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Agent Skill · 研究检索

variant-analysis(变异分析)

variant-analysis 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。

variant-analysis 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,权限为可写文件;许可证信息还不明确,第三方扫描已通过,按安装量在研究检索类的 73,675 个 Skill 里排第 41,968。

总安装 1,123周安装 45GitHub Stars 25下载 364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:variant-analysis(变异分析)
来源仓库:https://github.com/oimiragieo/agent-studio
仓库路径:skills/variant-analysis
安装命令:
npx skills add https://github.com/oimiragieo/agent-studio --skill variant-analysis
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/oimiragieo/agent-studio --skill variant-analysis

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。

variant-analysis 用于查找、检索和筛选相关信息,支持关键词和任务场景快速定位。适合在 Codex、Claude、Cursor、Gemini CLI 中根据来源线索获取候选结果。可结合来源仓库和原始 README 继续核验具体用法和实现细节。安装前建议确认权限范围、维护状态及是否触发联网或文件读写。

注意区分只读分析与写入变更,避免误操作影响系统稳定性。

来源仓库内路径:skills/variant-analysis

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/oimiragieo/agent-studio --skill variant-analys…;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

    它需要可写文件,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

variant-analysis 怎么安装?

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

variant-analysis 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。

variant-analysis 需要什么权限?

权限级别是可写文件。该 Skill 可能写入或修改本地文件,使用前需要确认目标目录和修改范围。

variant-analysis 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。

variant-analysis 用的人多吗?

公开数据是累计安装 1,123 次,近一周安装 45 次,下载 364 次,GitHub 25 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。

variant-analysis 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

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。
  • 第三方扫描已通过,常见的高风险行为没有命中。

先想清楚的地方

  • 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

  • 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
variant-analysis

变异分析 · 本页

1,12325可写文件未明确通过

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

Variant Analysis

Security Notice

AUTHORIZED USE ONLY: These skills are for DEFENSIVE security analysis and authorized research:

  • Authorized security assessments with written permission
  • Proactive vulnerability discovery in owned codebases
  • Post-incident variant hunting after a CVE is reported
  • Security research with proper disclosure
  • Educational purposes in controlled environments

NEVER use for:

  • Scanning systems without authorization
  • Developing exploits for unauthorized use
  • Circumventing security controls
  • Any illegal activities

Step 1: Seed Vulnerability Analysis

Start from a known vulnerability (CVE, bug report, or code pattern):

Extract the Vulnerability Pattern

  1. Identify the bug class: What type of vulnerability is it? (SQL injection, XSS, buffer overflow, TOCTOU, etc.)
  2. Identify the source: Where does untrusted data enter? (user input, network, file, environment)
  3. Identify the sink: Where does the data cause harm? (SQL query, HTML output, memory write, system call)
  4. Identify missing sanitization: What check/transform is absent between source and sink?
  5. Abstract the pattern: Generalize beyond the specific instance

Example Seed Analysis

CVE-2024-XXXX: SQL Injection in user search
- Bug class: CWE-089 (SQL Injection)
- Source: HTTP request parameter `q`
- Sink: String concatenation into SQL query
- Missing: Parameterized query or input sanitization
- Pattern: request.param → string concat → db.query()

Step 2: Pattern Generalization

Transform the seed into a query pattern:

Abstraction Levels

LevelDescriptionExample
ExactSame function, same filesearchUsers(req.query.q)
LocalSame pattern, different functionAny db.query("..."+userInput)
StructuralSame dataflow shapeAny source-to-sink without sanitization
SemanticSame bug class, any syntaxAny SQL injection variant

CodeQL Pattern Template

/**
 * @name Variant of CVE-XXXX: [description]
 * @description Finds code structurally similar to [seed vulnerability]
 * @kind path-problem
 * @problem.severity error
 * @security-severity 8.0
 * @precision high
 * @id js/variant-cve-xxxx
 * @tags security
 *       external/cwe/cwe-089
 */

import javascript
import DataFlow::PathGraph

class UntrustedSource extends DataFlow::Node {
  UntrustedSource() {
    // Define sources: HTTP parameters, request body, etc.
    this = any(Express::RequestInputAccess ria).flow()
  }
}

class VulnerableSink extends DataFlow::Node {
  VulnerableSink() {
    // Define sinks: string concatenation in SQL context
    exists(DataFlow::CallNode call |
      call.getCalleeName() = "query" and
      this = call.getArgument(0)
    )
  }
}

class VariantConfig extends DataFlow::Configuration {
  VariantConfig() { this = "VariantConfig" }

  override predicate isSource(DataFlow::Node source) {
    source instanceof UntrustedSource
  }

  override predicate isSink(DataFlow::Node sink) {
    sink instanceof VulnerableSink
  }

  override predicate isBarrier(DataFlow::Node node) {
    // Known sanitizers that prevent the vulnerability
    node = any(DataFlow::CallNode c |
      c.getCalleeName() = ["escape", "sanitize", "parameterize"]
    ).getAResult()
  }
}

from VariantConfig config, DataFlow::PathNode source, DataFlow::PathNode sink
where config.hasFlowPath(source, sink)
select sink.getNode(), source, sink,
  "Potential variant of CVE-XXXX: untrusted data flows to SQL query without sanitization."

Semgrep Pattern Template

rules:
  - id: variant-cve-xxxx-sql-injection
    message: >
      Potential variant of CVE-XXXX: User input flows into SQL query
      via string concatenation without parameterization.
    severity: ERROR
    languages: [javascript, typescript]
    metadata:
      cwe:
        - CWE-089
      confidence: HIGH
      impact: HIGH
      category: security
      technology:
        - express
        - node.js
      references:
        - https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-XXXX
    patterns:
      - pattern-either:
          - pattern: |
              $DB.query("..." + $USERINPUT + "...")
          - pattern: |
              $DB.query(`...${$USERINPUT}...`)
          - pattern: |
              $QUERY = "..." + $USERINPUT + "..."
              ...
              $DB.query($QUERY)
      - pattern-not:
          - pattern: |
              $DB.query($QUERY, [...])
    fix: |
      $DB.query($QUERY, [$USERINPUT])

Step 3: Variant Discovery

Run the Analysis

# CodeQL variant scan
codeql database analyze codeql-db \
  --format=sarifv2.1.0 \
  --output=variant-results.sarif \
  ./variant-queries/

# Semgrep variant scan
semgrep scan \
  --config=./variant-rules/ \
  --sarif --output=variant-semgrep.sarif

# Cross-repo CodeQL scan (GitHub)
codeql database analyze codeql-db-repo-1 codeql-db-repo-2 \
  --format=sarifv2.1.0 \
  --output=cross-repo-variants.sarif \
  ./variant-queries/

Manual Pattern Search

When automated tools miss variants, use manual search:

# Search for the syntactic pattern
grep -rn "db\.query.*\+" --include="*.js" --include="*.ts" .

# Search for the function call pattern
grep -rn "\.query\s*(" --include="*.js" --include="*.ts" . | grep -v "parameterized\|escape\|sanitize"

# AST-based search with ast-grep
sg -p 'db.query("..." + $X)' --lang js

Step 4: Variant Classification

Triage Each Variant

For each discovered instance, classify:

FactorQuestionImpact on Priority
ReachabilityCan an attacker reach this code path?Critical if reachable
ExploitabilityCan the vulnerability be exploited?Critical if exploitable
ImpactWhat damage can exploitation cause?Based on CIA triad
ConfidenceHow certain is this a true positive?HIGH/MEDIUM/LOW
SimilarityHow structurally close to seed?Higher = higher confidence

Variant Family Tracking

## Variant Family: CWE-089 SQL Injection

### Seed: CVE-XXXX (src/api/users.js:42)

- Pattern: request.param -> string concat -> db.query()

### Variants Found:

1. **V-001** src/api/products.js:78 (HIGH confidence)
   - Same pattern, different endpoint
   - Exploitable: YES
   - Fix: Use parameterized query

2. **V-002** src/api/orders.js:123 (MEDIUM confidence)
   - Similar pattern, additional transform
   - Exploitable: NEEDS INVESTIGATION
   - Fix: Use parameterized query

3. **V-003** src/legacy/search.js:45 (LOW confidence)
   - Partial match, may be sanitized upstream
   - Exploitable: UNLIKELY
   - Fix: Verify sanitization chain

Step 5: Remediation and Report

Variant Analysis Report

## Variant Analysis Report

**Seed**: [CVE/bug ID and description]
**Date**: YYYY-MM-DD
**Scope**: [repositories/directories analyzed]
**Tools**: CodeQL, Semgrep, manual review

### Executive Summary

- Variants found: X
- Critical: X | High: X | Medium: X | Low: X
- False positives: X
- Estimated remediation effort: X hours

### Variant Details

[For each variant: location, classification, remediation]

### Pattern Evolution

[How the pattern varies across the codebase]

### Recommendations

1. Fix all CRITICAL/HIGH variants immediately
2. Add regression tests for each variant
3. Add CI/CD checks to prevent pattern recurrence
4. Consider architectural changes to eliminate the bug class

Common Vulnerability Seed Patterns

Injection Variants

Seed PatternVariant Discovery Query
SQL injection via concatenationsource -> string.concat -> db.query
Command injection via interpolationsource -> template.literal -> exec
XSS via innerHTMLsource -> assignment -> innerHTML
Path traversal via user pathsource -> path.join -> fs.read

Authentication Variants

Seed PatternVariant Discovery Query
Missing auth checkroute.handler without auth.middleware
Weak comparisonpassword == input (not timing-safe)
Token reusetoken.generate without uniqueness

Related Skills

Agent Integration

  • security-architect (primary): Threat modeling and vulnerability assessment
  • code-reviewer (secondary): Pattern-aware code review
  • penetration-tester (secondary): Exploit verification for variants

Iron Laws

  1. ALWAYS start from a confirmed seed vulnerability before writing any pattern queries
  2. NEVER broaden a query without first verifying it matches the known seed vulnerability
  3. ALWAYS test pattern queries against at least one known-vulnerable instance before scanning broadly
  4. NEVER report a variant finding without manual triage confirming reachability and exploitability
  5. ALWAYS check all related repositories when a variant is confirmed in one codebase

Anti-Patterns

Anti-PatternWhy It FailsCorrect Approach
Exact-match queries onlyMisses refactored and syntactically different variantsAbstract the pattern and test all four abstraction levels
No seed verification stepQuery may not match the known vulnerabilityTest query against seed instance first
Overly broad patternsHigh false positive rate wastes triage timeNarrow with pattern-not for known-safe patterns
Single-repo scanVariant may exist in sibling repositoriesScan all related repos with the same framework
Stopping after first variant foundLeaves the bug class partially patchedPerform exhaustive search across the full codebase

Memory Protocol (MANDATORY)

Before starting: Read .claude/context/memory/learnings.md

After completing:

  • New pattern -> .claude/context/memory/learnings.md
  • Issue found -> .claude/context/memory/issues.md
  • Decision made -> .claude/context/memory/decisions.md
ASSUME INTERRUPTION: If it's not in memory, it didn't happen.

平台分布

Codex

32.86%
按下载量换算120

Claude

31.21%
按下载量换算114

Cursor

19.99%
按下载量换算73

Gemini CLI

9.48%
按下载量换算35

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

可写文件

该 Skill 可能写入或修改本地文件,使用前需要确认目标目录和修改范围。

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。目前只有一个公开来源,建议同时核对源仓库。

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