RRepoGEO

REPOGEO REPORT · LITE

hotovo/aider-desk

Default branch main · commit ee31c379 · scanned 5/18/2026, 9:26:57 PM

GitHub: 1,220 stars · 106 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 hotovo/aider-desk, 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
    Explicitly clarify project category in README overview

    Why:

    CURRENT
    AiderDesk is an open-source agentic platform that puts **you** back in the driver's seat of AI-assisted development.
    COPY-PASTE FIX
    AiderDesk is an open-source agentic platform that puts **you** back in the driver's seat of AI-assisted development. **It is a comprehensive orchestration layer for AI-assisted coding, distinct from help desk applications or Google Workspace solutions.**
  • hightopics#2
    Add specific AI agent and orchestration topics

    Why:

    CURRENT
    ai, ai-coding, ai-coding-tools, ai-developer-tools, ai-development, coding, electron-app
    COPY-PASTE FIX
    ai, ai-coding, ai-coding-tools, ai-developer-tools, ai-development, coding, electron-app, ai-agents, agentic-ai, ai-orchestration, developer-workflow, software-engineering-tools
  • mediumabout#3
    Refine the repository description for clarity

    Why:

    CURRENT
    Platform for AI-powered software engineers
    COPY-PASTE FIX
    Agentic platform for professional software engineers, offering transparent and steerable AI orchestration for development workflows.

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 hotovo/aider-desk
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
microsoft/vscode-remote-release
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. microsoft/vscode-remote-release · recommended 2×
  2. LangChain · recommended 1×
  3. AutoGen · recommended 1×
  4. CrewAI · recommended 1×
  5. Semantic Kernel · recommended 1×
  • CATEGORY QUERY
    How can I orchestrate AI coding agents with full transparency and control over changes?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. Semantic Kernel
    5. Dagger
    6. Prefect
    7. Apache Airflow

    AI recommended 7 alternatives but never named hotovo/aider-desk. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source GUI tools help manage AI-assisted development workflows for professional coders?
    you: not recommended
    AI recommended (in order):
    1. JupyterLab (jupyterlab/jupyterlab)
    2. VS Code (microsoft/vscode)
    3. Python (VS Code extension) (microsoft/vscode-python)
    4. Jupyter (VS Code extension) (microsoft/vscode-jupyter)
    5. Pylance (microsoft/pylance-release)
    6. Jedi (davidhalter/jedi)
    7. GitHub Copilot
    8. TensorFlow Debugger
    9. PyTorch Profiler
    10. Remote - SSH (microsoft/vscode-remote-release)
    11. Containers (microsoft/vscode-remote-release)
    12. DVC Studio (iterative/dvc)
    13. MLflow UI (mlflow/mlflow)
    14. Streamlit (streamlit/streamlit)
    15. Weights & Biases (W&B) Dashboard (wandb/wandb)
    16. TensorBoard (tensorflow/tensorboard)

    AI recommended 16 alternatives but never named hotovo/aider-desk. 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 hotovo/aider-desk?
    pass
    AI named hotovo/aider-desk explicitly

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

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

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

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hotovo/aider-desk — 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