RRepoGEO

REPOGEO REPORT · LITE

LC044/TrailSnap

Default branch master · commit 9c0b35e7 · scanned 6/16/2026, 5:37:36 PM

GitHub: 525 stars · 69 forks

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 LC044/TrailSnap, 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
  • hightopics#1
    Update repository topics to accurately reflect project purpose

    Why:

    CURRENT
    agent, agent-skills, ai, album, clip, photo, skill-md, skills, yolo
    COPY-PASTE FIX
    ai, photo-album, travel, memories, open-source, image-processing, computer-vision, personal-data, privacy
  • highreadme#2
    Add a clear, concise English positioning statement at the top of the README

    Why:

    COPY-PASTE FIX
    TrailSnap is your personal, AI-powered open-source photo album, built to transform your travel and life memories into an organized, searchable, and shareable collection. Forget generic cloud storage – TrailSnap focuses on intelligent organization, travel diary generation, and video creation, ensuring your data truly belongs to you.
  • mediumreadme#3
    Add a 'Why TrailSnap?' or 'Key Differentiators' section to the README

    Why:

    COPY-PASTE FIX
    ## Why TrailSnap?

Unlike general photo management solutions, TrailSnap is specifically engineered for travel and life memories, offering unique features like intelligent recognition of travel tickets and itineraries, AI-generated travel diaries, and automated short video creation from your photos. We prioritize your data ownership and privacy, ensuring your memories are truly yours.

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 LC044/TrailSnap
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Immich
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Immich · recommended 2×
  2. Google Photos · recommended 1×
  3. Apple Photos · recommended 1×
  4. Amazon Photos · recommended 1×
  5. Photoprism · recommended 1×
  • CATEGORY QUERY
    How to automatically organize travel photos and life memories using AI for smart searching?
    you: not recommended
    AI recommended (in order):
    1. Google Photos
    2. Apple Photos
    3. Amazon Photos
    4. Immich
    5. Photoprism
    6. Mylio Photos

    AI recommended 6 alternatives but never named LC044/TrailSnap. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source AI photo album that can generate travel diaries and short videos.
    you: not recommended
    AI recommended (in order):
    1. Immich
    2. PhotoPrism
    3. LibrePhotos
    4. Nextcloud Memories

    AI recommended 4 alternatives but never named LC044/TrailSnap. 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 LC044/TrailSnap?
    pass
    AI named LC044/TrailSnap explicitly

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

  • If a team adopts LC044/TrailSnap in production, what risks or prerequisites should they evaluate first?
    pass
    AI named LC044/TrailSnap 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 LC044/TrailSnap solve, and who is the primary audience?
    pass
    AI named LC044/TrailSnap explicitly

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

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LC044/TrailSnap — 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