RRepoGEO

REPOGEO REPORT · LITE

PatterAI/Patter

Default branch main · commit 59978088 · scanned 6/17/2026, 2:01:38 AM

GitHub: 648 stars · 69 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 PatterAI/Patter, 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 README H1 and 'About' section to clarify category and alternatives

    Why:

    CURRENT
    H1: `Patter SDK`
About (first sentence): `Patter is the open-source SDK that gives your AI agent a phone number.`
    COPY-PASTE FIX
    H1: `Patter: The Open-Source Voice AI SDK for AI Agents`
About (first sentence): `Patter is the open-source voice AI SDK that gives your AI agent a phone number, serving as a self-hostable alternative to Vapi and Retell for builders who want to own their entire stack.`
  • mediumtopics#2
    Add high-signal topics for direct competitors and core function

    Why:

    CURRENT
    ai-agent, ai-phone-agent, hermes-agent, llm, mastra, open-source, openai, openclaw, python, realtime-api, sdk, speech-to-text, telnyx, text-to-speech, twilio, typescript, vapi-alternative, voice-agent, voice-ai, voicebot
    COPY-PASTE FIX
    ai-agent, ai-phone-agent, hermes-agent, llm, mastra, open-source, openai, openclaw, python, realtime-api, sdk, speech-to-text, telnyx, text-to-speech, twilio, typescript, vapi-alternative, voice-agent, voice-ai, voicebot, retell-alternative, conversational-ai, ai-voice-platform, real-time-voice-ai
  • lowreadme#3
    Reinforce 'full voice stack' positioning in 'How It Works' section

    Why:

    CURRENT
    Patter is the **full voice stack
    COPY-PASTE FIX
    Patter is the **full voice stack** for AI agents, designed for developers who want to own their infrastructure rather than relying on proprietary cloud services like Vapi or Retell.

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 PatterAI/Patter
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Twilio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Twilio · recommended 1×
  2. Asterisk · recommended 1×
  3. FreeSWITCH · recommended 1×
  4. Plivo · recommended 1×
  5. SignalWire · recommended 1×
  • CATEGORY QUERY
    How can I give my AI agent a phone number using an open-source SDK?
    you: not recommended
    AI recommended (in order):
    1. Twilio
    2. Asterisk
    3. FreeSWITCH
    4. Plivo
    5. SignalWire

    AI recommended 5 alternatives but never named PatterAI/Patter. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are open-source alternatives for building real-time voice AI agents in Python or TypeScript?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Whisper
    2. webrtcvad
    3. silero-vad
    4. Llama.cpp
    5. Eleven Labs
    6. Bark
    7. Mozilla DeepSpeech
    8. Hugging Face Transformers
    9. Coqui TTS
    10. Picovoice Rhino
    11. Picovoice Porcupine
    12. Vosk
    13. TensorFlow Lite
    14. ONNX Runtime

    AI recommended 14 alternatives but never named PatterAI/Patter. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 PatterAI/Patter?
    pass
    AI named PatterAI/Patter explicitly

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

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

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

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