REPOGEO REPORT · LITE

homelab-00/TranscriptionSuite

Default branch main · commit 217bfc53 · scanned 6/16/2026, 12:52:03 PM

GitHub: 510 stars · 45 forks

AI VISIBILITY SCORE

40 /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

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 homelab-00/TranscriptionSuite, 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 a clear, concise H1 or opening sentence stating it's a desktop application

Why:

CURRENT

The README excerpt starts with a <p> tag, then a table containing the descriptive text in a <pre> block.

COPY-PASTE FIX

TranscriptionSuite is a fully local and private **desktop application** for Speech-To-Text. It features a cross-platform Electron dashboard, speaker diarization, Audio Notebook mode, and AI assistant integration.

mediumtopics#2

Add topics that highlight the application type and specific unique features

Why:

CURRENT

diarization, dictation, docker, faster-whisper, linux, local, macos, mlx, nemo, notebook, open-source, parakeet, realtime, speech-to-text, transcription, vibevoice, vulkan, whisper, whisperx, windows

COPY-PASTE FIX

diarization, dictation, docker, faster-whisper, linux, local, macos, mlx, nemo, notebook, open-source, parakeet, realtime, speech-to-text, transcription, vibevoice, vulkan, whisper, whisperx, windows, desktop-app, electron-app, audio-notebook, lm-studio-integration, privacy-focused

lowreadme#3

Clarify that it's a desktop application, not a web-based one

Why:

CURRENT

The README mentions "Electron dashboard + Python backend".

COPY-PASTE FIX

TranscriptionSuite is a **desktop application** with an Electron dashboard, providing a rich graphical user interface. While it includes a Python backend and an API for advanced use cases, it is not a web-based application.

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 homelab-00/TranscriptionSuite

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

openai/whisper

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

openai/whisper · recommended 1×
pyannote/pyannote-audio · recommended 1×
NVIDIA/NeMo · recommended 1×
mozilla/DeepSpeech · recommended 1×
kaldi-asr/kaldi · recommended 1×

CATEGORY QUERY
Looking for a private, on-device speech-to-text tool with speaker diarization capabilities.
you: not recommended
AI recommended (in order):
1. Whisper (openai/whisper)
2. pyannote-audio (pyannote/pyannote-audio)
3. NVIDIA NeMo (NVIDIA/NeMo)
4. Mozilla DeepSpeech (mozilla/DeepSpeech)
5. Kaldi (kaldi-asr/kaldi)
6. SpeechBrain (speechbrain/speechbrain)
AI recommended 6 alternatives but never named homelab-00/TranscriptionSuite. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What open-source software provides real-time audio transcription and supports GPU acceleration cross-platform?
you: not recommended
AI recommended (in order):
1. Whisper
2. VOSK
3. Mozilla DeepSpeech
4. Picovoice Rhino Speech-to-Text Engine
5. Kaldi
AI recommended 5 alternatives but never named homelab-00/TranscriptionSuite. 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 homelab-00/TranscriptionSuite?
pass
AI named homelab-00/TranscriptionSuite explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts homelab-00/TranscriptionSuite in production, what risks or prerequisites should they evaluate first?
pass
AI named homelab-00/TranscriptionSuite 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 homelab-00/TranscriptionSuite solve, and who is the primary audience?
pass
AI named homelab-00/TranscriptionSuite 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 homelab-00/TranscriptionSuite. 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/homelab-00/TranscriptionSuite.svg)](https://repogeo.com/en/r/homelab-00/TranscriptionSuite)

HTML

<a href="https://repogeo.com/en/r/homelab-00/TranscriptionSuite"><img src="https://repogeo.com/badge/homelab-00/TranscriptionSuite.svg" alt="RepoGEO" /></a>

Pro

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homelab-00/TranscriptionSuite — 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