RRepoGEO

REPOGEO REPORT · LITE

coollabsio/jean

Default branch main · commit f59afa2e · scanned 6/4/2026, 7:02:18 AM

GitHub: 1,021 stars · 111 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 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 coollabsio/jean, 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
    Add a clear tagline to the README H1 to reinforce core identity

    Why:

    CURRENT
    # Jean

A desktop AI assistant for managing multiple projects, worktrees, and chat sessions with Claude CLI, Codex CLI, Cursor CLI, and OpenCode.
    COPY-PASTE FIX
    # Jean

**Your Native Desktop AI Agent Development Environment.**

A desktop AI assistant for managing multiple projects, worktrees, and chat sessions with Claude CLI, Codex CLI, Cursor CLI, and OpenCode.
  • mediumreadme#2
    Add a 'Clarifying Jean's Purpose' section to the README

    Why:

    COPY-PASTE FIX
    ## Important Note: Jean's Core Identity

Jean is a native desktop application designed for AI-assisted development, specifically for managing git worktrees and AI agent sessions. It is *not* a reverse proxy, a backend-as-a-service (BaaS) platform like Firebase, or a general-purpose server-side tool. Jean runs locally on your machine, integrating with your existing AI CLIs.
  • mediumtopics#3
    Add more specific topics to improve category visibility

    Why:

    CURRENT
    agent, ai, claude-code, git, parallel, worktree
    COPY-PASTE FIX
    agent, ai, claude-code, git, parallel, worktree, desktop-app, dev-environment, ai-assistant, ai-coding

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 coollabsio/jean
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
VS Code
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. VS Code · recommended 2×
  2. Git Worktrees · recommended 2×
  3. Worktree Manager · recommended 1×
  4. GitHub Copilot · recommended 1×
  5. Codeium · recommended 1×
  • CATEGORY QUERY
    How to manage multiple git worktrees and AI coding assistant sessions in one desktop app?
    you: not recommended
    AI recommended (in order):
    1. VS Code
    2. Git Worktrees
    3. Worktree Manager
    4. GitHub Copilot
    5. Codeium
    6. Tabnine
    7. Amazon CodeWhisperer
    8. JetBrains IDEs
    9. IntelliJ IDEA
    10. PyCharm
    11. WebStorm
    12. JetBrains AI Assistant
    13. Neovim/Vim
    14. fugitive.vim
    15. git-worktree.nvim
    16. nvim-cmp
    17. ChatGPT.nvim
    18. llm.nvim
    19. Emacs
    20. Magit
    21. Copilot.el
    22. llm.el
    23. org-ai
    24. GitKraken Client
    25. ChatGPT
    26. Claude
    27. Google Gemini

    AI recommended 27 alternatives but never named coollabsio/jean. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a local-first dev environment for AI agents with robust project and worktree management.
    you: not recommended
    AI recommended (in order):
    1. VS Code
    2. Dev Containers
    3. Git Worktrees
    4. JetBrains PyCharm Professional
    5. Docker
    6. WSL
    7. NixOS
    8. Nix
    9. direnv
    10. Podman
    11. Docker Compose
    12. Rye
    13. Poetry
    14. GitHub Codespaces

    AI recommended 14 alternatives but never named coollabsio/jean. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 coollabsio/jean?
    pass
    AI named coollabsio/jean explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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coollabsio/jean — RepoGEO report