REPOGEO REPORT · LITE
rishikanthc/Scriberr
Default branch main · commit bdb8838b · scanned 5/10/2026, 7:17:36 AM
GitHub: 2,650 stars · 196 forks
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 rishikanthc/Scriberr, 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.
- hightopics#1Add specific topics to clarify Scriberr is a self-hosted application
Why:
CURRENTai, audio, transcript, transcription
COPY-PASTE FIXai, audio, transcript, transcription, self-hosted, web-app, application, privacy
- highreadme#2Reinforce Scriberr's identity as a self-hosted application in the README's opening
Why:
CURRENTScriberr is an open-source, and completely offline audio transcription application designed for self-hosters who value privacy and performance.
COPY-PASTE FIXScriberr is a **self-hosted, open-source web application** for completely offline audio transcription, designed for users who prioritize privacy and performance. Unlike underlying speech-to-text libraries, Scriberr provides a full user interface and API for managing and processing audio files on your own infrastructure.
- mediumabout#3Refine the repository description to emphasize "application"
Why:
CURRENTSelf-hosted AI audio transcription
COPY-PASTE FIXScriberr is a self-hosted, open-source web application for private and offline AI audio transcription.
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.
- openai/whisper · recommended 1×
- alphacep/vosk-api · recommended 1×
- mozilla/DeepSpeech · recommended 1×
- kaldi-asr/kaldi · recommended 1×
- coqui-ai/STT · recommended 1×
- CATEGORY QUERYWhat are good self-hosted open-source solutions for private offline audio transcription?you: not recommendedAI recommended (in order):
- Whisper (openai/whisper)
- Vosk (alphacep/vosk-api)
- Mozilla DeepSpeech (mozilla/DeepSpeech)
- Kaldi (kaldi-asr/kaldi)
- Coqui STT (coqui-ai/STT)
AI recommended 5 alternatives but never named rishikanthc/Scriberr. This is the gap to close.
Show full AI answer
- CATEGORY QUERYLooking for an open-source AI tool to accurately transcribe audio files locally for privacy.you: not recommendedAI recommended (in order):
- Whisper
- Vosk
- Mozilla DeepSpeech
- Coqui STT
- Kaldi
AI recommended 5 alternatives but never named rishikanthc/Scriberr. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
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 rishikanthc/Scriberr?passAI named rishikanthc/Scriberr explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts rishikanthc/Scriberr in production, what risks or prerequisites should they evaluate first?passAI named rishikanthc/Scriberr 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 rishikanthc/Scriberr solve, and who is the primary audience?passAI named rishikanthc/Scriberr 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 rishikanthc/Scriberr. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
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rishikanthc/Scriberr — 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