REPOGEO REPORT · LITE

vocodedev/vocode-core

Default branch main · commit e054c33a · scanned 5/16/2026, 10:37:02 AM

GitHub: 3,745 stars · 654 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 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-audio, conversational-ai, speech-to-text, text-to-speech, open-source-framework, python, voice-bots, contact-center-ai

highreadme#2

Clarify the README's opening to emphasize its role as an open-source framework

Why:

CURRENT

### **Build voice-based LLM apps in minutes**

Vocode is an open source library that makes it easy to build voice-based LLM apps. Using Vocode, you can build real-time streaming conversations with LLMs and deploy them to phone calls, Zoom meetings, and more.

COPY-PASTE FIX

### **Build real-time voice AI agents with an open-source framework**

Vocode is a modular, open-source framework for building real-time voice-based LLM agents and applications. It simplifies streaming conversations with LLMs, enabling deployment to phone calls, Zoom meetings, and more, unlike raw STT/TTS libraries or proprietary platforms.

mediumreadme#3

Add a 'Why Vocode?' or 'Comparison' section to the README

Why:

COPY-PASTE FIX

## Why Vocode?

Unlike generic speech-to-text libraries, Vocode provides a complete, real-time streaming framework for building full LLM-powered voice agents. Compared to proprietary contact center AI platforms, Vocode offers an open-source, modular, and highly customizable solution for developers.

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

Of all named tools, what % are you?

Top rival

Google Cloud Contact Center AI (CCAI) Platform

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Google Cloud Contact Center AI (CCAI) Platform · recommended 1×
Dialogflow CX · recommended 1×
Google Speech-to-Text · recommended 1×
Google Text-to-Speech · recommended 1×
AWS Contact Center Intelligence (CCI) solutions · recommended 1×

CATEGORY QUERY
How to build real-time conversational AI agents for phone calls and virtual meetings?
you: not recommended
AI recommended (in order):
1. Google Cloud Contact Center AI (CCAI) Platform
2. Dialogflow CX
3. Google Speech-to-Text
4. Google Text-to-Speech
5. AWS Contact Center Intelligence (CCI) solutions
6. Amazon Lex
7. Amazon Transcribe
8. Amazon Polly
9. AWS Connect
10. Twilio Voice
11. Google Dialogflow ES
12. Microsoft Azure Bot Service
13. Azure Cognitive Services
14. Azure Speech
15. Azure Language
16. LUIS
17. Rasa Open Source
18. Deepgram
19. AssemblyAI
20. OpenAI Whisper
21. Eleven Labs
22. NVIDIA Riva
AI recommended 22 alternatives but never named vocodedev/vocode-core. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking an open-source library for integrating real-time voice interaction into LLM applications.
you: not recommended
AI recommended (in order):
1. Vosk
2. Mozilla DeepSpeech
3. Whisper
4. SpeechRecognition
5. Rhino Speech-to-Text
AI recommended 5 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?

Embed your GEO score

Drop this badge into the README of vocodedev/vocode-core. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

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HTML

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite