REPOGEO REPORT · LITE
rishikanthc/Scriberr
Default branch main · commit bdb8838b · scanned 6/20/2026, 5:41:33 AM
GitHub: 2,780 stars · 214 forks
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.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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.
- highreadme#1Move core value proposition to the top of README
Why:
CURRENTThe README currently starts with `div align="center"` and a project status update before the main description.
COPY-PASTE FIXMove the sentence 'Scriberr is an open-source, and completely offline audio transcription application designed for self-hosters who value privacy and performance.' to the very first line of the README, before any decorative elements or status updates.
- mediumtopics#2Add more specific topics to differentiate from libraries
Why:
CURRENTai, audio, transcript, transcription
COPY-PASTE FIXai, audio, transcript, transcription, self-hosted, offline, privacy, application, web-app
- lowreadme#3Explicitly contrast Scriberr as an application vs. libraries
Why:
COPY-PASTE FIXAdd a sentence to the README's introductory section, such as: 'Unlike many speech-to-text libraries or APIs, Scriberr provides a complete, user-friendly web application for end-to-end audio transcription and management, all self-hosted.'
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.
- Whisper · recommended 1×
- Vosk · recommended 1×
- Mozilla DeepSpeech · recommended 1×
- Kaldi · recommended 1×
- Coqui STT · recommended 1×
- CATEGORY QUERYWhat are good open-source tools for private, self-hosted audio transcription?you: not recommendedAI recommended (in order):
- Whisper
- Vosk
- Mozilla DeepSpeech
- Kaldi
- Coqui STT
AI recommended 5 alternatives but never named rishikanthc/Scriberr. This is the gap to close.
Show full AI answer
- CATEGORY QUERYHow can I transcribe audio offline without sending data to a cloud API?you: not recommendedAI recommended (in order):
- Whisper (openai/whisper)
- Vosk (alphacep/vosk-api)
- Mozilla DeepSpeech (mozilla/DeepSpeech)
- Kaldi (kaldi-asr/kaldi)
- Picovoice Rhino Speech-to-Text Engine
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