowledge-absorber--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add YuJunZhiXue/StudyAnalysis-Skills --skill knowledge-absorber -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install YuJunZhiXue/StudyAnalysis-Skills knowledge-absorber --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/YuJunZhiXue/StudyAnalysis-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/knowledge-absorber .gemini/skills/knowledge-absorber && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "knowledge-absorber" agent skill from https://github.com/YuJunZhiXue/StudyAnalysis-Skills/tree/main/knowledge-absorber into .gemini/skills/knowledge-absorber/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-absorber", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install YuJunZhiXue/StudyAnalysis-Skills knowledge-absorberInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add YuJunZhiXue/StudyAnalysis-Skills --skill knowledge-absorber -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/YuJunZhiXue/StudyAnalysis-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/knowledge-absorber .github/skills/knowledge-absorber && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "knowledge-absorber" agent skill from https://github.com/YuJunZhiXue/StudyAnalysis-Skills/tree/main/knowledge-absorber into .github/skills/knowledge-absorber/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-absorber", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add YuJunZhiXue/StudyAnalysis-Skills --skill knowledge-absorber -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install YuJunZhiXue/StudyAnalysis-Skills knowledge-absorber --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/YuJunZhiXue/StudyAnalysis-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/knowledge-absorber .opencode/skills/knowledge-absorber && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "knowledge-absorber" agent skill from https://github.com/YuJunZhiXue/StudyAnalysis-Skills/tree/main/knowledge-absorber into .opencode/skills/knowledge-absorber/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "knowledge-absorber", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
knowledge-absorber- GitHub stars
- 627
- Token cost
- ~715 tokens
- SKILL.md length
- 138 words
- Files
- 28 (incl. scripts, references, assets)
- Skills in repo
- 1
- Repo updated
- First seen
- Licence
- None found
At a glance
深度解析链接、文档或代码，生成”全能导师级”的教学笔记（零基础直达精通）。具备”真理锚定”校验能力，自动识别幻觉与过时信息。支持国学风格渲染，自动清理广告和无用内容。
- Works in 4 steps: 提取核心主张：识别文中所有关键事实性主张（具体数据、API用法、历史事件、绝对化论… → 联网审计：调用 WebSearch… → 生成校准报告：构建”红队报告”，标注错误、过时或有争议的内容 → …
- SKILL.md covers 第一步：智能摄取 (Content Ingestion), 第二步：真理锚定 (Truth Anchoring), 第三步：生成教学内容 and 第四步：质量验收 (Quality Assurance)
- Runs Python and JavaScript scripts from its folder; calls python
What it does
Knowledge Absorber is an agent skill from YuJunZhiXue/StudyAnalysis-Skills. 深度解析链接、文档或代码，生成”全能导师级”的教学笔记（零基础直达精通）。具备”真理锚定”校验能力，自动识别幻觉与过时信息。支持国学风格渲染，自动清理广告和无用内容。
Its SKILL.md is about 720 tokens, which your agent loads only when the skill is triggered. The skill folder holds 30 other files, including scripts, reference files and assets (for example `assets/mentor_prompts.json`, `assets/mentor_runtime.js` and `references/system_prompt.md`).
The repository describes itself as: 深度解析链接、文档或代码，生成“全能导师级”的教学笔记.
Example prompts
- “/knowledge-absorber”
Requirements
- Python 3
- Node.js
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- 提取核心主张：识别文中所有关键事实性主张（具体数据、API用法、历史事件、绝对化论断）
- 联网审计：调用 WebSearch 验证每个主张，搜索必须包含当前年份（2026）以确保时效性
- 生成校准报告：构建”红队报告”，标注错误、过时或有争议的内容
- 显式标注：在最终输出中明确标注所有不确定或有争议的信息
What it can do on your machine
Read from SKILL.md and the folder at commit f8f8ce8. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 7 files in scripts/ (Python and JavaScript, from the files we listed), which the agent can run.
Shell commands in SKILL.md call:
python
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Knowledge Absorber loads about 715 tokens when it runs, and up to ~4.4k if it reads all its reference files. Until then it costs about 26 tokens; SKILL.md has 138 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 138 words (~715 tokens).
- name
- knowledge-absorber
- tags
- “learning”, ”学习”, ”analysis”, ”分析”, ”documentation”, ”文档”, ”knowledge-base”, ”知识库”, ”architecture”, ”知识吸收”, ”knowledge-absorber”, ”verification”, ”国学”…
- version
- 4.5.0
Files
SKILL.md and 27 other files (scripts, references, assets) in knowledge-absorber of YuJunZhiXue/StudyAnalysis-Skills.
- SKILL.md
- assets/knowledge_card_base.css
- assets/knowledge_card_design.css
- assets/knowledge_card_ink.css
- assets/knowledge_card_ink_enhanced.css
- assets/knowledge_card_modern.css
- assets/mentor_prompts.json
- assets/mentor_runtime.css
- assets/mentor_runtime.js
- references/system_prompt.md
- requirements.txt
- scripts/build_source_package.py
- scripts/content_ingester.py
- scripts/demo_run.py
- scripts/generate_knowledge_card.py
- scripts/knowledge_card_generation.py
- scripts/knowledge_card_rendering.py
- scripts/mentor_relay.py
- … and 10 more
Open the folder on GitHubat commit f8f8ce8
Compare with similar skills
Knowledge Absorber next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Knowledge Absorber this skillYuJunZhiXue/StudyAnalysis-Skills | 627 | — | ~715 | Automated safety check: Pass | None | |
| Knowledge Absorberwwwzhouhui/skills_collection | 283 | — | ~2k | Automated safety check: Pass | None | |
| A2brycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~3.6k | Automated safety check: Pass | Custom licence | |
| G2brycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~4.5k | Automated safety check: Pass | Custom licence | |
| I3brycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~1.8k | Automated safety check: Pass | Custom licence | |
| C1brycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~9.1k | Automated safety check: Pass | Custom licence |
Similar skills
A2
brycewang-stanford/Auto-Empirical-Research-Skills
VS-Enhanced Theoretical Framework Architect with Critique & Visualization Full VS 5-Phase process: Modal theory avoidance, Long-tail exploration, differentiated framework presentation Absorbed A3…
G2
brycewang-stanford/Auto-Empirical-Research-Skills
Publication Specialist - Writing, Review, Pre-registration & Quality Assurance Light VS applied: Avoids template-based writing + audience-specific message design Absorbed G3 (Peer Review…
I3
brycewang-stanford/Auto-Empirical-Research-Skills
RAG Builder with Parallel Document Processing Vector database construction with local embeddings (zero cost) Handles PDF download, text extraction, chunking, and vector database creation Absorbed B5…
C1
brycewang-stanford/Auto-Empirical-Research-Skills
VS-Enhanced Quantitative Design Consultant with Materials & Sampling Enhanced VS 3-Phase process: Avoids obvious experimental designs, proposes context-optimal quantitative strategies Absorbed C4…
Teslers Law
Owl-Listener/designer-skills
Apply Tesler's Law — every process has irreducible complexity that someone must absorb.
Questions about Knowledge Absorber
What does Knowledge Absorber do?
深度解析链接、文档或代码，生成”全能导师级”的教学笔记（零基础直达精通）。具备”真理锚定”校验能力，自动识别幻觉与过时信息。支持国学风格渲染，自动清理广告和无用内容。. Knowledge Absorber is an agent skill from YuJunZhiXue/StudyAnalysis-Skills.
How do I install Knowledge Absorber in Claude Code?
Run `npx skills add YuJunZhiXue/StudyAnalysis-Skills --skill knowledge-absorber -a claude-code`. Or copy the skill folder (knowledge-absorber in YuJunZhiXue/StudyAnalysis-Skills) into .claude/skills/knowledge-absorber in your project. Claude Code loads it when a task matches its description.
How do I install Knowledge Absorber in Codex?
Run `npx skills add YuJunZhiXue/StudyAnalysis-Skills --skill knowledge-absorber -a codex`. Or copy the skill folder (knowledge-absorber in YuJunZhiXue/StudyAnalysis-Skills) into .agents/skills/knowledge-absorber in your project. Codex loads it when a task matches its description.
Can I use Knowledge Absorber in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add YuJunZhiXue/StudyAnalysis-Skills --skill knowledge-absorber -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/knowledge-absorber, .gemini/skills/knowledge-absorber, .github/skills/knowledge-absorber and .opencode/skills/knowledge-absorber in your project.
What does Knowledge Absorber need to run?
Going by SKILL.md and its folder, Knowledge Absorber needs Python and JavaScript for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3; Node.js.
Does Knowledge Absorber access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Knowledge Absorber safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Knowledge Absorber use?
No licence was found for Knowledge Absorber or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Knowledge Absorber use?
About 715 tokens (SKILL.md is roughly 2.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 3.7k tokens, read only when the agent opens those files.
What are the alternatives to Knowledge Absorber?
Skills that share tags, products or a category with Knowledge Absorber: Knowledge Absorber (wwwzhouhui/skills_collection, 283 stars), A2 (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars), G2 (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars) and I3 (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Knowledge Absorber?
YuJunZhiXue (a GitHub user) maintains it in YuJunZhiXue/StudyAnalysis-Skills, which has 627 GitHub stars. The repository was last updated on March 16, 2026.
Source: YuJunZhiXue/StudyAnalysis-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.