RRepoGEO

REPOGEO REPORT · LITE

MycroftAI/mimic-recording-studio

Default branch master · commit b785638d · scanned 6/7/2026, 9:27:08 PM

GitHub: 513 stars · 123 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 MycroftAI/mimic-recording-studio, 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
    Add a clear introductory sentence to the README

    Why:

    COPY-PASTE FIX
    Mimic Recording Studio is a Docker-based web application designed to simplify the process of recording high-quality voice samples specifically for training custom Text-to-Speech (TTS) models like Mimic2. It provides a structured environment for collecting speech datasets, making it ideal for contributors and developers building custom voice assistants.
  • mediumtopics#2
    Expand topics to emphasize TTS data collection and software type

    Why:

    CURRENT
    ["docker", "hacktoberfest", "microphone", "mimic", "mycroft", "mycroftai", "recording-studio", "tacotron", "tts", "tts-engine", "voice"]
    COPY-PASTE FIX
    ["docker", "hacktoberfest", "microphone", "mimic", "mycroft", "mycroftai", "recording-studio", "tacotron", "tts", "tts-engine", "voice", "speech-data-collection", "voice-training-data", "audio-recording-software", "speech-dataset"]
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://mycroft.ai

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 MycroftAI/mimic-recording-studio
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Rode NT1-A
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Rode NT1-A · recommended 1×
  2. Focusrite Scarlett 2i2 · recommended 1×
  3. Shure SM7B · recommended 1×
  4. Cloudlifter CL-1 · recommended 1×
  5. Universal Audio Volt 2 · recommended 1×
  • CATEGORY QUERY
    How can I record voice samples to create a custom text-to-speech engine?
    you: not recommended
    AI recommended (in order):
    1. Rode NT1-A
    2. Focusrite Scarlett 2i2
    3. Shure SM7B
    4. Cloudlifter CL-1
    5. Universal Audio Volt 2
    6. Blue Yeti X
    7. Audacity
    8. Reaper
    9. Adobe Audition

    AI recommended 9 alternatives but never named MycroftAI/mimic-recording-studio. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Dockerized application to record and process voice data for TTS model training.
    you: not recommended
    AI recommended (in order):
    1. Mozilla Common Voice (mozilla/common-voice)
    2. Open Speech Data Explorer (openspeechdataexplorer/osde)
    3. SpeechBrain (speechbrain/speechbrain)
    4. Rhasspy (rhasspy/rhasspy)
    5. TensorFlow TTS (TensorFlow/TTS)
    6. Kaldi (kaldi-asr/kaldi)

    AI recommended 6 alternatives but never named MycroftAI/mimic-recording-studio. 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 MycroftAI/mimic-recording-studio?
    pass
    AI did not name MycroftAI/mimic-recording-studio — 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 MycroftAI/mimic-recording-studio in production, what risks or prerequisites should they evaluate first?
    pass
    AI named MycroftAI/mimic-recording-studio 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 MycroftAI/mimic-recording-studio solve, and who is the primary audience?
    pass
    AI did not name MycroftAI/mimic-recording-studio — 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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MycroftAI/mimic-recording-studio — RepoGEO report