RRepoGEO

REPOGEO REPORT · LITE

vocodedev/vocode-core

Default branch main · commit e054c33a · scanned 6/27/2026, 6:57:19 AM

GitHub: 3,767 stars · 657 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 vocodedev/vocode-core, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    voice-ai, llm-agents, real-time, speech-to-text, text-to-speech, conversational-ai, phone-calls, open-source, python
  • highreadme#2
    Reposition the README H2 to clarify the core offering

    Why:

    CURRENT
    ### **Build voice-based LLM apps in minutes**
    COPY-PASTE FIX
    ### **Build real-time, open-source voice AI agents with LLMs**
  • mediumreadme#3
    Add a 'Why Vocode?' or 'Differentiators' section to the README

    Why:

    COPY-PASTE FIX
    ## ✨ Why Vocode?

Vocode stands out as an open-source, real-time, low-latency framework for building interruptible voice AI agents. Unlike many alternatives, it is fully agnostic to underlying LLM, Speech-to-Text (STT), and Text-to-Speech (TTS) providers, offering unparalleled flexibility and control.

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 vocodedev/vocode-core
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. OpenAI API · recommended 1×
  3. GPT-3.5 Turbo · recommended 1×
  4. GPT-4 · recommended 1×
  5. Hugging Face Transformers · recommended 1×
  • CATEGORY QUERY
    How can I build real-time conversational AI agents using large language models?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. OpenAI API
    3. GPT-3.5 Turbo
    4. GPT-4
    5. Hugging Face Transformers
    6. Hugging Face Inference API
    7. Deepgram
    8. AssemblyAI
    9. Eleven Labs
    10. Google Cloud Text-to-Speech
    11. Redis
    12. FastAPI
    13. Node.js
    14. Express.js

    AI recommended 14 alternatives but never named vocodedev/vocode-core. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source libraries exist for creating AI agents that interact via phone calls?
    you: not recommended
    AI recommended (in order):
    1. OpenVXML
    2. Asterisk
    3. Vosk
    4. Coqui TTS
    5. Rasa
    6. DeepSpeech
    7. MaryTTS

    AI recommended 7 alternatives but never named vocodedev/vocode-core. 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 vocodedev/vocode-core?
    pass
    AI named vocodedev/vocode-core explicitly

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

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

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

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vocodedev/vocode-core — 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