RRepoGEO

REPOGEO REPORT · LITE

lmnr-ai/index

Default branch main · commit d64bce88 · scanned 5/23/2026, 4:06:50 PM

GitHub: 2,348 stars · 124 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)

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

AI VISIBILITY SCORE
28 /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
2 / 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 lmnr-ai/index, 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 H1 to specify category

    Why:

    CURRENT
    # Index
    COPY-PASTE FIX
    # Index: The Open-Source AI Browser Agent for Autonomous Web Tasks
  • mediumreadme#2
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    ## Index vs. Other Tools
Index is a dedicated **AI browser agent** designed for autonomous web task execution. Unlike general-purpose LLM orchestration frameworks like LangChain or LlamaIndex, Index focuses specifically on interacting with web interfaces, turning any website into an accessible API for AI. While tools like Playwright automate browser actions, Index leverages reasoning LLMs with vision to understand and complete complex, multi-step tasks on the web without explicit scripting for each step.
  • lowabout#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    Add the official project or company homepage URL to the repository's 'About' section.

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 lmnr-ai/index
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Playwright
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Playwright · recommended 1×
  2. LangChain · recommended 1×
  3. LlamaIndex · recommended 1×
  4. OpenAI's API · recommended 1×
  5. ollama · recommended 1×
  • CATEGORY QUERY
    How can I automate complex web tasks using an open-source AI browser agent?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. LangChain
    3. LlamaIndex
    4. OpenAI's API
    5. ollama
    6. transformers
    7. Puppeteer
    8. LangChain.js
    9. Selenium
    10. Browserless.io
    11. Autobahn
    12. Open-Interpreter
    13. Agent-Browser

    AI recommended 13 alternatives but never named lmnr-ai/index. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help extract structured data from websites using large language models and vision?
    you: not recommended
    AI recommended (in order):
    1. GPT-4V
    2. Google Gemini
    3. LlamaIndex (https://github.com/run-llama/llama_index)
    4. LangChain (https://github.com/langchain-ai/langchain)
    5. Surya (https://github.com/VikParuchuri/surya)
    6. Nougat (https://github.com/facebookresearch/nougat)
    7. Hugging Face Transformers (https://github.com/huggingface/transformers)

    AI recommended 7 alternatives but never named lmnr-ai/index. 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 lmnr-ai/index?
    pass
    AI did not name lmnr-ai/index — likely talking about a different project

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

  • If a team adopts lmnr-ai/index in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lmnr-ai/index 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 lmnr-ai/index solve, and who is the primary audience?
    pass
    AI named lmnr-ai/index 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
  • Prioritized action items8 vs 3 in Lite