RRepoGEO

REPOGEO REPORT · LITE

bluxmit/alnoda-workspaces

Default branch main · commit a1448f5d · scanned 5/11/2026, 4:22:59 PM

GitHub: 1,363 stars · 123 forks

AI VISIBILITY SCORE
27 /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
1 / 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 bluxmit/alnoda-workspaces, 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 clearly state the core product and its differentiators

    Why:

    CURRENT
    Open-source portable containerized workspaces. Isolate your work, make backups, copy, move between computers and cloud seamlessly. 🚀 NOW WITH FREE CHAT GPT! 🚀
    COPY-PASTE FIX
    Alnoda Workspaces provides open-source, portable, and self-hosted containerized development environments. Isolate your work, make backups, copy, and move seamlessly between computers and cloud. It now includes a free, offline-capable Chat GPT assistant. 🚀
  • mediumtopics#2
    Add specific topics highlighting self-hosting and offline AI capabilities

    Why:

    CURRENT
    ansible, containers, docker, elasticsearch, kafka, postgres, python, redis, terraform, web-based-ide, workspace
    COPY-PASTE FIX
    ansible, containers, docker, elasticsearch, kafka, postgres, python, redis, terraform, web-based-ide, workspace, self-hosted, offline-ai, development-environment, portable-workspaces
  • mediumabout#3
    Refine the repository description to lead with the core product identity

    Why:

    CURRENT
    :fireworks: Flexible and extendable containerized workspaces. Now. with free offline chat GPT!!! 🚀🚀🚀
    COPY-PASTE FIX
    :fireworks: Flexible, extendable, and self-hosted containerized development workspaces, featuring a free, offline-capable Chat GPT assistant. 🚀🚀🚀

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 bluxmit/alnoda-workspaces
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot Chat
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot Chat · recommended 3×
  2. Gitpod · recommended 2×
  3. Dev Containers (VS Code Remote - Containers) · recommended 1×
  4. Codespaces (GitHub Codespaces) · recommended 1×
  5. Nix/NixOS · recommended 1×
  • CATEGORY QUERY
    How to create portable containerized development environments for multiple projects?
    you: not recommended
    AI recommended (in order):
    1. Dev Containers (VS Code Remote - Containers)
    2. Gitpod
    3. Codespaces (GitHub Codespaces)
    4. Nix/NixOS
    5. direnv
    6. Docker Compose
    7. Podman
    8. Podman Compose

    AI recommended 8 alternatives but never named bluxmit/alnoda-workspaces. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a web-based development environment offering an integrated offline AI assistant.
    you: not recommended
    AI recommended (in order):
    1. GitHub Codespaces
    2. GitHub Copilot Chat
    3. Gitpod
    4. GitHub Copilot Chat
    5. Codeium
    6. Tabnine
    7. VS Code for Web
    8. GitHub Copilot Chat
    9. CodeSandbox
    10. Replit
    11. Ghostwriter

    AI recommended 11 alternatives but never named bluxmit/alnoda-workspaces. 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 bluxmit/alnoda-workspaces?
    pass
    AI did not name bluxmit/alnoda-workspaces — 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 bluxmit/alnoda-workspaces in production, what risks or prerequisites should they evaluate first?
    pass
    AI named bluxmit/alnoda-workspaces 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 bluxmit/alnoda-workspaces solve, and who is the primary audience?
    pass
    AI did not name bluxmit/alnoda-workspaces — 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?

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