RRepoGEO

REPOGEO REPORT · LITE

steel-dev/awesome-web-agents

Default branch main · commit f68261f7 · scanned 5/27/2026, 2:28:47 PM

GitHub: 1,445 stars · 180 forks

AI VISIBILITY SCORE
22 /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
1 / 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 steel-dev/awesome-web-agents, 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.

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 steel-dev/awesome-web-agents
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Playwright
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Playwright · recommended 2×
  2. Puppeteer · recommended 2×
  3. Selenium WebDriver · recommended 1×
  4. LangChain · recommended 1×
  5. AutoGPT · recommended 1×
  • CATEGORY QUERY
    What frameworks and resources exist for developing AI agents that interact with web browsers?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium WebDriver
    3. Puppeteer
    4. LangChain
    5. AutoGPT
    6. BabyAGI
    7. Beautiful Soup
    8. Requests

    AI recommended 8 alternatives but never named steel-dev/awesome-web-agents. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I find tools to automate web interactions and scrape data using AI models?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. BeautifulSoup
    3. lxml
    4. Scrapy
    5. OpenAI's GPT-4
    6. Hugging Face Transformers
    7. Puppeteer
    8. Hugging Face.js
    9. Apify
    10. Browserless.io
    11. Google Cloud AI
    12. Robocorp
    13. spaCy
    14. Transformers
    15. Google Cloud Natural Language API

    AI recommended 15 alternatives but never named steel-dev/awesome-web-agents. 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 steel-dev/awesome-web-agents?
    pass
    AI did not name steel-dev/awesome-web-agents — 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 steel-dev/awesome-web-agents in production, what risks or prerequisites should they evaluate first?
    pass
    AI named steel-dev/awesome-web-agents 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 steel-dev/awesome-web-agents solve, and who is the primary audience?
    pass
    AI did not name steel-dev/awesome-web-agents — 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?

Embed your GEO score

Drop this badge into the README of steel-dev/awesome-web-agents. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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steel-dev/awesome-web-agents — 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