RRepoGEO

REPOGEO REPORT · LITE

modelscope/FunClip

Default branch main · commit 677462b8 · scanned 5/15/2026, 10:28:33 AM

GitHub: 5,605 stars · 690 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 modelscope/FunClip, 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 clarify its unique offering

    Why:

    CURRENT
    **<p align="center"> ⚡ Open-source, accurate and easy-to-use video clipping tool </p><p align="center"> 🧠 Explore LLM based video clipping with FunClip </p>**
    COPY-PASTE FIX
    **<p align="center"> ⚡ FunClip: An open-source, locally deployable, LLM-powered tool for intelligent video speech recognition and clipping. </p>**
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://www.modelscope.cn/studios/FunClip/FunClip/summary
  • lowtopics#3
    Add more specific topics to highlight open-source, local, and AI-powered video editing

    Why:

    CURRENT
    gradio, gradio-python-llm, llm, speech-recognition, speech-to-text, subtitles-generator, video-clip, video-subtitles
    COPY-PASTE FIX
    gradio, gradio-python-llm, llm, speech-recognition, speech-to-text, subtitles-generator, video-clip, video-subtitles, open-source-ai, local-llm, ai-video-editing, video-editor

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 modelscope/FunClip
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. Adobe Premiere Pro · recommended 1×
  3. Descript · recommended 1×
  4. Trint · recommended 1×
  5. Happy Scribe · recommended 1×
  • CATEGORY QUERY
    How to automatically clip video segments using speech-to-text transcription?
    you: not recommended
    AI recommended (in order):
    1. Adobe Premiere Pro
    2. Descript
    3. Trint
    4. Happy Scribe
    5. Rev.com
    6. Google Cloud Speech-to-Text API
    7. Amazon Transcribe
    8. FFmpeg

    AI recommended 8 alternatives but never named modelscope/FunClip. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source tool for intelligent video editing with large language models.
    you: not recommended
    AI recommended (in order):
    1. MoviePy
    2. OpenAI API
    3. Hugging Face Transformers
    4. Whisper
    5. Vidify
    6. OpenShot Video Editor
    7. Kdenlive
    8. FFmpeg

    AI recommended 8 alternatives but never named modelscope/FunClip. 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 modelscope/FunClip?
    pass
    AI named modelscope/FunClip explicitly

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

  • If a team adopts modelscope/FunClip in production, what risks or prerequisites should they evaluate first?
    pass
    AI named modelscope/FunClip 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 modelscope/FunClip solve, and who is the primary audience?
    pass
    AI named modelscope/FunClip 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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite