REPOGEO REPORT · LITE
import-ai/omnibox
Default branch main · commit 2b420b17 · scanned 5/28/2026, 1:47:11 PM
GitHub: 1,433 stars · 153 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 import-ai/omnibox, 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#1Reposition core value proposition immediately after H1
Why:
CURRENT# OmniBox - 小黑 [](https://github.com/import-ai/omnibox-web/releases) [](https://github.com/import-ai/omnibox-backend/releases) [](https://github.com/import-ai/omnibox-wizard/releases) [](https://github.com/import-ai/omnibox-browser-extension/releases) English | [简体中文](./README_zh.md) ## Docs OmniBox Docs ## Introduction OmniBox (小黑) is a simple, cross-platform, all-in-one AI knowledge hub. All you need to do is collect, then ask.
COPY-PASTE FIX# OmniBox - 小黑 English | [简体中文](./README_zh.md) OmniBox is your simple, cross-platform, all-in-one AI knowledge hub. Collect, organize, use, and share all your information, then ask AI anything based on your personal knowledge base. ## Docs
- mediumtopics#2Expand topics to include personal knowledge management and content capture
Why:
CURRENTagent, ai-search, editor, llm, note, rag
COPY-PASTE FIXagent, ai-search, editor, llm, note, rag, knowledge-management, pkm, document-parsing, web-content-capture, ai-assistant, personal-ai
- lowcomparison#3Add a 'Comparison & What OmniBox Is Not' section to clarify its purpose
Why:
COPY-PASTE FIX## Comparison & What OmniBox Is Not OmniBox is an all-in-one AI knowledge hub, not an LLM API gateway or a simple browser extension for querying AI. While it integrates with LLMs and offers browser capture, its core purpose is to help you collect, organize, and query your diverse personal and team knowledge base. It's designed as a self-hostable alternative to tools like Mem, Notion, or Readwise Reader, with a strong focus on AI-powered Q&A and content generation from your collected data.
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.
- llamaindex/llamaindex · recommended 1×
- langchain-ai/langchain · recommended 1×
- Pinecone · recommended 1×
- weaviate/weaviate · recommended 1×
- elastic/elasticsearch · recommended 1×
- CATEGORY QUERYWhat tools help collect diverse information sources and query them using AI?you: not recommendedAI recommended (in order):
- LlamaIndex (llamaindex/llamaindex)
- LangChain (langchain-ai/langchain)
- Pinecone
- Weaviate (weaviate/weaviate)
- Elasticsearch (elastic/elasticsearch)
- Google Cloud Vertex AI Search
- Azure AI Search
AI recommended 7 alternatives but never named import-ai/omnibox. This is the gap to close.
Show full AI answer
- CATEGORY QUERYLooking for an AI-powered personal knowledge management system with document parsing and web content capture.you: not recommendedAI recommended (in order):
- Mem
- Obsidian
- Notion
- Readwise Reader
- Logseq
- Capacities
- Roam Research
AI recommended 7 alternatives but never named import-ai/omnibox. 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 import-ai/omnibox?passAI named import-ai/omnibox explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts import-ai/omnibox in production, what risks or prerequisites should they evaluate first?passAI named import-ai/omnibox 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 import-ai/omnibox solve, and who is the primary audience?passAI named import-ai/omnibox explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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import-ai/omnibox — 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