RRepoGEO

REPOGEO REPORT · LITE

VRSEN/OpenSwarm

Default branch main · commit 1becc4c6 · scanned 6/17/2026, 9:27:03 PM

GitHub: 2,757 stars · 670 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 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
  • highabout#1
    Update the repository description to clearly state its output

    Why:

    CURRENT
    Claude code for everything except coding
    COPY-PASTE FIX
    An open-source multi-agent system for generating presentations, reports, data visualizations, images, and videos from a single prompt.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    multi-agent-system, ai-agents, content-generation, presentation-generator, report-automation, data-visualization, video-generation, image-generation, open-source-ai
  • mediumreadme#3
    Reposition the README's first sentence to emphasize content generation

    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 that generates polished slide decks, research reports, data visualizations, documents, images, and videos from a single prompt.

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. ChatGPT Plus · recommended 1×
  3. Show Me · recommended 1×
  4. Noteable · recommended 1×
  5. Canva · recommended 1×
  • CATEGORY QUERY
    How can I automate creation of presentations, reports, and media using a single prompt?
    you: not recommended
    AI recommended (in order):
    1. Gamma
    2. ChatGPT Plus
    3. Show Me
    4. Noteable
    5. Canva
    6. GPT-4 API
    7. python-pptx
    8. Puppeteer
    9. Playwright
    10. ReportLab
    11. FPDF
    12. python-docx
    13. DALL-E 3
    14. Midjourney
    15. Stable Diffusion
    16. ElevenLabs
    17. Google Cloud Text-to-Speech
    18. Canva Magic Design
    19. Beautiful.ai
    20. Tome
    21. Synthesia
    22. Descript

    AI recommended 22 alternatives but never named VRSEN/OpenSwarm. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source AI platform to orchestrate specialized agents for complex non-coding tasks.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. AutoGPT (Significant-Gravitas/AutoGPT)
    3. CrewAI (joaomdmoura/crewAI)
    4. Haystack (deepset-ai/haystack)
    5. Open Interpreter (KillianLucas/open-interpreter)
    6. LlamaIndex (run-llama/llama_index)

    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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VRSEN/OpenSwarm — 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