RRepoGEO

REPOGEO REPORT · LITE

leilei926524-tech/anti-distill

Default branch master · commit 1d3bab0d · scanned 5/9/2026, 9:37:24 AM

GitHub: 2,156 stars · 266 forks

AI VISIBILITY SCORE
30 /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
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 leilei926524-tech/anti-distill, 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 the README's opening to clarify its unique purpose for employee skill documentation.

    Why:

    CURRENT
    # anti-distill

> 反蒸馏 Skill：公司让你写 Skill？跑一遍，交差用。核心知识留给自己。
>
> Anti-Distill Skill: your company asks you to write a Skill? Run it through, submit the output, and keep the core knowledge to yourself.
    COPY-PASTE FIX
    # anti-distill: Sanitize Your Employee Skill Documentation

> 反蒸馏 Skill：公司让你写 Skill？跑一遍，交差用。核心知识留给自己。一个帮助员工清洗专业技能文档的工具，而非针对AI模型蒸馏。
>
> Anti-Distill Skill: your company asks you to write a Skill? Run it through, submit the output, and keep the core knowledge to yourself. This tool helps employees sanitize their professional skill documentation, it is not for AI model distillation.
  • hightopics#2
    Add relevant topics to improve categorization.

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    employee-skills, knowledge-management, career-development, documentation-tool, personal-knowledge, privacy, anti-distillation, skill-sanitizer
  • mediumlicense#3
    Add a LICENSE file to clarify usage rights.

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0) in the repository root to clearly state the terms of use.

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 leilei926524-tech/anti-distill
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Adobe Acrobat Pro DC
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Adobe Acrobat Pro DC · recommended 1×
  2. Microsoft Word · recommended 1×
  3. Foxit PhantomPDF / Foxit PDF Editor · recommended 1×
  4. Nitro Pro · recommended 1×
  5. DocuSign · recommended 1×
  • CATEGORY QUERY
    How to create sanitized versions of my professional knowledge for corporate submission?
    you: not recommended
    AI recommended (in order):
    1. Adobe Acrobat Pro DC
    2. Microsoft Word
    3. Foxit PhantomPDF / Foxit PDF Editor
    4. Nitro Pro
    5. DocuSign
    6. Google Docs
    7. OpenText Brava! Desktop

    AI recommended 7 alternatives but never named leilei926524-tech/anti-distill. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a tool to remove proprietary expertise from employee skill documentation for compliance.
    you: not recommended
    AI recommended (in order):
    1. OpenText Intelligent Capture
    2. IBM Watson Discovery
    3. Microsoft Azure Information Protection (AIP)
    4. Google Cloud Data Loss Prevention (DLP) API
    5. Privitar
    6. Nylas
    7. spaCy
    8. NLTK

    AI recommended 8 alternatives but never named leilei926524-tech/anti-distill. 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 leilei926524-tech/anti-distill?
    pass
    AI named leilei926524-tech/anti-distill explicitly

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

  • If a team adopts leilei926524-tech/anti-distill in production, what risks or prerequisites should they evaluate first?
    pass
    AI named leilei926524-tech/anti-distill 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 leilei926524-tech/anti-distill solve, and who is the primary audience?
    pass
    AI named leilei926524-tech/anti-distill explicitly

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

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leilei926524-tech/anti-distill — 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