RRepoGEO

REPOGEO REPORT · LITE

chaitin/PandaWiki

Default branch main · commit 19af1074 · scanned 5/25/2026, 4:01:44 PM

GitHub: 9,662 stars · 943 forks

AI VISIBILITY SCORE
40 /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
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 chaitin/PandaWiki, 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 README's opening sentence to emphasize self-hosted, open-source, AI-powered knowledge base application

    Why:

    CURRENT
    PandaWiki 是一款 AI 大模型驱动的**开源知识库搭建系统**，帮助你快速构建智能化的 **产品文档、技术文档、FAQ、博客系统**，借助大模型的力量为你提供 **AI 创作、AI 问答、AI 搜索** 等能力。
    COPY-PASTE FIX
    PandaWiki 是一款专为企业和团队设计的**开源、自托管 AI 知识库应用**，它利用大模型技术，帮助您快速构建智能化的产品文档、技术文档、FAQ 和博客系统，提供强大的 AI 创作、AI 问答和 AI 搜索能力。
  • mediumtopics#2
    Correct typo and add more specific topics

    Why:

    CURRENT
    ai, docs, document, documentation, kb, knownledge, llm, self-hosted, wiki
    COPY-PASTE FIX
    ai, docs, document, documentation, kb, knowledge, llm, self-hosted, wiki, knowledge-base-system, ai-powered-wiki, enterprise-wiki
  • lowreadme#3
    Add a 'Why PandaWiki?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, e.g., '## 💡 为什么选择 PandaWiki？' (Why choose PandaWiki?) or '## 🆚 与其他方案对比' (Comparison with other solutions), explaining its focus on self-hosted, open-source, AI-powered knowledge base systems for teams, contrasting it with SaaS solutions (cost, data control) and raw AI frameworks (ease of use, complete solution).

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 chaitin/PandaWiki
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Zendesk Guide
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Zendesk Guide · recommended 1×
  2. Answer Bot · recommended 1×
  3. Intercom Articles · recommended 1×
  4. Fin AI · recommended 1×
  5. Help Scout Docs · recommended 1×
  • CATEGORY QUERY
    How can I build an AI-powered knowledge base for product documentation and FAQs?
    you: not recommended
    AI recommended (in order):
    1. Zendesk Guide
    2. Answer Bot
    3. Intercom Articles
    4. Fin AI
    5. Help Scout Docs
    6. AI Assist
    7. Guru
    8. Document360
    9. Algolia
    10. Contentful
    11. Strapi
    12. OpenAI's GPT-4
    13. Google's Gemini
    14. Confluence

    AI recommended 14 alternatives but never named chaitin/PandaWiki. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source self-hosted systems offer AI content creation and intelligent search for docs?
    you: not recommended
    AI recommended (in order):
    1. DocuSeal
    2. LlamaIndex
    3. LangChain
    4. Llama 3
    5. Mistral
    6. Mixtral
    7. sentence-transformers/all-MiniLM-L6-v2
    8. Ollama
    9. LM Studio
    10. Hugging Face Transformers
    11. Wiki.js
    12. Outline
    13. Gradio
    14. Streamlit
    15. Chroma
    16. Weaviate
    17. Qdrant

    AI recommended 17 alternatives but never named chaitin/PandaWiki. 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 chaitin/PandaWiki?
    pass
    AI named chaitin/PandaWiki explicitly

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

  • If a team adopts chaitin/PandaWiki in production, what risks or prerequisites should they evaluate first?
    pass
    AI named chaitin/PandaWiki 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 chaitin/PandaWiki solve, and who is the primary audience?
    pass
    AI named chaitin/PandaWiki explicitly

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

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chaitin/PandaWiki — 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