REPOGEO REPORT · LITE
IliasHad/edit-mind
Default branch main · commit c52b7d27 · scanned 5/15/2026, 11:17:29 AM
GitHub: 1,366 stars · 99 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 IliasHad/edit-mind, 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#1Clarify the 'mind' in 'Edit Mind' and reinforce 'video' in the opening
Why:
CURRENT### Edit Mind: Local Video Knowledge Base Edit Mind lets you index your videos **(including transcription, frame analysis, and multi-model embedding)**, and you can search your videos (or specific video scenes) using natural language.
COPY-PASTE FIX### Edit Mind: Your Local Video Knowledge Base for AI-Powered Video Analysis Edit Mind is a local-first application designed as your 'second brain' for video content. It allows you to index your videos (with transcription, frame analysis, and multi-model embedding) and search specific video scenes using natural language. This is a tool for video professionals and enthusiasts, *not* a mind map editor.
- hightopics#2Add more specific topics to improve category visibility
Why:
CURRENTai, computer-vision, deepface, face-recognition, ml, self-hosted, video-editing, video-indexing, video-processing, videos
COPY-PASTE FIXai, computer-vision, deepface, face-recognition, ml, self-hosted, video-editing, video-indexing, video-processing, videos, semantic-search, knowledge-base, video-library, local-first, multimodal-ai
- mediumlicense#3Add a clear statement about the project's license to the README
Why:
COPY-PASTE FIX## License This project is licensed under [insert specific license name(s) here, e.g., 'a custom license combining MIT and Apache-2.0 terms']. Please see the [LICENSE](LICENSE) file for full details.
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×
- facebookresearch/faiss · recommended 1×
- UKPLab/sentence-transformers · recommended 1×
- DeepMotion · recommended 1×
- chroma-core/chroma · recommended 1×
- CATEGORY QUERYHow can I semantically search my local video library using natural language queries?you: not recommendedAI recommended (in order):
- Whisper (openai/whisper)
- FAISS (facebookresearch/faiss)
- Sentence-Transformers (UKPLab/sentence-transformers)
- DeepMotion
- Chroma (chroma-core/chroma)
- Weaviate (weaviate/weaviate)
- Vosk (alphacep/vosk-api)
- Annoy (spotify/annoy)
- spaCy (explosion/spaCy)
- Google Cloud Video AI
- Azure Video Indexer
- Elasticsearch (elastic/elasticsearch)
AI recommended 12 alternatives but never named IliasHad/edit-mind. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat self-hosted solution analyzes video content with AI for objects, faces, and speech?you: not recommendedAI recommended (in order):
- DeepStack
- Frigate
- OpenCV AI Kit (OAK) with DepthAI
- Shinobi Community Edition
- You Only Look Once (YOLO)
- OpenCV
- face_recognition
- insightface
- Whisper
- Mozilla DeepSpeech
AI recommended 10 alternatives but never named IliasHad/edit-mind. 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 IliasHad/edit-mind?passAI named IliasHad/edit-mind explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts IliasHad/edit-mind in production, what risks or prerequisites should they evaluate first?passAI named IliasHad/edit-mind 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 IliasHad/edit-mind solve, and who is the primary audience?passAI named IliasHad/edit-mind 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 IliasHad/edit-mind. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
[](https://repogeo.com/en/r/IliasHad/edit-mind)<a href="https://repogeo.com/en/r/IliasHad/edit-mind"><img src="https://repogeo.com/badge/IliasHad/edit-mind.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
IliasHad/edit-mind — 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