RRepoGEO

REPOGEO REPORT · LITE

leilei926524-tech/anti-distill

Default branch master · commit 7f450bce · scanned 6/26/2026, 3:47:38 PM

GitHub: 2,290 stars · 279 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)

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

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

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

OVERALL DIRECTION
  • highabout#1
    Clarify the project's domain in the 'About' description

    Why:

    CURRENT
    反蒸馏 Skill：清洗你被迫写的 Skill 文件，看起来完整，核心知识留给自己。Anti-distillation for employee Skills.
    COPY-PASTE FIX
    A tool for employees to protect their unique professional knowledge from corporate 'skill distillation' processes. It helps sanitize work documentation for submission while retaining core expertise privately. (Not for LLM knowledge distillation.)
  • mediumlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that aligns with the project's goals.

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
Confluence
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Confluence · recommended 1×
  2. Notion · recommended 1×
  3. Jira · recommended 1×
  4. Asana · recommended 1×
  5. Lucidchart · recommended 1×
  • CATEGORY QUERY
    How to protect my unique skills when documenting work for company knowledge bases?
    you: not recommended
    AI recommended (in order):
    1. Confluence
    2. Notion
    3. Jira
    4. Asana
    5. Lucidchart
    6. Miro
    7. Swagger
    8. OpenAPI
    9. GitLab Wikis
    10. GitHub Wikis
    11. Microsoft SharePoint
    12. Guru
    13. Zendesk Guide
    14. Intercom Articles

    AI recommended 14 alternatives but never named leilei926524-tech/anti-distill. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to generate generic skill descriptions from detailed knowledge for corporate submission?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Google Gemini
    3. Jasper AI
    4. Copy.ai
    5. Microsoft Copilot
    6. QuillBot
    7. Grammarly

    AI recommended 7 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?

Embed your GEO score

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MARKDOWN (README)
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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