RRepoGEO

REPOGEO REPORT · LITE

work7z/MDGJX

Default branch master · commit de29520b · scanned 6/14/2026, 1:26:49 AM

GitHub: 877 stars · 110 forks

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 work7z/MDGJX, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    productivity, launcher, toolbox, desktop-app, self-hosted, plugins, utilities, notes, command-launcher, ai-assistant
  • highreadme#2
    Reposition the README's introductory sentence to clarify its function as a desktop launcher

    Why:

    CURRENT
    秒达工具箱是一款隐私优先，可自部署且完全开源的中文工具箱！
    COPY-PASTE FIX
    秒达工具箱是一款隐私优先、可自部署、完全开源的**桌面效率工具箱**，通过独创高效的输入方式，让您**快速呼出各类工具、文档及笔记等资源**。
  • mediumabout#3
    Refine the 'About' description to explicitly mention 'desktop launcher' or 'productivity tool'

    Why:

    CURRENT
    秒达工具箱，借助独创高效的输入方式，让您可以快速呼出各类工具、文档及笔记等资源，免费安全无广告，现已完全开源！
    COPY-PASTE FIX
    秒达工具箱是一款免费安全、无广告的**桌面效率启动器**，借助独创高效的输入方式，让您可以快速呼出各类工具、文档及笔记等资源，现已完全开源！

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 work7z/MDGJX
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Albert
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Albert · recommended 2×
  2. Alfred · recommended 2×
  3. Keypirinha · recommended 1×
  4. Joplin · recommended 1×
  5. Simplenote · recommended 1×
  • CATEGORY QUERY
    What are good open-source desktop tools for quickly launching utilities and managing notes?
    you: not recommended
    AI recommended (in order):
    1. Keypirinha
    2. Albert
    3. Alfred
    4. Joplin
    5. Simplenote
    6. Synapse

    AI recommended 6 alternatives but never named work7z/MDGJX. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a privacy-focused, self-hostable command launcher or customizable productivity toolbox with plugins.
    you: not recommended
    AI recommended (in order):
    1. Albert
    2. Ulauncher
    3. Raycast
    4. Krunner
    5. Alfred
    6. Anytype

    AI recommended 6 alternatives but never named work7z/MDGJX. 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 work7z/MDGJX?
    pass
    AI named work7z/MDGJX explicitly

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

  • If a team adopts work7z/MDGJX in production, what risks or prerequisites should they evaluate first?
    pass
    AI named work7z/MDGJX 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 work7z/MDGJX solve, and who is the primary audience?
    pass
    AI did not name work7z/MDGJX — 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

Drop this badge into the README of work7z/MDGJX. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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work7z/MDGJX — 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