REPOGEO REPORT · LITE
IliasHad/edit-mind
Default branch main · commit 09f4552f · scanned 6/26/2026, 3:12:11 AM
GitHub: 1,704 stars · 116 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.
3 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 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 project identity in README's opening sentence
Why:
CURRENT### Edit Mind: Local Video Knowledge Base Edit Mind lets you index your videos...
COPY-PASTE FIX### Edit Mind: Local Video Knowledge Base Edit Mind is a local-first video knowledge base, *not a mind-mapping tool*, that lets you index your videos...
- mediumreadme#2Emphasize 'personal video knowledge base' and 'semantic search' in README intro
Why:
CURRENTEdit 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 FIXEdit Mind is a local-first video knowledge base, *not a mind-mapping tool*, that lets you index your videos **(including transcription, frame analysis, and multi-model embedding)**. It's designed to be your personal video knowledge base, leveraging AI for deep analysis and semantic search, allowing you to search your videos (or specific video scenes) using natural language.
- lowreadme#3Add a clear license statement to the README
Why:
COPY-PASTE FIX## License This project is licensed under the terms described in the included LICENSE file. Please refer to that file for full details on the applicable license(s).
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×
- Pinecone · recommended 1×
- UKPLab/sentence-transformers · recommended 1×
- streamlit/streamlit · recommended 1×
- CATEGORY QUERYHow to build a personal video knowledge base with AI analysis for semantic search?you: not recommendedAI recommended (in order):
- OpenAI Whisper (openai/whisper)
- FAISS (facebookresearch/faiss)
- Pinecone
- Sentence-Transformers (UKPLab/sentence-transformers)
- Streamlit (streamlit/streamlit)
- Gradio (gradio-app/gradio)
- Deepgram
- Weaviate (weaviate/weaviate)
- React (facebook/react)
- Vue.js (vuejs/core)
- Flask (pallets/flask)
- Django (django/django)
- AssemblyAI
- Qdrant (qdrant/qdrant)
- Google Cloud Video AI
- Google Cloud Search
- AWS Rekognition Video
- AWS Kendra
- Veed.io
- macOS Spotlight
- Windows Search
AI recommended 21 alternatives but never named IliasHad/edit-mind. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSelf-hosted solution for indexing video content, including face and object recognition?you: not recommendedAI recommended (in order):
- DeepStack
- Frigate
- Shinobi Community Edition
- Blue Iris
- CodeProject.AI Server
- OpenCV
- MediaPipe
AI recommended 7 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