RRepoGEO

REPOGEO REPORT · LITE

Gremble-io/Detto

Default branch main · commit 10384c35 · scanned 6/23/2026, 6:46:48 PM

GitHub: 500 stars · 26 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 Gremble-io/Detto, 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
  • highreadme#1
    Strengthen README's opening statement to clarify core purpose

    Why:

    CURRENT
    Hold a key, speak, release, text appears. Meetings. Voice memos. System-wide dictation. Nothing leaves your Mac.
    COPY-PASTE FIX
    Detto is a secure, on-device macOS app for Apple Silicon, providing local meeting capture, system-wide dictation, and voice memos. It transcribes directly into plain markdown for your knowledge base (like Obsidian), ensuring nothing leaves your Mac.
  • mediumreadme#2
    Add a concise problem/solution statement to the README

    Why:

    COPY-PASTE FIX
    ## The Problem Detto Solves

Existing transcription and dictation tools either lock your data in the cloud, don't integrate with local knowledge bases, or lack robust privacy. Detto fills this gap by offering a fully local, private, and markdown-native solution for macOS users who need secure voice capture and transcription directly into their personal knowledge vaults.
  • lowlicense#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    ## License

Detto is released under [describe your license here, e.g., 'a custom license that combines elements of X and Y. Please see the LICENSE file for full details.']. This ensures [briefly state what it ensures, e.g., 'your privacy and control over your data while allowing for personal use and 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 Gremble-io/Detto
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MacWhisper
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. MacWhisper · recommended 2×
  2. Otter.ai · recommended 2×
  3. Happy Scribe · recommended 2×
  4. Apple Dictation · recommended 1×
  5. Whisper Desktop · recommended 1×
  • CATEGORY QUERY
    How to get secure, on-device voice dictation and meeting transcription for macOS?
    you: not recommended
    AI recommended (in order):
    1. Apple Dictation
    2. MacWhisper
    3. Whisper Desktop
    4. Otter.ai
    5. Happy Scribe

    AI recommended 5 alternatives but never named Gremble-io/Detto. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a macOS tool for local audio transcription directly into markdown notes for a knowledge base.
    you: not recommended
    AI recommended (in order):
    1. MacWhisper
    2. Obsidian
    3. Whisper" Plugin
    4. Drafts
    5. Notion AI
    6. Happy Scribe
    7. Otter.ai

    AI recommended 7 alternatives but never named Gremble-io/Detto. 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 Gremble-io/Detto?
    pass
    AI named Gremble-io/Detto explicitly

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

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

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

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Gremble-io/Detto — 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