RRepoGEO

REPOGEO REPORT · LITE

tanweai/wooyun-legacy

Default branch main · commit 910450a3 · scanned 6/26/2026, 12:42:35 AM

GitHub: 1,721 stars · 356 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface tanweai/wooyun-legacy, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    claude-plugin, ai-security, vulnerability-data, security-reports, llm-security, historical-vulnerabilities, business-logic-vulnerabilities
  • highreadme#2
    Strengthen the README's opening sentence to emphasize its AI plugin nature and purpose

    Why:

    CURRENT
    **WooYun Legacy** 是一个 Claude Code 插件，基于 WooYun（2010-2016）收录的 22,132 个业务逻辑漏洞案例，为 Claude 的安全测试输出注入**真实公司案例引用**、**量化统计数据**和**数据驱动的测试优先级排序**。
    COPY-PASTE FIX
    **WooYun Legacy** 是一个专为 Claude Code 设计的插件，旨在通过注入 WooYun（2010-2016）收录的 22,132 个业务逻辑漏洞案例，显著增强 AI 生成的安全报告，提供**真实公司案例引用**、**量化统计数据**和**数据驱动的测试优先级排序**。
  • mediumreadme#3
    Clarify the existing license(s) in the README

    Why:

    COPY-PASTE FIX
    ## License

This project is licensed under [describe the actual license(s) here, e.g., 'a custom license combining elements of X and Y,' or 'the terms specified in the LICENSE file']. Please refer to the [LICENSE](LICENSE) file for full details.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface tanweai/wooyun-legacy
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MITRE ATT&CK for AI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. MITRE ATT&CK for AI · recommended 1×
  2. OWASP Top 10 for LLM Applications · recommended 1×
  3. OWASP Top 10 for Machine Learning · recommended 1×
  4. CVE Database · recommended 1×
  5. NIST AI Risk Management Framework · recommended 1×
  • CATEGORY QUERY
    How to add real-world vulnerability examples and statistics to AI security assessments?
    you: not recommended
    AI recommended (in order):
    1. MITRE ATT&CK for AI
    2. OWASP Top 10 for LLM Applications
    3. OWASP Top 10 for Machine Learning
    4. CVE Database
    5. NIST AI Risk Management Framework
    6. arXiv
    7. Google Scholar
    8. AI Incident Database
    9. Google AI Security
    10. Microsoft AI Security

    AI recommended 10 alternatives but never named tanweai/wooyun-legacy. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to improve AI-generated security reports with historical vulnerability data and impact analysis?
    you: not recommended
    AI recommended (in order):
    1. VulnCheck Xchange
    2. Kenna Security
    3. Nucleus Security
    4. Recorded Future
    5. Tenable.io
    6. Qualys VMDR
    7. OWASP DefectDojo (DefectDojo/django-DefectDojo)

    AI recommended 7 alternatives but never named tanweai/wooyun-legacy. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of tanweai/wooyun-legacy?
    pass
    AI named tanweai/wooyun-legacy explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts tanweai/wooyun-legacy in production, what risks or prerequisites should they evaluate first?
    pass
    AI named tanweai/wooyun-legacy explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo tanweai/wooyun-legacy solve, and who is the primary audience?
    pass
    AI did not name tanweai/wooyun-legacy — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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tanweai/wooyun-legacy — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite