RRepoGEO

REPOGEO REPORT · LITE

vanzan01/claude-code-sub-agent-collective

Default branch main · commit ab766205 · scanned 6/7/2026, 8:32:55 PM

GitHub: 524 stars · 60 forks

AI VISIBILITY SCORE
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 vanzan01/claude-code-sub-agent-collective, 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 paragraph to emphasize 'multi-agent collective' and 'framework'

    Why:

    CURRENT
    Experimental NPX installer for TDD-focused AI agents

This installs a collection of AI agents designed for Test-Driven Development and rapid prototyping. It's experimental, opinionated, and I built it to speed up my own MVP development work.
    COPY-PASTE FIX
    An experimental NPX installer for a **Claude Code multi-agent collective** designed for Test-Driven Development and rapid prototyping. This is not just another agent collection, but a hub-and-spoke coordinated system using research and context engineering to function as a collective, built to speed up MVP development work.
  • mediumtopics#2
    Add more specific topics and remove irrelevant ones

    Why:

    CURRENT
    agents, ai-development, autonomous-programming, claude, claude-code, context-engineering, multi-agent, playwright, sub-agents, task-master, taskmaster, yolo
    COPY-PASTE FIX
    agents, ai-development, autonomous-programming, claude, claude-code, context-engineering, multi-agent, playwright, sub-agents, task-master, taskmaster, agent-framework, agent-orchestration, tdd-ai, code-generation-ai
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/vanzan01/claude-code-sub-agent-collective (or a dedicated project page if one exists)

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 vanzan01/claude-code-sub-agent-collective
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 1×
  2. Cursor · recommended 1×
  3. Codeium · recommended 1×
  4. Tabnine · recommended 1×
  5. ChatGPT · recommended 1×
  • CATEGORY QUERY
    AI assistant for test-driven development that generates code with accompanying tests?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Cursor
    3. Codeium
    4. Tabnine
    5. ChatGPT
    6. Google Gemini
    7. Amazon CodeWhisperer

    AI recommended 7 alternatives but never named vanzan01/claude-code-sub-agent-collective. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Framework for autonomous multi-agent systems to generate code using real-world documentation?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. LangChain
    3. CrewAI
    4. AgentVerse
    5. MetaGPT
    6. Haystack
    7. LlamaIndex

    AI recommended 7 alternatives but never named vanzan01/claude-code-sub-agent-collective. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 vanzan01/claude-code-sub-agent-collective?
    pass
    AI did not name vanzan01/claude-code-sub-agent-collective — 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 vanzan01/claude-code-sub-agent-collective in production, what risks or prerequisites should they evaluate first?
    pass
    AI named vanzan01/claude-code-sub-agent-collective 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 vanzan01/claude-code-sub-agent-collective solve, and who is the primary audience?
    pass
    AI did not name vanzan01/claude-code-sub-agent-collective — 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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vanzan01/claude-code-sub-agent-collective — 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