RRepoGEO

REPOGEO REPORT · LITE

wcventure/FuzzingPaper

Default branch master · commit 98794b36 · scanned 5/11/2026, 1:47:47 PM

GitHub: 2,753 stars · 373 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 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 wcventure/FuzzingPaper, 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
  • highreadme#1
    Reposition README H1 and opening sentence to clarify repo's purpose

    Why:

    CURRENT
    # Recent Papers Related To Fuzzing
    
    1. This website is only used for collecting and grouping the related paper.
    COPY-PASTE FIX
    # Curated Collection of Recent Fuzzing Research Papers
    
    This repository serves as a comprehensive, curated collection and bibliography of recent academic papers related to fuzzing and software security testing.
  • mediumtopics#2
    Add more descriptive topics to emphasize its nature as a collection

    Why:

    CURRENT
    fuzz-testing, fuzzing, fuzzing-paper, testing
    COPY-PASTE FIX
    fuzz-testing, fuzzing, fuzzing-paper, testing, research-papers, academic-bibliography, software-security-research, curated-list
  • lowreadme#3
    Add a sentence to the README highlighting the value of this curated collection

    Why:

    COPY-PASTE FIX
    Unlike general search engines or broad digital libraries, this repository focuses exclusively on fuzzing, offering a categorized and regularly updated resource for researchers and practitioners.

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 wcventure/FuzzingPaper
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Scholar
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Scholar · recommended 1×
  2. DBLP Computer Science Bibliography · recommended 1×
  3. Microsoft Security Response Center (MSRC) Blog/Publications · recommended 1×
  4. OWASP Fuzzing Project · recommended 1×
  5. IEEE Xplore Digital Library · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive list of recent research papers on fuzz testing techniques?
    you: not recommended
    AI recommended (in order):
    1. Google Scholar
    2. DBLP Computer Science Bibliography
    3. Microsoft Security Response Center (MSRC) Blog/Publications
    4. OWASP Fuzzing Project
    5. IEEE Xplore Digital Library
    6. ACM Digital Library
    7. arXiv

    AI recommended 7 alternatives but never named wcventure/FuzzingPaper. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the latest academic publications and advancements in software security fuzzing?
    you: not recommended
    AI recommended (in order):
    1. AFL++
    2. LibFuzzer
    3. Honggfuzz
    4. SymCC
    5. Superion
    6. Domato
    7. Grammarinator
    8. ConFIRM
    9. SpecFuzz
    10. NEZHA
    11. Learn&Fuzz
    12. Cretonne
    13. Cranelift

    AI recommended 13 alternatives but never named wcventure/FuzzingPaper. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 wcventure/FuzzingPaper?
    pass
    AI named wcventure/FuzzingPaper explicitly

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

  • If a team adopts wcventure/FuzzingPaper in production, what risks or prerequisites should they evaluate first?
    pass
    AI named wcventure/FuzzingPaper 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 wcventure/FuzzingPaper solve, and who is the primary audience?
    pass
    AI named wcventure/FuzzingPaper explicitly

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

Embed your GEO score

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MARKDOWN (README)
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wcventure/FuzzingPaper — 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