RRepoGEO

REPOGEO REPORT · LITE

zcaceres/fetch-mcp

Default branch main · commit 1ddb1a59 · scanned 6/7/2026, 1:18:17 PM

GitHub: 778 stars · 115 forks

AI VISIBILITY SCORE
28 /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
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 zcaceres/fetch-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.

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
    Clarify 'MCP' and emphasize 'web content fetching server' in README H1 and opening sentence

    Why:

    CURRENT
    # Fetch MCP Server

An MCP server for fetching web content in multiple formats...
    COPY-PASTE FIX
    # Fetch Web Content Server (Model Context Protocol)

This is a Model Context Protocol (MCP) server for fetching web content in multiple formats...
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    web-scraping, http-client, content-extraction, markdown-conversion, youtube-transcript, readability, proxy, server
  • mediumabout#3
    Update repository description for clarity and keyword inclusion

    Why:

    CURRENT
    A flexible HTTP fetching Model Context Protocol server.
    COPY-PASTE FIX
    A self-hostable HTTP server for fetching web content, converting formats (HTML, Markdown, text), extracting readable articles, and retrieving YouTube transcripts.

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 zcaceres/fetch-mcp
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. turndown · recommended 1×
  3. html2text · recommended 1×
  4. Puppeteer · recommended 1×
  5. Beautiful Soup 4 · recommended 1×
  • CATEGORY QUERY
    How to programmatically fetch website content and convert it to various formats like Markdown?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. turndown
    3. html2text
    4. Puppeteer
    5. Beautiful Soup 4
    6. requests
    7. Scrapy
    8. node-fetch
    9. GoQuery
    10. net/http
    11. wget
    12. curl
    13. pandoc

    AI recommended 13 alternatives but never named zcaceres/fetch-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a service to extract clean article text from URLs, bypassing geo-restrictions with proxies.
    you: not recommended
    AI recommended (in order):
    1. Diffbot Article API
    2. ScraperAPI
    3. Zyte Automatic Extraction API
    4. TextRazor Article Extractor API
    5. Newspaper3k (codelucas/newspaper)
    6. Bright Data
    7. Oxylabs

    AI recommended 7 alternatives but never named zcaceres/fetch-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
    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 zcaceres/fetch-mcp?
    pass
    AI named zcaceres/fetch-mcp explicitly

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

  • If a team adopts zcaceres/fetch-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zcaceres/fetch-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 zcaceres/fetch-mcp solve, and who is the primary audience?
    pass
    AI did not name zcaceres/fetch-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?

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zcaceres/fetch-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