RRepoGEO

REPOGEO REPORT · LITE

pickle-com/glass

Default branch main · commit 71bc3dce · scanned 5/19/2026, 8:36:51 PM

GitHub: 7,516 stars · 1,106 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
    Clarify project category in description and topics

    Why:

    CURRENT
    Description: "Digital Mind Extension"
Topics: `electron, local-first, nextjs, open-source, tailwindcss`
    COPY-PASTE FIX
    Description: "Your open-source, local-first desktop AI assistant for real-time meeting summaries, action items, and personal knowledge capture."
Topics: `ai-assistant, meeting-notes, knowledge-management, local-first, desktop-app, open-source, productivity`
  • highreadme#2
    Reposition the README's opening to state its core purpose immediately

    Why:

    CURRENT
    <h1 align="center">Glass by Pickle: Digital Mind Extension 🧠</h1>

<p align="center">
  <a href="https://discord.gg/UCZH5B5Hpd"></a>&ensp;<a href="https://pickle.com"></a>&ensp;<a href="https://x.com/intent/user?screen_name=leinadpark"></a>
</p>

> This project is a fork of CheatingDaddy with modifications and enhancements. Thanks to Soham and all the open-source contributors who made this possible!

🤖 **Fast, light & open-source**—Glass lives on your desktop, sees what you see, listens in real time, understands your context, and turns every moment into structured knowledge.
    COPY-PASTE FIX
    <h1 align="center">Glass by Pickle: Your Open-Source Desktop AI Assistant 🧠</h1>

<p align="center">
  Glass is a fast, local-first AI assistant that lives on your desktop, providing real-time meeting summaries, action items, and personal knowledge capture. It's designed to be invisible, secure, and always on-hand to turn every moment into structured knowledge.
</p>

<p align="center">
  <a href="https://discord.gg/UCZH5B5Hpd"></a>&ensp;<a href="https://pickle.com"></a>&ensp;<a href="https://x.com/intent/user?screen_name=leinadpark"></a>
</p>

> This project is a fork of CheatingDaddy with modifications and enhancements. Thanks to Soham and all the open-source contributors who made this possible!
  • mediumcomparison#3
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, such as "## Glass vs. Other AI Assistants" or "## Why Glass?", that directly compares Glass to tools like Otter.ai, Tactiq, Fathom, or Obsidian, highlighting its local-first, open-source, and invisible desktop integration for real-time context 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
Otter.ai
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Otter.ai · recommended 1×
  2. Tactiq · recommended 1×
  3. Fathom · recommended 1×
  4. Notta · recommended 1×
  5. Sembly AI · recommended 1×
  • CATEGORY QUERY
    How to get real-time AI assistance on desktop for meeting notes and summaries?
    you: not recommended
    AI recommended (in order):
    1. Otter.ai
    2. Tactiq
    3. Fathom
    4. Notta
    5. Sembly AI
    6. Supernormal

    AI recommended 6 alternatives but never named pickle-com/glass. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    seeking an open-source local-first desktop AI for personal knowledge and context capture
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Smart Connections
    3. Text Generator
    4. Local GPT
    5. Ollama
    6. LM Studio
    7. Logseq
    8. Mem
    9. Anytype
    10. Joplin

    AI recommended 10 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