RRepoGEO

REPOGEO REPORT · LITE

dbccccccc/ttsfm

Default branch main · commit 068f9c54 · scanned 6/7/2026, 12:46:47 AM

GitHub: 727 stars · 118 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 dbccccccc/ttsfm, 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
    Add explicit clarifications to README overview

    Why:

    CURRENT
    TTSFM is a free, OpenAI-compatible text-to-speech API service that provides a complete solution for converting text to natural-sounding speech based on OpenAI's GPT-4o mini TTS. Built on top of the openai.fm backend, it offers a powerful Python SDK, RESTful API endpoints, and an intuitive web playground for easy testing and integration.
    COPY-PASTE FIX
    TTSFM is a free, self-hostable, OpenAI-compatible text-to-speech API service that provides a complete solution for converting text to natural-sounding speech based on OpenAI's GPT-4o mini TTS. Built on top of the openai.fm backend, it offers a powerful Python SDK, RESTful API endpoints, and an intuitive web playground for easy testing and integration. Crucially, TTSFM is not a wrapper for `gTTS` or other unofficial Google APIs, nor is it a social media bot like a Mastodon client; it is a dedicated API service for OpenAI-compatible TTS.
  • hightopics#2
    Expand topics to include OpenAI TTS API specifics

    Why:

    CURRENT
    ai, api, openai, openai-api, python, reverse-proxy, self-hosted
    COPY-PASTE FIX
    ai, api, openai, openai-api, openai-tts, python, reverse-proxy, self-hosted, tts-api, tts-proxy
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://ttsfm.dbcccc.com

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 dbccccccc/ttsfm
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. Piper TTS · recommended 1×
  3. mozilla/TTS · recommended 1×
  4. ESPnet · recommended 1×
  5. MaryTTS · recommended 1×
  • CATEGORY QUERY
    Looking for a free, self-hosted text-to-speech API compatible with OpenAI's interface.
    you: not recommended
    AI recommended (in order):
    1. Piper TTS
    2. Coqui TTS
    3. Mozilla TTS (mozilla/TTS)
    4. ESPnet
    5. MaryTTS

    AI recommended 5 alternatives but never named dbccccccc/ttsfm. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I convert long text to speech with various voices using a Python library?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Text-to-Speech
    2. gTTS
    3. Google Cloud Text-to-Speech Client Library
    4. Microsoft Azure Text-to-Speech
    5. Amazon Polly
    6. Eleven Labs API
    7. OpenAI TTS
    8. Coqui TTS

    AI recommended 8 alternatives but never named dbccccccc/ttsfm. 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 dbccccccc/ttsfm?
    pass
    AI named dbccccccc/ttsfm explicitly

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

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

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

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dbccccccc/ttsfm — 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