RRepoGEO

REPOGEO REPORT · LITE

vijaythecoder/clueless

Default branch main · commit 28eaae90 · scanned 5/31/2026, 12:11:05 PM

GitHub: 582 stars · 69 forks

AI VISIBILITY SCORE
22 /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
1 / 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 vijaythecoder/clueless, 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
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai, meeting-assistant, transcription, conversation-analysis, action-items, desktop-app, electron, productivity
  • highreadme#2
    Strengthen the README's opening statement for AI clarity

    Why:

    CURRENT
    # Clueless

AI-powered meeting assistant for real-time transcription, conversation analysis, and actionable insights.
    COPY-PASTE FIX
    # Clueless: AI Meeting Assistant Desktop App

Clueless is a powerful, AI-powered desktop application designed to be your ultimate meeting assistant. It provides real-time transcription, intelligent conversation analysis, and automatic extraction of actionable insights and summaries from your meetings.
  • mediumlicense#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    ## License

This project uses a custom license. Please refer to the [LICENSE](LICENSE) file for complete details regarding usage and distribution.

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 vijaythecoder/clueless
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 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Otter.ai · recommended 2×
  2. Fireflies.ai · recommended 2×
  3. Notta · recommended 2×
  4. Tactiq · recommended 2×
  5. Scribbl · recommended 2×
  • CATEGORY QUERY
    What are the best AI tools for transcribing meetings and summarizing key takeaways?
    you: not recommended
    AI recommended (in order):
    1. Otter.ai
    2. Fireflies.ai
    3. Notta
    4. Tactiq
    5. Grain
    6. Scribbl

    AI recommended 6 alternatives but never named vijaythecoder/clueless. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    I need a desktop application that uses AI to analyze meeting conversations and extract action items.
    you: not recommended
    AI recommended (in order):
    1. Tactiq
    2. Otter.ai
    3. Fireflies.ai
    4. Scribbl
    5. Notta

    AI recommended 5 alternatives but never named vijaythecoder/clueless. 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 vijaythecoder/clueless?
    pass
    AI did not name vijaythecoder/clueless — likely talking about a different project

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

  • If a team adopts vijaythecoder/clueless in production, what risks or prerequisites should they evaluate first?
    pass
    AI named vijaythecoder/clueless 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 vijaythecoder/clueless solve, and who is the primary audience?
    pass
    AI did not name vijaythecoder/clueless — likely talking about a different project

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

Embed your GEO score

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MARKDOWN (README)
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vijaythecoder/clueless — 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