RRepoGEO

REPOGEO REPORT · LITE

Dicklesworthstone/agentic_coding_flywheel_setup

Default branch main · commit fe1b71db · scanned 5/16/2026, 7:17:08 AM

GitHub: 1,478 stars · 171 forks

AI VISIBILITY SCORE
33 /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
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 Dicklesworthstone/agentic_coding_flywheel_setup, 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 statement to clarify specialization

    Why:

    CURRENT
    A complete bootstrapping system that transforms a fresh Ubuntu VPS into a professional AI-powered development environment.
    COPY-PASTE FIX
    A specialized bootstrapping system, not a generic provisioning tool, designed to transform a fresh Ubuntu VPS into a complete multi-agent AI development environment.
  • mediumtopics#2
    Add more specific topics to signal provisioning for AI agents

    Why:

    CURRENT
    agentic-ai, agentic-workflow, agentmail, beads, bv
    COPY-PASTE FIX
    agentic-ai, agentic-workflow, ai-development-environment, vps-provisioning, multi-agent-system, ai-agents-setup
  • lowreadme#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    ## License
This project is licensed under [Name of License(s) as found in LICENSE file]. See the [LICENSE file](LICENSE) for details.

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 Dicklesworthstone/agentic_coding_flywheel_setup
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
devcontainers/spec
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. devcontainers/spec · recommended 1×
  2. conda/conda · recommended 1×
  3. docker/compose · recommended 1×
  4. python-poetry/poetry · recommended 1×
  5. pypa/virtualenv · recommended 1×
  • CATEGORY QUERY
    How to quickly set up a multi-agent AI coding environment on a new Ubuntu VPS?
    you: not recommended
    AI recommended (in order):
    1. Dev Containers (VS Code Remote - Containers) (devcontainers/spec)
    2. Conda (Miniconda/Anaconda) (conda/conda)
    3. Docker Compose (docker/compose)
    4. Poetry (python-poetry/poetry)
    5. Virtualenv + pip (pypa/virtualenv)
    6. TMUX (tmux/tmux)
    7. JupyterLab (jupyterlab/jupyterlab)

    AI recommended 7 alternatives but never named Dicklesworthstone/agentic_coding_flywheel_setup. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools automate provisioning an agentic AI development server from scratch?
    you: not recommended
    AI recommended (in order):
    1. Terraform
    2. Ansible
    3. Docker
    4. Docker Compose
    5. Kubernetes
    6. Kubeadm
    7. AWS EKS
    8. Google Kubernetes Engine (GKE)
    9. Azure Kubernetes Service (AKS)
    10. Packer
    11. Cloud-init
    12. Pulumi

    AI recommended 12 alternatives but never named Dicklesworthstone/agentic_coding_flywheel_setup. 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 Dicklesworthstone/agentic_coding_flywheel_setup?
    pass
    AI named Dicklesworthstone/agentic_coding_flywheel_setup explicitly

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

  • If a team adopts Dicklesworthstone/agentic_coding_flywheel_setup in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Dicklesworthstone/agentic_coding_flywheel_setup 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 Dicklesworthstone/agentic_coding_flywheel_setup solve, and who is the primary audience?
    pass
    AI did not name Dicklesworthstone/agentic_coding_flywheel_setup — 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?

Embed your GEO score

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Dicklesworthstone/agentic_coding_flywheel_setup — RepoGEO report