RRepoGEO

REPOGEO REPORT · LITE

aki66938/xhs-toolkit

Default branch main · commit 74d77449 · scanned 6/28/2026, 7:56:54 AM

GitHub: 1,298 stars · 177 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 aki66938/xhs-toolkit, 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 clarify project status

    Why:

    CURRENT
    # 项目停更说明

因作者个人原因项目已经停止推进约1年之久，后续也不再计划维护。
非常感谢大家支持，项目做了自动化及接口算法签名上的一些设计，有兴趣的朋友可以自行fork后继续二开构建属于自己的MCP工具

# 📕 小红书创作者MCP工具包
    COPY-PASTE FIX
    # 📕 小红书创作者MCP工具包 (Xiaohongshu Creator MCP Toolkit)

一个强大的小红书自动化工具包，支持通过MCP协议与AI客户端（如Claude Desktop等）集成，实现与AI对话即可进行内容创作、发布及创作者数据分析。

**项目停更说明:** 因作者个人原因项目已经停止推进约1年之久，后续也不再计划维护。非常感谢大家支持，项目做了自动化及接口算法签名上的一些设计，有兴趣的朋友可以自行fork后继续二开构建属于自己的MCP工具。
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    xiaohongshu, mcp-protocol, ai-client-integration, content-automation, social-media-publishing, data-analytics, creator-tools, python
  • mediumreadme#3
    Add a 'Core Advantage' section to highlight AI client integration

    Why:

    COPY-PASTE FIX
    ## 核心优势 (Core Advantage)
本工具包的核心在于其**通过MCP协议与主流AI客户端（如Claude Desktop）的深度集成**，使得创作者能够直接利用AI进行小红书内容创作、自动化发布及数据分析，而非仅仅是数据抓取。

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 aki66938/xhs-toolkit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Buffer Publish
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Buffer Publish · recommended 1×
  2. Hootsuite · recommended 1×
  3. Jasper · recommended 1×
  4. ChatGPT · recommended 1×
  5. Copy.ai · recommended 1×
  • CATEGORY QUERY
    How can I automate content creation and publishing on social media using AI clients?
    you: not recommended
    AI recommended (in order):
    1. Buffer Publish
    2. Hootsuite
    3. Jasper
    4. ChatGPT
    5. Copy.ai
    6. Sprout Social
    7. Later

    AI recommended 7 alternatives but never named aki66938/xhs-toolkit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for tools to automate content posting and collect creator data from a Chinese social platform.
    you: not recommended
    AI recommended (in order):
    1. Octoparse
    2. Phantombuster
    3. Apify
    4. GoLogin
    5. Multilogin
    6. Selenium
    7. Playwright
    8. WeChat Official Account Platform API
    9. Weibo Open Platform API
    10. Zapier
    11. Make

    AI recommended 11 alternatives but never named aki66938/xhs-toolkit. 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 aki66938/xhs-toolkit?
    pass
    AI named aki66938/xhs-toolkit explicitly

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

  • If a team adopts aki66938/xhs-toolkit in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name aki66938/xhs-toolkit — 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?

  • In one sentence, what problem does the repo aki66938/xhs-toolkit solve, and who is the primary audience?
    pass
    AI named aki66938/xhs-toolkit explicitly

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

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aki66938/xhs-toolkit — 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