RRepoGEO

REPOGEO REPORT · LITE

jordanrendric/claude-video-vision

Default branch main · commit 5c8bc7ba · scanned 6/8/2026, 3:52:01 AM

GitHub: 760 stars · 86 forks

AI VISIBILITY SCORE
33 /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
2 / 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 jordanrendric/claude-video-vision, 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 sentence to emphasize 'Claude Code plugin'

    Why:

    CURRENT
    Give Claude the ability to **watch and understand videos**.
    COPY-PASTE FIX
    A Claude Code plugin that gives Claude the ability to **watch and understand videos** by providing a multimodal perception layer.
  • mediumtopics#2
    Expand topics to include more explicit AI/LLM integration terms

    Why:

    CURRENT
    claude-code, claude-code-plugin, ffmpeg, gemini, mcp, mcp-server, multimodal, video-analysis, whisper
    COPY-PASTE FIX
    claude-code, claude-code-plugin, ffmpeg, gemini, mcp, mcp-server, multimodal, video-analysis, whisper, llm, large-language-model, ai-plugin, ai-integration
  • mediumreadme#3
    Add a 'Why Claude Video Vision?' section to the README

    Why:

    COPY-PASTE FIX
    ## Why Claude Video Vision?
Unlike generic video processing libraries, Claude Video Vision is purpose-built as a Claude Code plugin. It provides a unique, direct integration with Claude models for multimodal video analysis, combining frame extraction and audio transcription to feed a powerful LLM.

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 jordanrendric/claude-video-vision
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
FFmpeg
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. FFmpeg · recommended 2×
  2. OpenCV · recommended 2×
  3. GStreamer · recommended 1×
  4. tensorflow/tensorflow · recommended 1×
  5. pytorch/pytorch · recommended 1×
  • CATEGORY QUERY
    How to enable an AI model to analyze and comprehend video streams?
    you: not recommended
    AI recommended (in order):
    1. FFmpeg
    2. OpenCV
    3. GStreamer
    4. TensorFlow (tensorflow/tensorflow)
    5. PyTorch (pytorch/pytorch)
    6. YOLO
    7. Detectron2 (facebookresearch/detectron2)
    8. NVIDIA TensorRT
    9. ONNX Runtime (onnx/onnx-runtime)
    10. DeepStream SDK

    AI recommended 10 alternatives but never named jordanrendric/claude-video-vision. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for processing video and audio into a format AI can interpret?
    you: not recommended
    AI recommended (in order):
    1. FFmpeg
    2. OpenCV
    3. Pydub
    4. Librosa
    5. MoviePy
    6. TensorFlow I/O
    7. PyTorchVideo

    AI recommended 7 alternatives but never named jordanrendric/claude-video-vision. 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 jordanrendric/claude-video-vision?
    pass
    AI named jordanrendric/claude-video-vision explicitly

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

  • If a team adopts jordanrendric/claude-video-vision in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jordanrendric/claude-video-vision 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 jordanrendric/claude-video-vision solve, and who is the primary audience?
    pass
    AI did not name jordanrendric/claude-video-vision — likely talking about a different project

    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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  • Brand-free category queries5 vs 2 in Lite
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