RRepoGEO

REPOGEO REPORT · LITE

jae-jae/fetcher-mcp

Default branch main · commit 8754aff6 · scanned 5/24/2026, 8:48:12 AM

GitHub: 1,051 stars · 97 forks

AI VISIBILITY SCORE
33 /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
2 / 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 jae-jae/fetcher-mcp, 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 jae-jae/fetcher-mcp
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. puppeteer/puppeteer · recommended 1×
  3. SeleniumHQ/selenium · recommended 1×
  4. scrapinghub/splash · recommended 1×
  5. cyrus-and/chrome-remote-interface · recommended 1×
  • CATEGORY QUERY
    How to scrape modern JavaScript-heavy websites efficiently with a headless browser?
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. Puppeteer (puppeteer/puppeteer)
    3. Selenium WebDriver (SeleniumHQ/selenium)
    4. Splash (scrapinghub/splash)
    5. chrome-remote-interface (cyrus-and/chrome-remote-interface)

    AI recommended 5 alternatives but never named jae-jae/fetcher-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good server for extracting main content from multiple URLs concurrently?
    you: not recommended
    AI recommended (in order):
    1. Scrapy (scrapy/scrapy)
    2. BeautifulSoup (crummy/BeautifulSoup)
    3. lxml (lxml/lxml)
    4. Playwright (microsoft/playwright)
    5. net/http
    6. goquery (PuerkitoBio/goquery)
    7. axios (axios/axios)
    8. cheerio (cheeriojs/cheerio)
    9. httpx (encode/httpx)
    10. Apache Nutch (apache/nutch)

    AI recommended 10 alternatives but never named jae-jae/fetcher-mcp. 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 jae-jae/fetcher-mcp?
    pass
    AI did not name jae-jae/fetcher-mcp — 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 jae-jae/fetcher-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jae-jae/fetcher-mcp 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 jae-jae/fetcher-mcp solve, and who is the primary audience?
    pass
    AI named jae-jae/fetcher-mcp explicitly

    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 jae-jae/fetcher-mcp. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/jae-jae/fetcher-mcp.svg)](https://repogeo.com/en/r/jae-jae/fetcher-mcp)
HTML
<a href="https://repogeo.com/en/r/jae-jae/fetcher-mcp"><img src="https://repogeo.com/badge/jae-jae/fetcher-mcp.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

jae-jae/fetcher-mcp — 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