RRepoGEO

REPOGEO REPORT · LITE

linzzzzzz/openclip

Default branch main · commit 44bb5a16 · scanned 6/10/2026, 9:11:50 AM

GitHub: 516 stars · 55 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 linzzzzzz/openclip, 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
    Clarify project identity in README to distinguish from OpenAI's CLIP

    Why:

    CURRENT
    一个轻量化自动化视频处理流水线，用于识别和提取长视频（特别是口播和直播回放）中最精彩的片段。使用 AI 驱动的分析来发现亮点，生成剪辑，并添加标题和封面。
    COPY-PASTE FIX
    OpenClip 是一个 AI 驱动的自动化视频处理流水线，用于识别和提取长视频（特别是口播和直播回放）中最精彩的片段。**请注意，OpenClip 与 OpenAI 的 CLIP 模型无关，它专注于视频内容分析和高光剪辑生成。** 使用 AI 驱动的分析来发现亮点，生成剪辑，并添加标题和封面。
  • mediumtopics#2
    Add more specific topics for video highlight extraction and summarization

    Why:

    CURRENT
    agent-skills, ai, auto-highlight, clip, highlights, llm, video, video-editing, video-processing, videos
    COPY-PASTE FIX
    agent-skills, ai, auto-highlight, highlights, llm, video, video-editing, video-processing, videos, video-summarization, highlight-extraction, vod-processing, livestream-highlights
  • lowcomparison#3
    Expand the comparison section to include common AI video highlight tools

    Why:

    COPY-PASTE FIX
    在[对比说明](#-与-autoclip-的对比)中，我们将详细阐述 OpenClip 与 AutoClip 的设计理念差异，并简要对比其与 Opus Clip, Vidyo.ai, 2short.ai 等主流 AI 视频高光提取工具的定位与优势。

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 linzzzzzz/openclip
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Veed.io
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Veed.io · recommended 2×
  2. Adobe Premiere Pro · recommended 2×
  3. Trint · recommended 1×
  4. Synthesia · recommended 1×
  5. openai/whisper · recommended 1×
  • CATEGORY QUERY
    How to automatically extract key highlights from long video recordings using AI?
    you: not recommended
    AI recommended (in order):
    1. Trint
    2. Veed.io
    3. Synthesia
    4. OpenAI's Whisper (openai/whisper)
    5. spaCy (explosion/spaCy)
    6. NLTK (nltk/nltk)
    7. OpenAI's GPT-3.5/4 API
    8. Adobe Premiere Pro
    9. RunwayML
    10. Topaz Labs
    11. Descript
    12. Google Cloud Video AI API

    AI recommended 12 alternatives but never named linzzzzzz/openclip. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to automatically generate short highlight clips from lengthy livestream VODs with AI titles?
    you: not recommended
    AI recommended (in order):
    1. Opus Clip
    2. Vidyo.ai
    3. 2short.ai
    4. Veed.io
    5. CapCut
    6. Adobe Premiere Pro

    AI recommended 6 alternatives but never named linzzzzzz/openclip. 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 linzzzzzz/openclip?
    pass
    AI named linzzzzzz/openclip explicitly

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

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

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

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linzzzzzz/openclip — 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