RRepoGEO

REPOGEO REPORT · LITE

lenML/Speech-AI-Forge

Default branch main · commit a41b70ab · scanned 6/21/2026, 3:27:03 PM

GitHub: 1,409 stars · 187 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)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
28 /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
2 / 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 lenML/Speech-AI-Forge, 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 highlight multi-model, open-source TTS platform

    Why:

    CURRENT
    # 🍦 Speech-AI-Forge

Speech-AI-Forge 是一个围绕 TTS 生成模型开发的项目，实现了 API Server 和 基于 Gradio 的 WebUI。
    COPY-PASTE FIX
    # 🍦 Speech-AI-Forge: A Unified Open-Source Platform for Multi-Model Text-to-Speech (TTS) API Server and WebUI

Speech-AI-Forge is a comprehensive, self-hostable project designed for advanced TTS generation, integrating a robust API server and an intuitive Gradio-based WebUI. It unifies a wide array of state-of-the-art speech synthesis models, including support for both English and Chinese, making it ideal for researchers and developers seeking a powerful, deployable solution.
  • highabout#2
    Update the About description to be more specific and keyword-rich

    Why:

    CURRENT
    🍦 Speech-AI-Forge is a project developed around TTS generation model, implementing an API Server and a Gradio-based WebUI.
    COPY-PASTE FIX
    A comprehensive, open-source platform for multi-model Text-to-Speech (TTS) generation, featuring a robust API server and an intuitive Gradio-based WebUI. Supports diverse state-of-the-art models for English and Chinese.
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://colab.research.google.com/github/lenML/Speech-AI-Forge/blob/main/colab.ipynb

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 lenML/Speech-AI-Forge
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Cloud Text-to-Speech
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Text-to-Speech · recommended 2×
  2. Flask · recommended 1×
  3. Streamlit · recommended 1×
  4. Google App Engine · recommended 1×
  5. Heroku · recommended 1×
  • CATEGORY QUERY
    How can I deploy a text-to-speech API server with a web interface easily?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Text-to-Speech
    2. Flask
    3. Streamlit
    4. Google App Engine
    5. Heroku
    6. Streamlit Cloud
    7. AWS Polly
    8. AWS Elastic Beanstalk
    9. AWS Lambda
    10. EC2 instance
    11. Docker
    12. Mozilla TTS
    13. FastAPI
    14. Django
    15. Node.js
    16. Express.js
    17. Coqui TTS
    18. Hugging Face Transformers
    19. Gradio
    20. facebook/mms-tts
    21. suno/bark
    22. Hugging Face Spaces
    23. rhasspy/larynx
    24. synesthesiam/open-tts
    25. AWS ECS
    26. Google Cloud Run
    27. Kubernetes

    AI recommended 27 alternatives but never named lenML/Speech-AI-Forge. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools offer multiple advanced speech synthesis models for both English and Chinese?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Text-to-Speech
    2. Microsoft Azure AI Speech
    3. Amazon Polly
    4. Baidu AI Cloud Speech Synthesis
    5. iFlytek
    6. ElevenLabs

    AI recommended 6 alternatives but never named lenML/Speech-AI-Forge. 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 lenML/Speech-AI-Forge?
    pass
    AI named lenML/Speech-AI-Forge explicitly

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

  • If a team adopts lenML/Speech-AI-Forge in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lenML/Speech-AI-Forge 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 lenML/Speech-AI-Forge solve, and who is the primary audience?
    pass
    AI did not name lenML/Speech-AI-Forge — 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?

Embed your GEO score

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

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/lenML/Speech-AI-Forge.svg)](https://repogeo.com/en/r/lenML/Speech-AI-Forge)
HTML
<a href="https://repogeo.com/en/r/lenML/Speech-AI-Forge"><img src="https://repogeo.com/badge/lenML/Speech-AI-Forge.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

lenML/Speech-AI-Forge — 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