RRepoGEO

REPOGEO REPORT · LITE

bluxmit/alnoda-workspaces

Default branch main · commit a1448f5d · scanned 6/21/2026, 9:22:03 PM

GitHub: 1,361 stars · 123 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
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 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 README opening to highlight unique features

    Why:

    CURRENT
    Open-source portable containerized workspaces. Isolate your work, make backups, copy, move between computers and cloud seamlessly.
    COPY-PASTE FIX
    Alnoda Workspaces provides self-hosted, portable containerized development environments with a web-based IDE and integrated offline AI chat capabilities.
  • mediumtopics#2
    Add AI/LLM and self-hosted related topics

    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, llm, ai-chat, self-hosted, development-environment, offline-ai
  • lowabout#3
    Refine repository description for clarity and impact

    Why:

    CURRENT
    :fireworks: Flexible and extendable containerized workspaces. Now. with free offline chat GPT!!! 🚀🚀🚀
    COPY-PASTE FIX
    Self-hosted, portable containerized development workspaces with a web-based IDE and integrated offline AI chat. Free and flexible.

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
gitpod-io/gitpod
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. gitpod-io/gitpod · recommended 2×
  2. devcontainers/spec · recommended 1×
  3. docker/compose · recommended 1×
  4. hashicorp/vagrant · recommended 1×
  5. NixOS/nix · recommended 1×
  • CATEGORY QUERY
    How can I create portable, isolated development environments with pre-installed tools for different projects?
    you: not recommended
    AI recommended (in order):
    1. Dev Containers (devcontainers/spec)
    2. Docker Compose (docker/compose)
    3. Vagrant (hashicorp/vagrant)
    4. Nix (NixOS/nix)
    5. Gitpod (gitpod-io/gitpod)
    6. GitHub Codespaces
    7. Anaconda (conda/conda)

    AI recommended 7 alternatives but never named bluxmit/alnoda-workspaces. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a self-hosted web-based IDE solution with integrated offline AI chat capabilities.
    you: not recommended
    AI recommended (in order):
    1. Code-OSS (microsoft/vscode)
    2. LocalAI (go-skynet/LocalAI)
    3. Ollama (ollama/ollama)
    4. CodeGPT
    5. Continue.dev (Continue-team/continue)
    6. Gitpod (gitpod-io/gitpod)
    7. Coder (coder/coder)
    8. Theia IDE (eclipse-theia/theia)
    9. Eclipse Che (eclipse/che)
    10. JupyterLab (jupyterlab/jupyterlab)
    11. Llama.cpp (ggerganov/llama.cpp)

    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 named bluxmit/alnoda-workspaces explicitly

    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 named bluxmit/alnoda-workspaces 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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