REPOGEO REPORT · LITE

FoloToy/folotoy-server-self-hosting

Default branch main · commit 25224292 · scanned 6/14/2026, 5:12:05 AM

GitHub: 589 stars · 101 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 FoloToy/folotoy-server-self-hosting, 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 sentence to clearly define the project as a self-hosted AI server

Why:

CURRENT

A customized, self-hosted server for your Folotoys.

COPY-PASTE FIX

This repository provides configuration and deployment for a self-hosted conversational AI server, designed to integrate various Speech-to-Text (SST), Text-to-Speech (TTS), and Large Language Model (LLM) providers.

hightopics#2
Add specific topics to improve categorization and search relevance
Why:
CURRENT
```
folotoy
```
COPY-PASTE FIX
```
folotoy, self-hosting, conversational-ai, ai-server, stt, tts, llm, mqtt, docker-compose
```

mediumreadme#3

Add a "Why FoloToy Server?" section to highlight its unique value proposition

Why:

COPY-PASTE FIX

Add a new section after the features list:

## Why FoloToy Server?

FoloToy Server provides a unique self-hosted solution for conversational AI, offering unparalleled control over your data and choice of AI providers. Unlike proprietary cloud services or single-model libraries, it allows you to integrate various STT, TTS, and LLM services from different vendors into a unified, private system running on your own infrastructure.

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 FoloToy/folotoy-server-self-hosting

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

NVIDIA Riva

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

NVIDIA Riva · recommended 1×
Mozilla DeepSpeech · recommended 1×
Mycroft Mimic 3 · recommended 1×
RASA · recommended 1×
Coqui TTS · recommended 1×

CATEGORY QUERY
How can I self-host a conversational AI server with custom speech and language models?
you: not recommended
AI recommended (in order):
1. NVIDIA Riva
2. Mozilla DeepSpeech
3. Mycroft Mimic 3
4. RASA
5. Coqui TTS
6. Kaldi
7. OpenAI Whisper
8. Tacotron 2
9. WaveNet
10. Hugging Face Transformers
11. Google Cloud Speech-to-Text On-Prem
12. Google Cloud Text-to-Speech On-Prem
13. Dialogflow CX
AI recommended 13 alternatives but never named FoloToy/folotoy-server-self-hosting. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a private server solution to integrate multiple STT, TTS, and LLM providers.
you: not recommended
AI recommended (in order):
1. Azure OpenAI Service
2. Hugging Face Transformers (huggingface/transformers)
3. NVIDIA NeMo (NVIDIA/NeMo)
4. Coqui TTS (coqui-ai/TTS)
5. Vosk (alphacep/vosk-api)
6. LocalAI (mudler/LocalAI)
7. LM Studio
8. Oobabooga's Text Generation WebUI (oobabooga/text-generation-webui)
AI recommended 8 alternatives but never named FoloToy/folotoy-server-self-hosting. 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 FoloToy/folotoy-server-self-hosting?
pass
AI did not name FoloToy/folotoy-server-self-hosting — 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 FoloToy/folotoy-server-self-hosting in production, what risks or prerequisites should they evaluate first?
pass
AI named FoloToy/folotoy-server-self-hosting 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 FoloToy/folotoy-server-self-hosting solve, and who is the primary audience?
pass
AI did not name FoloToy/folotoy-server-self-hosting — 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

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/FoloToy/folotoy-server-self-hosting.svg)](https://repogeo.com/en/r/FoloToy/folotoy-server-self-hosting)

HTML

<a href="https://repogeo.com/en/r/FoloToy/folotoy-server-self-hosting"><img src="https://repogeo.com/badge/FoloToy/folotoy-server-self-hosting.svg" alt="RepoGEO" /></a>

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FoloToy/folotoy-server-self-hosting — 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