RRepoGEO

REPOGEO REPORT · LITE

iFurySt/RedNote-MCP

Default branch main · commit 74bf739a · scanned 5/27/2026, 3:47:03 AM

GitHub: 1,059 stars · 171 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 iFurySt/RedNote-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 project purpose in README's opening statement

    Why:

    CURRENT
    # RedNote MCP
    COPY-PASTE FIX
    # RedNote MCP: Programmatic Access Server for XiaoHongShu (XHS) Content

This project provides an MCP (Multi-Content Platform) server designed to programmatically search, retrieve, and manage content from XiaoHongShu (小红书), also known as RedNote.
  • mediumtopics#2
    Expand topics to include full platform name and functional keywords

    Why:

    CURRENT
    ai, mcp, mcp-server, rednote, rednote-mcp, xhs, xhs-mcp
    COPY-PASTE FIX
    ai, mcp, mcp-server, rednote, rednote-mcp, xhs, xhs-mcp, xiaohongshu, social-media-api, content-scraping, data-extraction
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/iFurySt/RedNote-MCP

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 iFurySt/RedNote-MCP
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Twitter API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Twitter API · recommended 1×
  2. Facebook Graph API · recommended 1×
  3. Instagram Graph API · recommended 1×
  4. YouTube Data API · recommended 1×
  5. Reddit API · recommended 1×
  • CATEGORY QUERY
    How can I programmatically search and retrieve content from popular social media platforms?
    you: not recommended
    AI recommended (in order):
    1. Twitter API
    2. Facebook Graph API
    3. Instagram Graph API
    4. YouTube Data API
    5. Reddit API
    6. LinkedIn API
    7. TikTok API

    AI recommended 7 alternatives but never named iFurySt/RedNote-MCP. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help build a content proxy server for a Chinese social media platform?
    you: not recommended
    AI recommended (in order):
    1. Nginx
    2. Squid
    3. V2Ray
    4. Xray
    5. Shadowsocks
    6. HAProxy
    7. OpenVPN
    8. Docker
    9. Kubernetes

    AI recommended 9 alternatives but never named iFurySt/RedNote-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 iFurySt/RedNote-MCP?
    pass
    AI named iFurySt/RedNote-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 iFurySt/RedNote-MCP in production, what risks or prerequisites should they evaluate first?
    pass
    AI named iFurySt/RedNote-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 iFurySt/RedNote-MCP solve, and who is the primary audience?
    pass
    AI named iFurySt/RedNote-MCP explicitly

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

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iFurySt/RedNote-MCP — RepoGEO report