RRepoGEO

REPOGEO REPORT · LITE

tinyfish-io/agentql

Default branch main · commit a2c77f9d · scanned 5/12/2026, 2:07:37 AM

GitHub: 1,357 stars · 156 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 tinyfish-io/agentql, 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 'What is AgentQL?' section to emphasize AI agent interaction

    Why:

    CURRENT
    AgentQL is a suite of tools for extracting data and automating workflows on live web sites featuring an AI-powered query language, Python and JavaScript SDKs, a browser-based debugger, and a REST API endpoint. It uses natural language queries to pinpoint data and elements on any web page, including authenticated and dynamically generated content. Users can define structured data output and apply transforms within queries. AgentQL's natural language selectors find elements intuitively based on the content of the web page and work across similar web sites, self-healing as UI changes over time.
    COPY-PASTE FIX
    AgentQL is a suite of tools designed specifically for connecting LLMs and AI agents to the entire web. It features an AI-powered query language, Python and JavaScript SDKs, a browser-based debugger, and a REST API endpoint. Unlike traditional web scraping or automation tools, AgentQL enables AI agents to interact with live web sites, extract structured data, and automate workflows using natural language queries. It pinpoints data and elements on any web page, including authenticated and dynamically generated content, and its natural language selectors self-heal as UI changes over time.
  • mediumtopics#2
    Refine GitHub topics to emphasize AI agent web interaction and remove generic scraping terms

    Why:

    CURRENT
    agent, ai, aiagent, automation, javascript, playwright, python, rpa, scraping, web, web-scraping, web-scraping-colabs, web-scraping-javascript, web-scraping-python, web-scrapping, webagent
    COPY-PASTE FIX
    ai-agents, llm-tools, web-automation, web-interaction, data-extraction, playwright, python, javascript, rest-api, natural-language-processing, rpa, agentql
  • lowreadme#3
    Add a 'Why AgentQL?' or 'How is AgentQL different?' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, perhaps after 'Features', titled 'Why AgentQL for AI Agents?' with content like: 'AgentQL stands apart from traditional web automation and scraping tools by offering a declarative, GraphQL-like query language specifically designed for AI agents. This allows LLMs to interact with complex web pages, extract structured data, and automate workflows with unprecedented precision and resilience, adapting to UI changes without constant re-coding.'

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 tinyfish-io/agentql
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. Puppeteer · recommended 1×
  3. Selenium WebDriver · recommended 1×
  4. Beautiful Soup 4 (BS4) · recommended 1×
  5. Scrapy · recommended 1×
  • CATEGORY QUERY
    How can my AI agent interact with complex web pages and extract structured data?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Puppeteer
    3. Selenium WebDriver
    4. Beautiful Soup 4 (BS4)
    5. Scrapy
    6. Apify SDK
    7. Microsoft Playwright Testing

    AI recommended 7 alternatives but never named tinyfish-io/agentql. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python library to automate web browser interactions for data scraping.
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright-python)
    2. Selenium WebDriver (SeleniumHQ/selenium)
    3. Pyppeteer (pyppeteer/pyppeteer)
    4. Requests-HTML (psf/requests-html)
    5. MechanicalSoup (MechanicalSoup/MechanicalSoup)
    6. Scrapy (scrapy/scrapy)
    7. scrapy-playwright (scrapy-plugins/scrapy-playwright)
    8. scrapy-selenium (scrapy-plugins/scrapy-selenium)

    AI recommended 8 alternatives but never named tinyfish-io/agentql. 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 tinyfish-io/agentql?
    pass
    AI named tinyfish-io/agentql explicitly

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

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

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

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tinyfish-io/agentql — 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