RRepoGEO

REPOGEO REPORT · LITE

chmod777john/swarm-ide

Default branch chore/specs-mvp · commit e72fcb1c · scanned 5/9/2026, 11:52:33 AM

GitHub: 1,448 stars · 169 forks

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 chmod777john/swarm-ide, 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
    Clarify "AI Agent Swarm" in README H1

    Why:

    CURRENT
    # Swarm-IDE: 自组织的Agent蜂群
    COPY-PASTE FIX
    # Swarm-IDE: An IDE for AI Agent Swarms (自组织的Agent蜂群)
  • hightopics#2
    Add relevant topics for AI agent development

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-agents, multi-agent-systems, agent-swarm, llm, large-language-models, ide, debugging, visualization
  • highlicense#3
    Add a LICENSE file

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT License) in the repository root to clearly define usage terms.

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 chmod777john/swarm-ide
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PyCharm Professional Edition
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. PyCharm Professional Edition · recommended 1×
  2. Visual Studio Code (VS Code) · recommended 1×
  3. JupyterLab · recommended 1×
  4. IntelliJ IDEA Ultimate Edition · recommended 1×
  5. Google Colaboratory (Colab) · recommended 1×
  • CATEGORY QUERY
    Looking for an integrated development environment to build and manage AI agent swarms.
    you: not recommended
    AI recommended (in order):
    1. PyCharm Professional Edition
    2. Visual Studio Code (VS Code)
    3. JupyterLab
    4. IntelliJ IDEA Ultimate Edition
    5. Google Colaboratory (Colab)
    6. Kaggle Notebooks

    AI recommended 6 alternatives but never named chmod777john/swarm-ide. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to visualize, debug, and interact with complex multi-agent system collaborations?
    you: not recommended
    AI recommended (in order):
    1. Mesa
    2. Mesa-Viz
    3. NetLogo
    4. GAMA Platform
    5. Anylogic
    6. Unity
    7. OpenSpiel

    AI recommended 7 alternatives but never named chmod777john/swarm-ide. 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 chmod777john/swarm-ide?
    pass
    AI named chmod777john/swarm-ide explicitly

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

  • If a team adopts chmod777john/swarm-ide in production, what risks or prerequisites should they evaluate first?
    pass
    AI named chmod777john/swarm-ide 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 chmod777john/swarm-ide solve, and who is the primary audience?
    pass
    AI named chmod777john/swarm-ide explicitly

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

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chmod777john/swarm-ide — 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