RRepoGEO

REPOGEO REPORT · LITE

icip-cas/PPTAgent

Default branch main · commit 33dcb9d3 · scanned 5/20/2026, 11:02:02 AM

GitHub: 4,409 stars · 530 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
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 icip-cas/PPTAgent, 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
    Add a concise, prominent introductory sentence to the README

    Why:

    COPY-PASTE FIX
    PPTAgent is an open-source agentic framework that empowers users to autonomously generate and refine professional PowerPoint presentations (PPTX) from diverse content inputs.
  • mediumtopics#2
    Expand repository topics to improve category matching

    Why:

    CURRENT
    agent, agentic-ai, llm, mcp, openclaw, presentation, slide
    COPY-PASTE FIX
    agent, agentic-ai, llm, mcp, openclaw, presentation, slide, powerpoint-generation, ai-automation, presentation-framework, document-automation
  • lowreadme#3
    Add a 'Why PPTAgent?' or 'Key Differentiators' section to the README

    Why:

    COPY-PASTE FIX
    ## Why PPTAgent?
Unlike general presentation tools or foundational LLM frameworks, PPTAgent offers a complete, agent-driven solution for generating structured, visually appealing PowerPoint presentations (PPTX files), including content, layout, design, image integration, and speaker notes, all from a high-level 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 icip-cas/PPTAgent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Gamma
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Gamma · recommended 2×
  2. Beautiful.ai · recommended 1×
  3. Tome · recommended 1×
  4. Plus AI for Google Slides · recommended 1×
  5. Microsoft 365 Copilot · recommended 1×
  • CATEGORY QUERY
    How can I use AI to automatically generate professional PowerPoint presentations from text outlines?
    you: not recommended
    AI recommended (in order):
    1. Gamma
    2. Beautiful.ai
    3. Tome
    4. Plus AI for Google Slides
    5. Microsoft 365 Copilot
    6. Designs.ai

    AI recommended 6 alternatives but never named icip-cas/PPTAgent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What agentic AI frameworks are available for autonomously creating presentation slides from content?
    you: not recommended
    AI recommended (in order):
    1. Gamma
    2. Microsoft Copilot for PowerPoint
    3. LangChain
    4. OpenAI's GPT-4o
    5. Anthropic's Claude 3
    6. Google's Gemini
    7. DALL-E 3
    8. Midjourney
    9. LlamaIndex
    10. AutoGPT
    11. BabyAGI
    12. requests
    13. beautifulsoup4
    14. python-pptx

    AI recommended 14 alternatives but never named icip-cas/PPTAgent. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 icip-cas/PPTAgent?
    pass
    AI named icip-cas/PPTAgent explicitly

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

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

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

Embed your GEO score

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icip-cas/PPTAgent — 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