RRepoGEO

REPOGEO REPORT · LITE

SeanHeelan/anamnesis-release

Default branch master · commit ab5e779b · scanned 6/8/2026, 1:28:11 PM

GitHub: 626 stars · 87 forks

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
1 / 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 SeanHeelan/anamnesis-release, 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
    llm, exploit-generation, vulnerability-research, security, ai-agents, exploit-mitigation, quickjs
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    Add a link to your blog post or a dedicated project page (e.g., "https://seanheelan.io/blog/anamnesis-thoughts") in the repository's 'About' section.

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 SeanHeelan/anamnesis-release
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
rapid7/metasploit-framework
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. rapid7/metasploit-framework · recommended 1×
  2. Gallopsled/pwntools · recommended 1×
  3. NationalSecurityAgency/ghidra · recommended 1×
  4. IDA Pro · recommended 1×
  5. radareorg/radare2 · recommended 1×
  • CATEGORY QUERY
    How can I use large language models to automatically generate software exploits?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    Tools for evaluating LLM agent capabilities in bypassing exploit mitigations from bug reports?
    you: not recommended
    AI recommended (in order):
    1. Metasploit Framework (rapid7/metasploit-framework)
    2. PwnTools (Gallopsled/pwntools)
    3. Ghidra (NationalSecurityAgency/ghidra)
    4. IDA Pro
    5. Radare2 (radareorg/radare2)
    6. Cutter (rizinorg/cutter)
    7. Angr (angr/angr)
    8. Qiling Framework (qilingframework/qiling)
    9. Triton (JonathanSalwan/Triton)

    AI recommended 9 alternatives but never named SeanHeelan/anamnesis-release. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 SeanHeelan/anamnesis-release?
    pass
    AI did not name SeanHeelan/anamnesis-release — 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?

  • If a team adopts SeanHeelan/anamnesis-release in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SeanHeelan/anamnesis-release 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 SeanHeelan/anamnesis-release solve, and who is the primary audience?
    pass
    AI did not name SeanHeelan/anamnesis-release — 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?

Embed your GEO score

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SeanHeelan/anamnesis-release — 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