RRepoGEO

REPOGEO REPORT · LITE

nat/natbot

Default branch main · commit f99518d3 · scanned 5/23/2026, 5:53:04 PM

GitHub: 1,933 stars · 270 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
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 nat/natbot, 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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ["browser-automation", "llm", "gpt-3", "ai-agent", "natural-language-processing", "web-scraping", "puppeteer-alternative"]
  • highreadme#2
    Reposition the README's opening to highlight AI-driven agent capabilities

    Why:

    CURRENT
    # natbot

Drive a browser with GPT-3
    COPY-PASTE FIX
    # natbot: Drive a browser with GPT-3 using natural language

Natbot is an experimental AI agent that allows you to control any web browser using natural language commands, powered by large language models like GPT-3. It observes the browser visually and reasons about actions to achieve your goals, making complex web interactions simple and intuitive.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://twitter.com/natfriedman/status/1575631194032549888

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 nat/natbot
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. GPT-4 · recommended 1×
  3. Claude 3 Opus · recommended 1×
  4. Selenium · recommended 1×
  5. Puppeteer · recommended 1×
  • CATEGORY QUERY
    How can I automate web browser interactions using a large language model?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. GPT-4
    3. Claude 3 Opus
    4. Selenium
    5. Puppeteer
    6. BrowserFlow
    7. AutoGPT
    8. BabyAGI
    9. LangChain
    10. LlamaIndex

    AI recommended 10 alternatives but never named nat/natbot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools enable controlling web browsers programmatically with AI language models like GPT?
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. LangChain (langchain-ai/langchain)
    3. LlamaIndex (run-llama/llama_index)
    4. Selenium WebDriver (SeleniumHQ/selenium)
    5. Puppeteer (puppeteer/puppeteer)
    6. Browserless.io (browserless/browserless)
    7. AutoGPT (Significant-Gravitas/AutoGPT)
    8. BabyAGI (yoheinakajima/babyagi)
    9. SerpApi (serpapi/serpapi)
    10. Google Search API

    AI recommended 10 alternatives but never named nat/natbot. 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 nat/natbot?
    pass
    AI named nat/natbot explicitly

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

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

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

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nat/natbot — 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