RRepoGEO

REPOGEO REPORT · LITE

zhinianboke/xianyu-auto-reply

Default branch main · commit 89d605ae · scanned 5/24/2026, 6:37:11 PM

GitHub: 4,678 stars · 1,311 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 zhinianboke/xianyu-auto-reply, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening paragraph to clearly state the project's purpose and audience

    Why:

    CURRENT
    # 闲鱼自动回复系统

本文档面向运维与部署人员，详细说明本项目的部署流程、依赖版本、环境变量、常用运维命令与故障排查方法。
    COPY-PASTE FIX
    # 闲鱼自动回复管理系统

闲鱼自动回复管理系统是一个基于 Python + FastAPI 开发的自动化客服系统，专为闲鱼平台设计。它通过 WebSocket 连接闲鱼服务器，实时接收和处理消息，提供智能化的自动回复服务，帮助闲鱼卖家高效管理订单和客户沟通。
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Add a LICENSE file (e.g., LICENSE.md) to the repository root, containing the text of your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).

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 zhinianboke/xianyu-auto-reply
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Gorgias
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Gorgias · recommended 1×
  2. Zendesk · recommended 1×
  3. Intercom · recommended 1×
  4. Freshdesk · recommended 1×
  5. Help Scout · recommended 1×
  • CATEGORY QUERY
    Looking for a system to automate customer service responses on an online marketplace.
    you: not recommended
    AI recommended (in order):
    1. Gorgias
    2. Zendesk
    3. Intercom
    4. Freshdesk
    5. Help Scout
    6. Reamaze

    AI recommended 6 alternatives but never named zhinianboke/xianyu-auto-reply. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good options for a Python-powered intelligent auto-reply system using AI or keywords?
    you: not recommended
    AI recommended (in order):
    1. Rasa (RasaHQ/rasa)
    2. Haystack (deepset-ai/haystack)
    3. spaCy (explosion/spaCy)
    4. NLTK (nltk/nltk)
    5. OpenAI API
    6. LangChain (langchain-ai/langchain)
    7. Hugging Face Transformers (huggingface/transformers)

    AI recommended 7 alternatives but never named zhinianboke/xianyu-auto-reply. 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 zhinianboke/xianyu-auto-reply?
    pass
    AI did not name zhinianboke/xianyu-auto-reply — 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 zhinianboke/xianyu-auto-reply in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zhinianboke/xianyu-auto-reply 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 zhinianboke/xianyu-auto-reply solve, and who is the primary audience?
    pass
    AI named zhinianboke/xianyu-auto-reply 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 zhinianboke/xianyu-auto-reply. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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zhinianboke/xianyu-auto-reply — 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