RRepoGEO

REPOGEO REPORT · LITE

pickle-com/glass

Default branch main · commit 71bc3dce · scanned 7/1/2026, 6:31:59 AM

GitHub: 7,547 stars · 1,107 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 pickle-com/glass, 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
  • highabout#1
    Update the repository description to be more explicit

    Why:

    CURRENT
    Digital Mind Extension
    COPY-PASTE FIX
    A fast, local-first desktop AI assistant for real-time context understanding, meeting summarization, and structured knowledge capture.
  • highreadme#2
    Reposition the core value proposition in the README's opening

    Why:

    CURRENT
    The current README structure places the 'fork' disclaimer before the core value proposition.
    COPY-PASTE FIX
    Move the paragraph starting with '🤖 **Fast, light & open-source**—Glass lives on your desktop...' to immediately follow the H1, before the 'This project is a fork of CheatingDaddy...' disclaimer.
  • mediumtopics#3
    Add functional and category-specific topics

    Why:

    CURRENT
    electron, local-first, nextjs, open-source, tailwindcss
    COPY-PASTE FIX
    electron, local-first, nextjs, open-source, tailwindcss, ai-assistant, desktop-app, meeting-summarizer, context-aware-ai, knowledge-capture

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 pickle-com/glass
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LM Studio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LM Studio · recommended 2×
  2. OpenInterpreter/Open-Interpreter · recommended 1×
  3. openai/whisper · recommended 1×
  4. ollama/ollama · recommended 1×
  5. nomic-ai/gpt4all · recommended 1×
  • CATEGORY QUERY
    What open-source desktop AI assistant helps summarize meetings and understand real-time context?
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter (OpenInterpreter/Open-Interpreter)
    2. Whisper (openai/whisper)
    3. LM Studio
    4. Ollama (ollama/ollama)
    5. GPT4All (nomic-ai/gpt4all)
    6. LocalGPT (PromtEngineer/localGPT)
    7. PrivateGPT (imartinez/privateGPT)
    8. Mycroft AI (MycroftAI/mycroft-core)

    AI recommended 8 alternatives but never named pickle-com/glass. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a local-first AI tool for real-time context understanding without screen recording issues.
    you: not recommended
    AI recommended (in order):
    1. Mem
    2. Obsidian
    3. Smart Connections
    4. Ollama
    5. LM Studio
    6. Text Generator
    7. Logseq
    8. Anytype

    AI recommended 8 alternatives but never named pickle-com/glass. 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 pickle-com/glass?
    pass
    AI named pickle-com/glass explicitly

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

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

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

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pickle-com/glass — 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