REPOGEO REPORT · LITE

ufal/SimulStreaming

Default branch main · commit 61a83c42 · scanned 6/16/2026, 12:47:04 AM

GitHub: 619 stars · 91 forks

AI VISIBILITY SCORE

30 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

1 pass · 0 warn · 1 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 ufal/SimulStreaming, 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

highabout#1

Add a concise repository description

Why:

COPY-PASTE FIX

An open-source framework for simultaneous (streaming) speech-to-text and LLM translation, designed for researchers and developers to build and evaluate real-time, multilingual speech processing systems.

hightopics#2

Add relevant topics to the repository

Why:

COPY-PASTE FIX

simultaneous-machine-translation, speech-to-text, llm-translation, real-time-nlp, natural-language-processing, machine-translation, streaming-asr, whisper, eurollm, iwslt-shared-task, open-source-framework

mediumreadme#3

Clarify primary audience and purpose in README opening

Why:

CURRENT

SimulStreaming is a tool for simultaneous (aka streaming) processing of speech-to-text and LLM translation models.

COPY-PASTE FIX

SimulStreaming is an open-source framework for simultaneous (aka streaming) processing of speech-to-text and LLM translation models. Designed primarily for researchers and developers, it provides a robust toolkit for building and evaluating real-time, multilingual speech translation systems.

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 ufal/SimulStreaming

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

DeepL API

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

DeepL API · recommended 2×
AssemblyAI · recommended 2×
Google Cloud Speech-to-Text API with Cloud Translation API · recommended 1×
AWS Amazon Transcribe with Amazon Translate · recommended 1×
Microsoft Azure Cognitive Services (Speech Service with Translator Text API) · recommended 1×

CATEGORY QUERY
How can I perform real-time, high-quality speech-to-text translation across multiple languages?
you: not recommended
AI recommended (in order):
1. Google Cloud Speech-to-Text API with Cloud Translation API
2. AWS Amazon Transcribe with Amazon Translate
3. Microsoft Azure Cognitive Services (Speech Service with Translator Text API)
4. DeepL API
5. AssemblyAI
6. OpenAI Whisper (via API)
7. IBM Watson Speech to Text with Language Translator
AI recommended 7 alternatives but never named ufal/SimulStreaming. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools enable simultaneous speech processing and LLM translation for long audio streams?
you: not recommended
AI recommended (in order):
1. Google Cloud Speech-to-Text API
2. Google Cloud Translation API
3. Gemini API
4. PaLM API
5. AWS Transcribe
6. AWS Translate
7. Amazon Bedrock
8. Claude
9. Llama 2
10. Titan
11. Azure Cognitive Services Speech-to-Text
12. Azure Translator
13. Azure OpenAI Service
14. GPT-3.5 Turbo
15. GPT-4
16. OpenAI Whisper
17. DeepL API
18. OpenAI API
19. Hugging Face Transformers
20. SeamlessM4T
21. MarianMT
22. NLLB-200
23. Llama.cpp
24. Ollama
25. AssemblyAI
26. Cohere API
27. Anthropic Claude API
AI recommended 27 alternatives but never named ufal/SimulStreaming. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
fail
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 ufal/SimulStreaming?
pass
AI named ufal/SimulStreaming explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts ufal/SimulStreaming in production, what risks or prerequisites should they evaluate first?
pass
AI named ufal/SimulStreaming 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 ufal/SimulStreaming solve, and who is the primary audience?
pass
AI named ufal/SimulStreaming 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 ufal/SimulStreaming. 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)

[![RepoGEO](https://repogeo.com/badge/ufal/SimulStreaming.svg)](https://repogeo.com/en/r/ufal/SimulStreaming)

HTML

<a href="https://repogeo.com/en/r/ufal/SimulStreaming"><img src="https://repogeo.com/badge/ufal/SimulStreaming.svg" alt="RepoGEO" /></a>

Pro

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ufal/SimulStreaming — 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