RRepoGEO

REPOGEO REPORT · LITE

travisvn/chatterbox-tts-api

Default branch main · commit a5f46612 · scanned 6/5/2026, 3:38:15 PM

GitHub: 606 stars · 144 forks

AI VISIBILITY SCORE
27 /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
1 / 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 travisvn/chatterbox-tts-api, 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 to explicitly state its role as an OpenAI TTS API alternative

    Why:

    CURRENT
    **FastAPIpowered REST API for Chatterbox TTS, providing OpenAI-compatible text-to-speech endpoints with voice cloning capabilities and additional features on top of the `chatterbox-tts` base package.
    COPY-PASTE FIX
    A self-hosted, OpenAI-compatible Text-to-Speech (TTS) API, built with FastAPI and Chatterbox TTS. This project provides a drop-in replacement for OpenAI's TTS API, enabling local voice cloning and speech generation for applications like Open WebUI and AnythingLLM, offering greater privacy and cost control.
  • mediumtopics#2
    Refine topics to emphasize OpenAI API compatibility and self-hosting

    Why:

    CURRENT
    ai, chatgpt, chatterbox, cuda, docker, elevenlabs, gpt, local-llm, ollama, open-webui, openai, openai-api, python, self-hosted, speech, text-to-speech, tts, voice-clone, voice-cloning
    COPY-PASTE FIX
    ai, chatgpt, chatterbox, cuda, docker, gpt, local-llm, ollama, open-webui, openai, openai-api, openai-tts-api, api-wrapper, python, self-hosted, self-hosted-api, speech, text-to-speech, tts, voice-clone, voice-cloning
  • lowreadme#3
    Add a "Comparison to Alternatives" section in the README

    Why:

    COPY-PASTE FIX
    Add a new section, e.g., `## Comparison to Alternatives`, that explicitly outlines how Chatterbox TTS API differentiates itself from OpenAI's official TTS API (e.g., self-hosted, privacy, cost) and other generic local TTS engines (e.g., OpenAI API compatibility, advanced features).

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 travisvn/chatterbox-tts-api
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Coqui TTS
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Coqui TTS · recommended 2×
  2. ElevenLabs · recommended 1×
  3. Mycroft Mimic 3 · recommended 1×
  4. Mozilla TTS · recommended 1×
  5. Bark · recommended 1×
  • CATEGORY QUERY
    How to set up a local, OpenAI-compatible text-to-speech service with custom voice cloning?
    you: not recommended
    AI recommended (in order):
    1. ElevenLabs
    2. Coqui TTS
    3. Mycroft Mimic 3
    4. Mozilla TTS
    5. Bark

    AI recommended 5 alternatives but never named travisvn/chatterbox-tts-api. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good self-hosted alternatives for OpenAI's text-to-speech API for local LLMs?
    you: not recommended
    AI recommended (in order):
    1. Coqui TTS
    2. Piper TTS
    3. Bark (by Suno AI)
    4. VITS
    5. ESPnet
    6. MaryTTS

    AI recommended 6 alternatives but never named travisvn/chatterbox-tts-api. 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 travisvn/chatterbox-tts-api?
    pass
    AI did not name travisvn/chatterbox-tts-api — 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?

  • If a team adopts travisvn/chatterbox-tts-api in production, what risks or prerequisites should they evaluate first?
    pass
    AI named travisvn/chatterbox-tts-api 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 travisvn/chatterbox-tts-api solve, and who is the primary audience?
    pass
    AI did not name travisvn/chatterbox-tts-api — 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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
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