RRepoGEO

REPOGEO REPORT · LITE

VRSEN/OpenSwarm

Default branch main · commit d20c60e1 · scanned 5/13/2026, 12:21:46 PM

GitHub: 2,234 stars · 563 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 VRSEN/OpenSwarm, 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 clearly state its purpose

    Why:

    CURRENT
    The fully open-source multi-agent system that does everything Claude Code can't.
    COPY-PASTE FIX
    OpenSwarm is the fully open-source multi-agent system for generating complete, polished deliverables like slide decks, research reports, data visualizations, documents, images, and videos from a single prompt.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agents, multi-agent-system, content-generation, ai-productivity, presentations, reports, data-visualization, document-generation, image-generation, video-generation, open-source
  • mediumabout#3
    Update the 'About' description for clarity

    Why:

    CURRENT
    Claude code for everything except coding
    COPY-PASTE FIX
    Generate complete deliverables like presentations, reports, data visualizations, images, and videos from a single prompt using a fully open-source multi-agent system.

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 VRSEN/OpenSwarm
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Gamma
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Gamma · recommended 1×
  2. Tome · recommended 1×
  3. ChatGPT · recommended 1×
  4. Google Slides/Docs (with Duet AI) · recommended 1×
  5. Microsoft 365 Copilot · recommended 1×
  • CATEGORY QUERY
    How to generate complete deliverables like presentations and reports from one AI prompt?
    you: not recommended
    AI recommended (in order):
    1. Gamma
    2. Tome
    3. ChatGPT
    4. Google Slides/Docs (with Duet AI)
    5. Microsoft 365 Copilot
    6. Beautiful.ai

    AI recommended 6 alternatives but never named VRSEN/OpenSwarm. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source multi-agent system for complex content creation beyond just code.
    you: not recommended
    AI recommended (in order):
    1. CrewAI
    2. AutoGen
    3. LangChain
    4. LlamaIndex
    5. Haystack
    6. OpenDevin

    AI recommended 6 alternatives but never named VRSEN/OpenSwarm. 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 VRSEN/OpenSwarm?
    pass
    AI named VRSEN/OpenSwarm explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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