REPOGEO REPORT · LITE
zhouxiaoka/autoclip_mvp
Default branch main · commit ec75aa71 · scanned 6/10/2026, 2:08:18 PM
GitHub: 972 stars · 172 forks
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.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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 zhouxiaoka/autoclip_mvp, 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.
- highreadme#1Make the project's functional identity the primary README H1
Why:
CURRENTThe current README's first H1 is "# 项目已迁移至 autoclip 🚀", which focuses on migration rather than the project's function.
COPY-PASTE FIXReplace the current first H1 with: "# AutoClip - 智能视频切片工具 (MVP Version, Deprecated)" and then follow with the migration details.
- mediumabout#2Add 'open-source application' to the repository description
Why:
CURRENTAutoClip: AI-powered video clipping and highlight generation · 一款智能高光提取与剪辑的二创工具
COPY-PASTE FIXAutoClip: An open-source AI-powered application for video clipping and highlight generation · 一款智能高光提取与剪辑的二创开源工具
- lowreadme#3Add a section clarifying what AutoClip is not
Why:
COPY-PASTE FIX## 💡 AutoClip 不是什么? - **不是商业视频编辑软件**:AutoClip 专注于自动化智能切片,不提供手动编辑、特效或高级调色功能。 - **不是底层视频处理库**:AutoClip 是一个完整的应用,而非像 FFmpeg 或 OpenCV 那样的开发库。
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.
- Adobe Premiere Pro · recommended 1×
- Wibbitz · recommended 1×
- Synthesia · recommended 1×
- Vidyo.ai · recommended 1×
- Trint · recommended 1×
- CATEGORY QUERYHow can I automatically generate video highlights and clips using AI?you: not recommendedAI recommended (in order):
- Adobe Premiere Pro
- Wibbitz
- Synthesia
- Vidyo.ai
- Trint
- Google Cloud Video AI
- Amazon Rekognition Video
AI recommended 7 alternatives but never named zhouxiaoka/autoclip_mvp. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat open-source tools provide AI video analysis for automatic content segmentation and editing?you: not recommendedAI recommended (in order):
- FFmpeg
- OpenCV
- TensorFlow
- PyTorch
- MoviePy
- VidGear
AI recommended 6 alternatives but never named zhouxiaoka/autoclip_mvp. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
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 zhouxiaoka/autoclip_mvp?passAI named zhouxiaoka/autoclip_mvp explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts zhouxiaoka/autoclip_mvp in production, what risks or prerequisites should they evaluate first?passAI named zhouxiaoka/autoclip_mvp 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 zhouxiaoka/autoclip_mvp solve, and who is the primary audience?passAI named zhouxiaoka/autoclip_mvp 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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zhouxiaoka/autoclip_mvp — 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