RRepoGEO

REPOGEO REPORT · LITE

yohey-w/multi-agent-shogun

Default branch main · commit 431b86a6 · scanned 6/28/2026, 8:31:33 AM

GitHub: 1,355 stars · 281 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
35 /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
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 yohey-w/multi-agent-shogun, 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 clearly state multi-agent coding orchestration via tmux

    Why:

    CURRENT
    **Command your AI army like a feudal warlord.**
    COPY-PASTE FIX
    **A samurai-inspired multi-agent system for Claude Code and other AI coding assistants, orchestrating parallel AI tasks via tmux with a shogun → karo → ashigaru hierarchy.**
  • mediumhomepage#2
    Add a homepage URL to the repository settings

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://github.com/yohey-w/multi-agent-shogun
  • lowtopics#3
    Add more specific topics to reinforce core functionality

    Why:

    CURRENT
    ai-agent, anthropic, automation, claude-code, llm, multi-agent, parallel-processing, samurai, shogun, tmux
    COPY-PASTE FIX
    ai-agent, anthropic, automation, claude-code, llm, multi-agent, parallel-processing, samurai, shogun, tmux, ai-coding-assistant, code-generation, agent-orchestration, hierarchical-agents

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 yohey-w/multi-agent-shogun
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. Aider · recommended 1×
  • CATEGORY QUERY
    How to run multiple AI coding assistants simultaneously for complex development tasks?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Cursor
    3. Codeium
    4. Tabnine
    5. Aider
    6. Smol-Developer
    7. OpenAI API
    8. Anthropic API
    9. Google Gemini API

    AI recommended 9 alternatives but never named yohey-w/multi-agent-shogun. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a hierarchical system to automate and coordinate multiple AI development agents.
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. BabyAGI
    3. LangChain
    4. CrewAI
    5. Microsoft AutoGen
    6. Open Interpreter

    AI recommended 6 alternatives but never named yohey-w/multi-agent-shogun. 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 yohey-w/multi-agent-shogun?
    pass
    AI named yohey-w/multi-agent-shogun explicitly

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

  • If a team adopts yohey-w/multi-agent-shogun in production, what risks or prerequisites should they evaluate first?
    pass
    AI named yohey-w/multi-agent-shogun 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 yohey-w/multi-agent-shogun solve, and who is the primary audience?
    pass
    AI named yohey-w/multi-agent-shogun explicitly

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

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yohey-w/multi-agent-shogun — 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