RRepoGEO

REPOGEO REPORT · LITE

borawong/AiMaMi

Default branch main · commit ea64c9f2 · scanned 6/27/2026, 6:51:46 PM

GitHub: 1,266 stars · 92 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)

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

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 borawong/AiMaMi, 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 categorize the repository

    Why:

    COPY-PASTE FIX
    openai-codex, desktop-app, gui, configuration-management, rust, tauri, react, ai-tools
  • highreadme#2
    Clarify the README's opening paragraph to emphasize 'desktop application'

    Why:

    CURRENT
    Codex stores accounts, sessions, MCP entries, Skills, smart-router settings, and relay configuration across multiple files under `~/.codex`. Multi-account switching, quota exhaustion, third-party model setup, session cleanup, and config drift quickly turn day-to-day work into hand-editing TOML, JSON, and SQLite.
    COPY-PASTE FIX
    AiMaMi is a native desktop application that simplifies managing OpenAI Codex configurations. Codex stores accounts, sessions, MCP entries, Skills, smart-router settings, and relay configuration across multiple files under `~/.codex`. Multi-account switching, quota exhaustion, third-party model setup, session cleanup, and config drift quickly turn day-to-day work into hand-editing TOML, JSON, and SQLite.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/borawong/AiMaMi

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 borawong/AiMaMi
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
conda/conda
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. conda/conda · recommended 1×
  2. pyenv/pyenv · recommended 1×
  3. venv · recommended 1×
  4. direnv/direnv · recommended 1×
  5. theskumar/python-dotenv · recommended 1×
  • CATEGORY QUERY
    How to simplify managing multiple OpenAI Codex accounts and local configurations on desktop?
    you: not recommended
    AI recommended (in order):
    1. conda (conda/conda)
    2. pyenv (pyenv/pyenv)
    3. venv
    4. direnv (direnv/direnv)
    5. python-dotenv (theskumar/python-dotenv)

    AI recommended 5 alternatives but never named borawong/AiMaMi. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a desktop application to avoid manually editing OpenAI Codex configuration files.
    you: not recommended
    AI recommended (in order):
    1. Visual Studio Code
    2. JSON Tools
    3. YAML
    4. Python
    5. JavaScript
    6. Sublime Text
    7. Notepad++
    8. Atom
    9. PyCharm Community Edition

    AI recommended 9 alternatives but never named borawong/AiMaMi. 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 borawong/AiMaMi?
    pass
    AI did not name borawong/AiMaMi — 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 borawong/AiMaMi in production, what risks or prerequisites should they evaluate first?
    pass
    AI named borawong/AiMaMi 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 borawong/AiMaMi solve, and who is the primary audience?
    pass
    AI named borawong/AiMaMi explicitly

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

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borawong/AiMaMi — 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