RRepoGEO

REPOGEO REPORT · LITE

finnvoor/yap

Default branch main · commit 90d76546 · scanned 5/25/2026, 3:31:51 AM

GitHub: 1,485 stars · 60 forks

AI VISIBILITY SCORE
35 /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
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 finnvoor/yap, 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 the README H1 and opening sentence to clarify its core purpose

    Why:

    CURRENT
    # 🗣️ yap
    
    A CLI for on-device speech transcription using Speech.framework on macOS 26.
    COPY-PASTE FIX
    # 🗣️ yap: On-Device Speech Transcription CLI for macOS
    
    A command-line tool that leverages Apple's native Speech.framework to provide fast, private, and offline audio and video transcription directly on your Mac, without sending data to the cloud.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    speech-to-text, transcription, cli, macos, on-device, offline, speech-framework, audio, video
  • mediumhomepage#3
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/finnvoor/yap

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 finnvoor/yap
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
openai/whisper
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. openai/whisper · recommended 1×
  2. Whisper Transcription · recommended 1×
  3. MacWhisper · recommended 1×
  4. Audacity · recommended 1×
  5. VLC Media Player · recommended 1×
  • CATEGORY QUERY
    How to transcribe audio files directly on macOS without relying on cloud services?
    you: not recommended
    AI recommended (in order):
    1. Whisper (openai/whisper)
    2. Whisper Transcription
    3. MacWhisper
    4. Audacity
    5. VLC Media Player
    6. macOS Dictation Feature
    7. Fathom

    AI recommended 7 alternatives but never named finnvoor/yap. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good command-line tool for local speech-to-text conversion on Apple silicon?
    you: not recommended
    AI recommended (in order):
    1. Whisper.cpp
    2. OpenAI Whisper
    3. Vosk
    4. Mozilla DeepSpeech
    5. Kaldi

    AI recommended 5 alternatives but never named finnvoor/yap. 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 finnvoor/yap?
    pass
    AI named finnvoor/yap explicitly

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

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

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

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finnvoor/yap — 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