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Agent Skill · 研究检索

learn(学习)

learn 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

learn 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为执行命令;许可证信息还不明确,第三方扫描有未通过项,按安装量在研究检索类的 73,675 个 Skill 里排第 68,166。

总安装 235周安装 10GitHub Stars 9下载 82核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:learn(学习)
来源仓库:https://github.com/florianbuetow/claude-code
仓库路径:skills/learn
安装命令:
npx skills add https://github.com/florianbuetow/claude-code --skill learn
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/florianbuetow/claude-code --skill learn

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

用于查找、检索和筛选相关信息。learn 属于研究检索类 Skill,可作为该场景下的辅助能力补充。适合根据关键词快速定位候选结果。可结合来源仓库继续核验具体用法。安装前建议确认权限和维护状态。适用宿主包括 Codex、Claude、Cursor、Gemini CLI,接入前应确认版本、权限和运行环境要求。

注意是否会触发联网或文件读写。

来源仓库内路径:skills/learn

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/florianbuetow/claude-code --skill learn;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要执行命令,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

learn 怎么安装?

在终端执行 npx skills add https://github.com/florianbuetow/claude-code --skill learn。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

learn 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

learn 需要什么权限?

权限级别是执行命令。安装流程涉及命令执行,可能通过 npx skills add https://github.com/florianbuetow/claude-code --skill learn 联网下载 Skill 或依赖。用户安装前应确认命令来源、仓库内容和执行环境。

learn 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

learn 用的人多吗?

公开数据是累计安装 235 次,近一周安装 10 次,下载 82 次,GitHub 9 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

learn 安全吗?

第三方扫描有未通过项,风险较高。除非你确认过源码,否则不建议直接安装到常用环境。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。

先想清楚的地方

  • 需要执行命令,装到常用环境前要先评估影响面。
  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 不能接受 Skill 在你机器上执行命令的人。
  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
learn

学习 · 本页

2359执行命令未明确未通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

AppSec Learn -- Interactive Security Walkthrough

Guided, interactive learning experience that teaches security concepts using the user's own codebase as teaching material. Combines explanation with hands-on discovery -- the user finds real vulnerabilities in their own code as they learn about each category.

This skill runs entirely in the main agent context. It does NOT dispatch subagents. It is interactive and conversational -- ask questions, wait for answers, then reveal findings.

Learning Modes

Detect the topic from the user's message:

User SaysModeCurriculum
"learn owasp", "teach me owasp"OWASP WalkthroughAll 10 categories
"learn stride", "teach me stride"STRIDE WalkthroughAll 6 categories
"learn red-team", "learn red teaming"Red Team WalkthroughAll 6 personas
"learn injection", "learn A03"Single Category Deep DiveOne category
"learn security", "security tutorial"Guided SelectionAsk what to learn

Framework References

Load the relevant framework reference before starting:

ModeReference File
OWASP../../shared/frameworks/owasp-top10-2021.md
STRIDE../../shared/frameworks/stride.md
Red Team../../shared/frameworks/dread.md + all persona files in agents/
Single CategoryThe relevant framework file for that category

Walkthrough Structure

Each learning mode follows the same 4-step pattern per category. The key principle: NEVER just lecture. Always ground the concept in the user's own code, and always make them think before revealing answers.

Step 1: Explain the Concept

Present the category in plain language:

  • What it is (one sentence).
  • What security property it protects.
  • Why it matters (real-world impact with a notable breach example).
  • How it maps to other frameworks (OWASP <-> STRIDE <-> CWE).

Keep this brief. 5-8 sentences maximum. The user's code is the real teacher.

Step 2: Show Code from the User's Codebase

Search the user's codebase for patterns relevant to this category. Use Glob and Grep to find concrete examples. Show 2-3 code snippets with file paths and line numbers.

Present the code WITHOUT revealing whether it is vulnerable or secure. Frame it as: "Here is how your codebase handles [concept]. Look at these patterns..."

Search strategy by category:

CategoryWhat to Search For
Injection (A03)Database queries, template rendering, shell commands, user input handling
Access Control (A01)Route middleware, authorization checks, role guards, IDOR-prone endpoints
Crypto (A02)Hashing functions, encryption calls, TLS config, key storage
Auth (A07)Login handlers, session management, password storage, token generation
Spoofing (S)Authentication flows, token validation, session handling
Tampering (T)Input validation, request parsing, file operations
Info Disclosure (I)Error handlers, logging statements, API responses
DoS (D)Regex patterns, file uploads, resource allocation, unbounded loops
Red TeamAttack surface entry points, auth boundaries, data flows

If no relevant code is found for a category, use a generic example and note that the category may not be applicable to this codebase.

Step 3: Ask Questions

Ask the user 2-3 questions about the code you showed. These should guide them to discover potential issues themselves:

  • "What happens if [input] contains [malicious value]?"
  • "Is there anything checking that the user owns this resource?"
  • "What would an attacker see if they triggered this error handler?"
  • "Could a malicious user bypass this check? How?"

Wait for the user to respond before proceeding. Do NOT reveal the answers in the same message as the questions.

Step 4: Reveal and Discuss

After the user responds (or asks to see the answer):

  1. Confirm what they got right.
  2. Explain what they missed and why it matters.
  3. Show the specific vulnerability (if one exists) with the attack scenario.
  4. Show the fix -- both the code change and the principle behind it.
  5. Cross-reference to frameworks: "This is CWE-89, which OWASP categorizes as A03, and STRIDE classifies as Tampering (T)."

Then offer to continue to the next category or dive deeper.

OWASP Walkthrough Curriculum

Walk through all 10 categories in priority order (most commonly exploited first, not numerical order):

  1. A03: Injection -- SQL, NoSQL, OS command, template injection
  2. A07: Auth Failures -- Credential stuffing, weak passwords, sessions
  3. A01: Broken Access Control -- IDOR, missing deny-by-default, CORS
  4. A02: Cryptographic Failures -- Weak hashing, cleartext, key mgmt
  5. A05: Security Misconfiguration -- Defaults, verbose errors, headers
  6. A10: SSRF -- Unvalidated URLs, internal network access
  7. A08: Integrity Failures -- Deserialization, CI/CD, unsigned updates
  8. A06: Vulnerable Components -- Known CVEs, unmaintained packages
  9. A09: Logging Failures -- Missing audit trail, log injection
  10. A04: Insecure Design -- Missing threat modeling, business logic flaws

STRIDE Walkthrough Curriculum

Walk through all 6 categories mapping each to the security property it protects:

  1. S -- Spoofing (Authentication) -- Identity impersonation, session hijack
  2. T -- Tampering (Integrity) -- Input manipulation, data modification
  3. R -- Repudiation (Non-repudiation) -- Missing audit trail, log gaps
  4. I -- Information Disclosure (Confidentiality) -- Data leaks, error messages
  5. D -- Denial of Service (Availability) -- Resource exhaustion, ReDoS
  6. E -- Elevation of Privilege (Authorization) -- Horizontal/vertical escalation

Red Team Walkthrough Curriculum

Teach offensive security thinking by walking through each attacker persona:

  1. Script Kiddie -- Automated tools, known CVEs, low-hanging fruit. "What can an attacker with zero skill but lots of tools find?"
  2. Insider -- Privilege escalation, data exfiltration, audit gaps. "What can a disgruntled employee with a valid account do?"
  3. Organized Crime -- Financial fraud, account takeover, payment abuse. "What if the attacker's goal is money?"
  4. Hacktivist -- Data leaks, defacement, public embarrassment. "What if the goal is to make the news?"
  5. Nation State -- APT chains, persistent access, supply chain. "What if the attacker has unlimited time and resources?"
  6. Supply Chain -- Dependency poisoning, build pipeline, artifact integrity. "What if the attack comes through your dependencies?"

For each persona, load the persona file from agents/ and use its checklist to search the user's codebase for exploitable patterns.

Interaction Guidelines

  • Keep the tone conversational and encouraging, not lecturing.
  • Celebrate correct answers. Build on incorrect answers -- do not just say "wrong."
  • If the user wants to skip a category, skip it without judgment.
  • If the user wants to stop, summarize what was covered and suggest what to learn next time.
  • After completing a full walkthrough, offer to run the corresponding analysis: "Want me to run a full OWASP scan now? /appsec:owasp"
  • Adjust complexity based on the user's responses. If they immediately spot the SQL injection, skip the basics and go deeper. If they are struggling, add more context and simpler examples.

Progress Tracking

After each category, provide a brief progress indicator:

[3/10] OWASP Walkthrough
  Completed: A03 Injection, A07 Auth, A01 Access Control
  Next: A02 Cryptographic Failures
  Continue? (or type 'skip' to move on, 'stop' to finish)

Edge Cases

  • Empty codebase: Use generic examples and note that hands-on practice requires a codebase with relevant patterns.
  • No relevant patterns found: "Your code does not appear to have [pattern]. This is good! Let me show you what to watch for if you add [feature] in the future."
  • User asks a tangential question: Answer it briefly, then guide back to the curriculum. If the question deserves depth, suggest /appsec:explain <topic> for a full explanation.

平台分布

Codex

34.35%
按下载量换算28

Claude

27.79%
按下载量换算23

Cursor

18.82%
按下载量换算15

Gemini CLI

9.51%
按下载量换算8

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

未通过

权限和风险

执行命令

安装流程涉及命令执行,可能通过 npx skills add https://github.com/florianbuetow/claude-code --skill learn 联网下载 Skill 或依赖。用户安装前应确认命令来源、仓库内容和执行环境。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项,安装前请自行复核。目前只有一个公开来源,建议同时核对源仓库。

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