RRepoGEO

REPOGEO REPORT · LITE

SamuelZ12/longcut

Default branch main · commit 098192da · scanned 5/27/2026, 3:27:59 PM

GitHub: 1,126 stars · 211 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 SamuelZ12/longcut, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Strengthen README's opening to clarify purpose and audience

    Why:

    CURRENT
    # LongCut

LongCut turns long-form YouTube videos into a structured learning workspace. Paste a URL and the app generates highlight reels, timestamped AI answers, and a place to capture your own notes so you can absorb an hour-long video in minutes.
    COPY-PASTE FIX
    # LongCut: AI-Powered Learning from YouTube Videos

LongCut is an open-source application designed for students, researchers, and lifelong learners to efficiently absorb knowledge from lengthy YouTube videos. By simply pasting a URL, the app transforms any long-form video into a structured learning workspace, generating AI highlight reels, timestamped answers, and a dedicated space for personal notes, enabling you to master an hour-long video in minutes.
  • mediumreadme#2
    Add a 'Project Status' or 'Latest Updates' section to README

    Why:

    COPY-PASTE FIX
    ## Project Status

LongCut is under active development, leveraging the latest web technologies including Next.js 15 and React 19 to provide a cutting-edge learning experience. We regularly push updates and welcome community contributions.

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 SamuelZ12/longcut
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Eightify
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Eightify · recommended 2×
  2. VidIQ · recommended 2×
  3. TubeBuddy · recommended 2×
  4. ChatGPT · recommended 2×
  5. YouTube's Built-in AI · recommended 1×
  • CATEGORY QUERY
    How to quickly learn from lengthy YouTube videos using AI?
    you: not recommended
    AI recommended (in order):
    1. Eightify
    2. YouTube's Built-in AI
    3. NoteGPT
    4. Glasp
    5. VidIQ
    6. TubeBuddy
    7. ChatGPT

    AI recommended 7 alternatives but never named SamuelZ12/longcut. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for generating AI highlights and summaries from YouTube video transcripts?
    you: not recommended
    AI recommended (in order):
    1. Eightify
    2. TubeBuddy
    3. VidIQ
    4. ChatGPT
    5. Notta
    6. Trint
    7. Happy Scribe

    AI recommended 7 alternatives but never named SamuelZ12/longcut. 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 SamuelZ12/longcut?
    pass
    AI named SamuelZ12/longcut explicitly

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

  • If a team adopts SamuelZ12/longcut in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SamuelZ12/longcut 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 SamuelZ12/longcut solve, and who is the primary audience?
    pass
    AI named SamuelZ12/longcut explicitly

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

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SamuelZ12/longcut — 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