RRepoGEO

REPOGEO REPORT · LITE

NickTikhonov/shuo

Default branch main · commit 2a2de344 · scanned 6/15/2026, 9:38:29 AM

GitHub: 661 stars · 67 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 NickTikhonov/shuo, 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 statement for clarity

    Why:

    CURRENT
    A voice agent framework in ~600 lines of Python.
    COPY-PASTE FIX
    A low-latency, real-time voice agent framework for phone calls in ~600 lines of Python.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    python, voice-agent, conversational-ai, real-time, low-latency, phone-agent, twilio, deepgram, llm
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Add a `LICENSE` file (e.g., MIT or Apache-2.0) to clarify usage terms, and mention the chosen license in the README.

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 NickTikhonov/shuo
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Deepgram
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Deepgram · recommended 2×
  2. OpenAI · recommended 1×
  3. Twilio · recommended 1×
  4. FastAPI · recommended 1×
  5. AssemblyAI · recommended 1×
  • CATEGORY QUERY
    How to build a real-time conversational AI phone agent with low latency in Python?
    you: not recommended
    AI recommended (in order):
    1. Deepgram
    2. OpenAI
    3. Twilio
    4. FastAPI
    5. AssemblyAI
    6. Anthropic Claude 3
    7. Vonage
    8. Flask-SocketIO
    9. Google Cloud Speech-to-Text
    10. Google Gemini Pro
    11. Dialogflow CX/ES
    12. aiohttp
    13. Whisper
    14. Llama 3
    15. FreeSWITCH
    16. Asterisk
    17. Sanic

    AI recommended 17 alternatives but never named NickTikhonov/shuo. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are frameworks for building interactive voice agents with real-time interruption capabilities?
    you: not recommended
    AI recommended (in order):
    1. Google Dialogflow CX
    2. Amazon Lex V2
    3. Microsoft Azure Bot Service
    4. Twilio Autopilot
    5. Rasa (RasaHQ/rasa)
    6. Deepgram
    7. Voiceflow

    AI recommended 7 alternatives but never named NickTikhonov/shuo. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 NickTikhonov/shuo?
    pass
    AI named NickTikhonov/shuo explicitly

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

  • If a team adopts NickTikhonov/shuo in production, what risks or prerequisites should they evaluate first?
    pass
    AI named NickTikhonov/shuo 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 NickTikhonov/shuo solve, and who is the primary audience?
    pass
    AI did not name NickTikhonov/shuo — 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?

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NickTikhonov/shuo — 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