RRepoGEO

REPOGEO REPORT · LITE

tinyfish-io/agentql

Default branch main · commit 7f5527bf · scanned 6/22/2026, 8:17:53 AM

GitHub: 1,404 stars · 160 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
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
    Emphasize AgentQL's unique declarative, natural language approach in the README's opening

    Why:

    CURRENT
    <h2>AgentQL connects LLMs and AI agents to the entire web</h2>
<p align="center">
  <a href="https://twitter.com/agentql"></a>
    COPY-PASTE FIX
    <h2>AgentQL connects LLMs and AI agents to the entire web</h2>
<p align="center">
  Leverage an AI-powered query language and declarative API to interact with web pages using natural language commands, abstracting away low-level browser automation for AI agents.
</p>
<p align="center">
  <a href="https://twitter.com/agentql"></a>
  • mediumtopics#2
    Add more specific topics highlighting AI agent web interaction and declarative control

    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
    agent, ai, aiagent, automation, javascript, playwright, python, rpa, scraping, web, web-scraping, web-scraping-colabs, web-scraping-javascript, web-scraping-python, web-scrapping, webagent, llm-agents, ai-web-automation, declarative-web-api, natural-language-automation, browser-automation-ai
  • lowreadme#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## AgentQL vs. Alternatives

AgentQL offers a unique approach compared to traditional web scraping libraries like Playwright, Selenium, and BeautifulSoup, or general LLM frameworks such as LlamaIndex and LangChain. While these tools provide foundational capabilities, AgentQL's core differentiator is its AI-powered query language and declarative API, enabling natural language interaction with web pages and abstracting away complex low-level browser automation for AI agents.

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
microsoft/playwright
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. microsoft/playwright · recommended 1×
  2. SeleniumHQ/selenium · recommended 1×
  3. crummy/BeautifulSoup · recommended 1×
  4. psf/requests · recommended 1×
  5. scrapy/scrapy · recommended 1×
  • CATEGORY QUERY
    How can I enable my AI agent to interact with web pages and extract structured data?
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. Selenium WebDriver (SeleniumHQ/selenium)
    3. Beautiful Soup 4 (bs4) (crummy/BeautifulSoup)
    4. Requests (psf/requests)
    5. Scrapy (scrapy/scrapy)
    6. Puppeteer (puppeteer/puppeteer)
    7. Apify SDK (apify/apify-sdk-js)
    8. Cheerio (cheeriojs/cheerio)

    AI recommended 8 alternatives but never named tinyfish-io/agentql. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best tools for AI-driven web scraping and automating complex browser workflows?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. BeautifulSoup
    3. LlamaIndex
    4. LangChain
    5. 2Captcha
    6. Anti-Captcha
    7. Puppeteer
    8. Cheerio
    9. LangChain.js
    10. Browserless.io
    11. Apify
    12. Scrapy
    13. Scrapy-Splash
    14. Scrapy-Playwright
    15. spaCy
    16. Robocorp
    17. Robot Framework
    18. Axiom.ai

    AI recommended 18 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