RRepoGEO

REPOGEO REPORT · LITE

shibing624/parrots

Default branch master · commit 60dd859c · scanned 6/13/2026, 7:51:52 AM

GitHub: 525 stars · 94 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 shibing624/parrots, 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's opening to clarify its ASR/TTS library focus

    Why:

    CURRENT
    Parrots, Automatic Speech Recognition(**ASR**), Text-To-Speech(**TTS**) toolkit, support Chinese, English, Japanese, etc.
    COPY-PASTE FIX
    Parrots is a comprehensive Python library and engine for Automatic Speech Recognition (ASR) and Text-To-Speech (TTS), designed for high-accuracy multi-language support including Chinese, English, and Japanese.
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://huggingface.co/spaces/shibing624/parrots
  • mediumtopics#3
    Expand repository topics with more specific ASR/TTS terms

    Why:

    CURRENT
    chinese-speech-recognition, chinese-speech-synthesis, parrot, pinyin2hanzi, speech-recognition, text-to-speech-python3, tts
    COPY-PASTE FIX
    chinese-speech-recognition, chinese-speech-synthesis, parrot, pinyin2hanzi, speech-recognition, text-to-speech-python3, tts, asr, tts-engine, multi-language-speech, voice-synthesis, speech-to-text, python-library, gpt-sovits, distilwhisper

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 shibing624/parrots
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Mozilla Common Voice
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Mozilla Common Voice · recommended 1×
  2. Mozilla DeepSpeech · recommended 1×
  3. Coqui TTS · recommended 1×
  4. Whisper · recommended 1×
  5. Bark · recommended 1×
  • CATEGORY QUERY
    What are reliable open-source tools for robust multi-language speech recognition and text-to-speech?
    you: not recommended
    AI recommended (in order):
    1. Mozilla Common Voice
    2. Mozilla DeepSpeech
    3. Coqui TTS
    4. Whisper
    5. Bark
    6. Kaldi
    7. ESPnet
    8. Mycroft Mimic 3

    AI recommended 8 alternatives but never named shibing624/parrots. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Python library for high-accuracy Chinese speech recognition and multi-role voice synthesis.
    you: not recommended
    AI recommended (in order):
    1. Baidu AI Cloud
    2. Tencent Cloud
    3. Alibaba Cloud
    4. Microsoft Azure Cognitive Services
    5. Google Cloud Speech-to-Text & Text-to-Speech
    6. iFlytek
    7. FunASR (alibaba-damo-academy/FunASR)

    AI recommended 7 alternatives but never named shibing624/parrots. 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 shibing624/parrots?
    pass
    AI named shibing624/parrots explicitly

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

  • If a team adopts shibing624/parrots in production, what risks or prerequisites should they evaluate first?
    pass
    AI named shibing624/parrots 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 shibing624/parrots solve, and who is the primary audience?
    pass
    AI named shibing624/parrots explicitly

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

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shibing624/parrots — 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