RRepoGEO

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

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

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.

OVERALL DIRECTION
  • highreadme#1
    Reposition 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#2
    Expand topics to include personal knowledge management and content capture

    Why:

    CURRENT
    agent, ai-search, editor, llm, note, rag
    COPY-PASTE FIX
    agent, ai-search, editor, llm, note, rag, knowledge-management, pkm, document-parsing, web-content-capture, ai-assistant, personal-ai
  • lowcomparison#3
    Add 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.

Recall
0 / 2
0% of queries surface import-ai/omnibox
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
llamaindex/llamaindex
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. llamaindex/llamaindex · recommended 1×
  2. langchain-ai/langchain · recommended 1×
  3. Pinecone · recommended 1×
  4. weaviate/weaviate · recommended 1×
  5. elastic/elasticsearch · recommended 1×
  • CATEGORY QUERY
    What tools help collect diverse information sources and query them using AI?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex (llamaindex/llamaindex)
    2. LangChain (langchain-ai/langchain)
    3. Pinecone
    4. Weaviate (weaviate/weaviate)
    5. Elasticsearch (elastic/elasticsearch)
    6. Google Cloud Vertex AI Search
    7. Azure AI Search

    AI recommended 7 alternatives but never named import-ai/omnibox. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI-powered personal knowledge management system with document parsing and web content capture.
    you: not recommended
    AI recommended (in order):
    1. Mem
    2. Obsidian
    3. Notion
    4. Readwise Reader
    5. Logseq
    6. Capacities
    7. 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 completeness
    pass

  • README presence
    pass

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?
    pass
    AI 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?
    pass
    AI 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?
    pass
    AI named import-ai/omnibox explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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  • Brand-free category queries5 vs 2 in Lite
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