RRepoGEO

REPOGEO REPORT · LITE

ruzin/stenoai

Default branch main · commit c33aee2b · scanned 6/23/2026, 9:01:50 PM

GitHub: 1,103 stars · 153 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)

3 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 ruzin/stenoai, 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
    Reposition README tagline to emphasize 'desktop app' and 'meeting notes'

    Why:

    CURRENT
    *Your private stenographer*
    COPY-PASTE FIX
    *Your private AI desktop app for confidential meeting notes*
  • mediumtopics#2
    Refine topics to emphasize application type and remove specific model names

    Why:

    CURRENT
    agentic-ai, ai, apple-silicon, deepseek-r1, gemma4, government, localllm, meeting-minutes, meeting-notes, privacy, qwen3-5, sovereign-ai, windows
    COPY-PASTE FIX
    agentic-ai, ai, apple-silicon, desktop-app, government, localllm, meeting-minutes, meeting-notes, privacy, productivity-tool, sovereign-ai, windows
  • lowreadme#3
    Add a sentence to the introductory paragraph clarifying Steno's identity as an application

    Why:

    CURRENT
    <p align="center">Steno is the AI powered intelligence layer for all your confidential workflows, your private data never leaves anywhere. Record, transcribe, summarize, and query your meetings using local AI models. Perfect for government, defence, legal and C-suite professionals with confidential data needs.</p>
    COPY-PASTE FIX
    <p align="center">Steno is the AI powered intelligence layer for all your confidential workflows, ensuring your private data never leaves your device. Unlike generic AI models or transcription libraries, Steno is a complete desktop application that allows you to record, transcribe, summarize, and query your meetings using local AI models. It's perfect for government, defence, legal, and C-suite professionals with confidential data needs.</p>

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 ruzin/stenoai
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. openai/whisper · recommended 1×
  3. meta-llama/llama3 · recommended 1×
  4. mistralai/mistral-src · recommended 1×
  5. google/gemma · recommended 1×
  • CATEGORY QUERY
    How to securely transcribe and summarize confidential meetings using local AI models?
    you: not recommended
    AI recommended (in order):
    1. Whisper (OpenAI) (openai/whisper)
    2. Llama 3 (Meta) (meta-llama/llama3)
    3. Mistral (Mistral AI) (mistralai/mistral-src)
    4. Gemma (Google) (google/gemma)
    5. Ollama (ollama/ollama)
    6. LM Studio
    7. Jan (janhq/jan)
    8. Mozilla DeepSpeech (mozilla/DeepSpeech)
    9. Picovoice Rhino Speech-to-Text (Picovoice/rhino)
    10. SpeechBrain (speechbrain/speechbrain)

    AI recommended 10 alternatives but never named ruzin/stenoai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a private AI assistant for meeting minutes on Windows or macOS for sensitive data.
    you: not recommended
    AI recommended (in order):
    1. OpenAI Whisper
    2. Ollama
    3. LM Studio
    4. Llama 3
    5. Mistral
    6. Phi-3
    7. Joplin
    8. Obsidian
    9. Nuance Dragon Professional
    10. Microsoft Copilot
    11. Google Gemini
    12. Fathom
    13. Otter.ai

    AI recommended 13 alternatives but never named ruzin/stenoai. 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 ruzin/stenoai?
    pass
    AI named ruzin/stenoai explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of ruzin/stenoai. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/ruzin/stenoai.svg)](https://repogeo.com/en/r/ruzin/stenoai)
HTML
<a href="https://repogeo.com/en/r/ruzin/stenoai"><img src="https://repogeo.com/badge/ruzin/stenoai.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

ruzin/stenoai — 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