RRepoGEO

REPOGEO REPORT · LITE

nicobailon/pi-web-access

Default branch main · commit 076bf0db · scanned 6/16/2026, 8:22:29 PM

GitHub: 653 stars · 101 forks

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 nicobailon/pi-web-access, 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 README H1 and first sentence to clarify 'Pi coding agent'

    Why:

    CURRENT
    # Pi Web Access

**Web search, content extraction, and video understanding for Pi agent. Zero-config Exa search, optional browser-cookie Gemini Web, or bring your own API keys.**
    COPY-PASTE FIX
    # Pi Web Access: Web Search & Content Extraction for the Pi Coding Agent

**An essential extension for the Pi coding agent, providing web search, content extraction, and video understanding capabilities. It offers zero-config Exa search, optional browser-cookie Gemini Web, or allows you to bring your own API keys.**
  • mediumtopics#2
    Add more specific topics for AI agent capabilities

    Why:

    CURRENT
    perplexity, pi-coding-agent, typescript, web-search
    COPY-PASTE FIX
    ai-agent, llm-agent, web-access, content-extraction, video-understanding, pi-coding-agent, typescript, web-search, perplexity, exa-search, gemini-api
  • lowhomepage#3
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/nicobailon/pi-web-access

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 nicobailon/pi-web-access
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 2 of 2 queries
COMPETITOR LEADERBOARD
  1. microsoft/playwright · recommended 2×
  2. opencv/opencv · recommended 2×
  3. Google Cloud Vertex AI · recommended 1×
  4. Google Search API · recommended 1×
  5. Google Cloud Video Intelligence API · recommended 1×
  • CATEGORY QUERY
    How can I equip an AI agent with web search, content extraction, and video understanding?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Vertex AI
    2. Google Search API
    3. Google Cloud Video Intelligence API
    4. Google Cloud Document AI
    5. Azure AI Services
    6. Azure Cognitive Search
    7. Bing Web Search API
    8. Azure AI Document Intelligence
    9. Azure AI Video Indexer
    10. OpenAI API
    11. SerpAPI
    12. GPT-4
    13. Beautiful Soup
    14. Playwright (microsoft/playwright)
    15. Whisper (openai/whisper)
    16. LangChain (langchain-ai/langchain)
    17. LlamaIndex (run-llama/llama_index)
    18. Hugging Face Transformers (huggingface/transformers)
    19. You.com API
    20. Perplexity AI API
    21. AssemblyAI
    22. Requests (psf/requests)
    23. Scrapy (scrapy/scrapy)
    24. OpenCV (opencv/opencv)
    25. spaCy (explosion/spaCy)
    26. NLTK (nltk/nltk)
    27. Mozilla DeepSpeech (mozilla/DeepSpeech)

    AI recommended 27 alternatives but never named nicobailon/pi-web-access. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a zero-config web access library for AI agents with smart fallbacks and video analysis.
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. OpenCV (opencv/opencv)
    3. PyTorch Video (pytorch/vision)
    4. Puppeteer (puppeteer/puppeteer)
    5. OpenCV.js (opencv/opencv.js)
    6. Selenium (SeleniumHQ/selenium)
    7. Browserless.io
    8. Apify SDK (apify/apify-sdk-js)
    9. Robocorp
    10. Robot Framework (robotframework/robotframework)
    11. SeleniumLibrary (robotframework/SeleniumLibrary)

    AI recommended 11 alternatives but never named nicobailon/pi-web-access. 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 nicobailon/pi-web-access?
    pass
    AI named nicobailon/pi-web-access explicitly

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

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

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

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nicobailon/pi-web-access — 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