RRepoGEO

REPOGEO REPORT · LITE

andrewnguonly/Lumos

Default branch main · commit 69ff12ed · scanned 6/27/2026, 12:22:05 PM

GitHub: 1,513 stars · 111 forks

Scan history for this repo

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.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 andrewnguonly/Lumos, 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 the README's opening to clarify project category and form factor

    Why:

    CURRENT
    A RAG LLM co-pilot for browsing the web, powered by local LLMs.
    COPY-PASTE FIX
    Lumos is a **Chrome extension** that acts as a RAG LLM co-pilot for browsing the web, powered by local LLMs. It helps you summarize pages, ask questions about content, and more, all running locally.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/andrewnguonly/Lumos
  • mediumtopics#3
    Refine repository topics to better reflect functionality and use case

    Why:

    CURRENT
    chrome-extension, langchain, langchain-js, llm, ollama, react, typescript, webpack
    COPY-PASTE FIX
    chrome-extension, langchain, langchain-js, local-llm, ollama, react, typescript, webpack, rag, web-summarization, ai-copilot

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 andrewnguonly/Lumos
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ollama
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Ollama · recommended 2×
  2. LM Studio · recommended 2×
  3. Readability.js · recommended 2×
  4. Llama 3 8B · recommended 1×
  5. Mistral 7B · recommended 1×
  • CATEGORY QUERY
    How can I get an AI assistant to summarize web pages and answer questions locally?
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. Llama 3 8B
    3. Mistral 7B
    4. Phi-3-mini
    5. LM Studio
    6. Jan
    7. Beautiful Soup
    8. requests
    9. Readability.js
    10. python-readability
    11. Trafilatura
    12. LangChain
    13. LlamaIndex

    AI recommended 13 alternatives but never named andrewnguonly/Lumos. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What frameworks help build a browser extension that uses local LLMs for web content RAG?
    you: not recommended
    AI recommended (in order):
    1. WebGPU API
    2. WebLLM
    3. Web-Stable-Diffusion
    4. Transformers.js
    5. LangChain.js
    6. Ollama
    7. LM Studio
    8. Llama.cpp
    9. llama.cpp-web
    10. TensorFlow.js
    11. Readability.js
    12. IndexedDB
    13. chroma-js
    14. faiss-wasm

    AI recommended 14 alternatives but never named andrewnguonly/Lumos. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 andrewnguonly/Lumos?
    pass
    AI named andrewnguonly/Lumos explicitly

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

  • If a team adopts andrewnguonly/Lumos in production, what risks or prerequisites should they evaluate first?
    pass
    AI named andrewnguonly/Lumos 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 andrewnguonly/Lumos solve, and who is the primary audience?
    pass
    AI named andrewnguonly/Lumos explicitly

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

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andrewnguonly/Lumos — 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