RRepoGEO

REPOGEO REPORT · LITE

wwbin2017/bailing

Default branch main · commit 2f7dc881 · scanned 6/25/2026, 12:17:21 PM

GitHub: 1,723 stars · 304 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
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 wwbin2017/bailing, 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
  • highabout#1
    Update About section description with clear English summary

    Why:

    CURRENT
    百聆 是一个类似GPT-4o的语音对话机器人，通过ASR+LLM+TTS实现，集成DeepSeek R1等优秀大模型，接入openClaw，真正的个人语音助手，时延低至800ms，Mac等低配置也可运行，支持打断
    COPY-PASTE FIX
    Bailing is an open-source, low-latency voice AI assistant similar to GPT-4o, built with ASR+LLM+TTS. It integrates powerful models like DeepSeek R1 and OpenClaw for real-time personal voice interaction, achieving end-to-end latency as low as 800ms, runnable on low-spec devices like Mac, and supports interruption.
  • mediumhomepage#2
    Add homepage URL to About section

    Why:

    COPY-PASTE FIX
    https://github.com/wwbin2017/bailing
  • lowreadme#3
    Add a concise English introduction to the main README

    Why:

    CURRENT
    # 百聆 (Bailing)

<span>[ 中文 | <a href="README_en.md">English</a> ]</span>

**百聆** 是一个开源的语音对话助手...
    COPY-PASTE FIX
    # 百聆 (Bailing)

Bailing is an open-source, low-latency voice AI assistant similar to GPT-4o, built with ASR+LLM+TTS. It enables natural, real-time voice conversations without high-end GPUs, suitable for local deployment on low-spec devices.

<span>[ 中文 | <a href="README_en.md">English</a> ]</span>

**百聆** 是一个开源的语音对话助手...

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 wwbin2017/bailing
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Rhino Speech-to-Intent
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Rhino Speech-to-Intent · recommended 2×
  2. Mycroft AI · recommended 2×
  3. Vosk · recommended 2×
  4. Mimic 3 · recommended 2×
  5. Mozilla Common Voice · recommended 1×
  • CATEGORY QUERY
    What open-source solutions provide a low-latency, natural voice AI conversation experience?
    you: not recommended
    AI recommended (in order):
    1. Mozilla Common Voice
    2. DeepSpeech
    3. Coqui STT
    4. Mozilla TTS
    5. Rhino Speech-to-Intent
    6. Porcupine Wake Word
    7. ESPnet TTS
    8. ESPnet
    9. Mycroft AI
    10. OpenVoiceOS (OVOS)
    11. Vosk
    12. Mimic 3
    13. Piper

    AI recommended 13 alternatives but never named wwbin2017/bailing. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to deploy a powerful voice assistant locally without needing high-end GPU hardware?
    you: not recommended
    AI recommended (in order):
    1. Mozilla DeepSpeech
    2. Vosk
    3. Rhino Speech-to-Intent
    4. Picovoice
    5. Porcupine
    6. OpenAI Whisper
    7. Mycroft AI
    8. Mimic 3
    9. Coqui TTS

    AI recommended 9 alternatives but never named wwbin2017/bailing. 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 wwbin2017/bailing?
    pass
    AI named wwbin2017/bailing explicitly

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

  • If a team adopts wwbin2017/bailing in production, what risks or prerequisites should they evaluate first?
    pass
    AI named wwbin2017/bailing 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 wwbin2017/bailing solve, and who is the primary audience?
    pass
    AI named wwbin2017/bailing explicitly

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

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wwbin2017/bailing — 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