RRepoGEO

REPOGEO REPORT · LITE

joewongjc/type4me

Default branch main · commit 0142912f · scanned 5/27/2026, 10:27:56 AM

GitHub: 1,215 stars · 135 forks

AI VISIBILITY SCORE
28 /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
2 / 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 joewongjc/type4me, 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
    macos, speech-to-text, voice-input, llm, large-language-models, privacy, local-first, dictation, input-method, text-refinement, vocabulary-management
  • highreadme#2
    Clarify the project's core purpose and category in the README's opening

    Why:

    CURRENT
    > 抱歉最近在忙着跨国搬家，更新频率有所下降，欢迎提 issue/PR，紧急问题会尽快修。Sorry, I've been busy with an international move lately, so updates have slowed down — issues and PRs welcome, urgent ones will be fixed ASAP.
    COPY-PASTE FIX
    Type4Me is an advanced macOS speech input method (语音输入法) that combines real-time local speech recognition with large language model (LLM) text optimization and full local storage for privacy. It's designed for users seeking a powerful, customizable, and privacy-focused dictation tool.

> 抱歉最近在忙着跨国搬家，更新频率有所下降，欢迎提 issue/PR，紧急问题会尽快修。Sorry, I've been busy with an international move lately, so updates have slowed down — issues and PRs welcome, urgent ones will be fixed ASAP.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/joewongjc/type4me

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 joewongjc/type4me
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Whisper Desktop
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Whisper Desktop · recommended 2×
  2. OpenAI's Whisper model · recommended 1×
  3. Ollama · recommended 1×
  4. LM Studio · recommended 1×
  5. transformers · recommended 1×
  • CATEGORY QUERY
    What's a good macOS speech-to-text tool with LLM text refinement capabilities?
    you: not recommended
    AI recommended (in order):
    1. Whisper Desktop
    2. OpenAI's Whisper model
    3. Ollama
    4. LM Studio
    5. transformers
    6. Llama 3
    7. Mixtral
    8. MacWhisper Pro
    9. NoteGPT
    10. Happy Scribe
    11. Otter.ai
    12. Dragon Professional for Mac

    AI recommended 12 alternatives but never named joewongjc/type4me. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a privacy-focused local speech input method for Mac with custom vocabulary management.
    you: not recommended
    AI recommended (in order):
    1. Whisper Desktop
    2. Dragon Professional Individual for Mac
    3. macOS Dictation
    4. Voice Control
    5. Parallels Desktop
    6. VMware Fusion
    7. Dragon Professional Individual for Windows

    AI recommended 7 alternatives but never named joewongjc/type4me. 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 joewongjc/type4me?
    pass
    AI named joewongjc/type4me explicitly

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

  • If a team adopts joewongjc/type4me in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name joewongjc/type4me — 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?

  • In one sentence, what problem does the repo joewongjc/type4me solve, and who is the primary audience?
    pass
    AI named joewongjc/type4me 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 joewongjc/type4me. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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joewongjc/type4me — 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