RRepoGEO

REPOGEO REPORT · LITE

Samge0/ragflow-upload

Default branch main · commit d7916cfc · scanned 6/4/2026, 6:16:56 AM

GitHub: 516 stars · 67 forks

AI VISIBILITY SCORE
22 /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
1 / 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 Samge0/ragflow-upload, 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 to clarify its specific role as a RagFlow utility

    Why:

    CURRENT
    ## 上传文档到RagFlow知识库
RagFlow是一个基于 LLM 的问答系统，能够快速构建智能问答平台。然而，RagFlow 默认的知识库上传界面存在一些局限性：
    COPY-PASTE FIX
    ## RagFlow 知识库文档批量上传与自动化解析工具
这是一个专为 RagFlow 设计的自动化工具，用于解决其默认知识库上传界面在处理大量文件时的效率问题。RagFlow是一个基于 LLM 的问答系统，能够快速构建智能问答平台。然而，RagFlow 默认的知识库上传界面存在一些局限性：
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add a link to a project page, documentation, or a relevant blog post that provides more context about the `ragflow-upload` tool.

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 Samge0/ragflow-upload
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Pinecone
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Pinecone · recommended 2×
  2. langchain-ai/langchain · recommended 1×
  3. chromadb/chroma · recommended 1×
  4. weaviate/weaviate · recommended 1×
  5. Unstructured-IO/unstructured · recommended 1×
  • CATEGORY QUERY
    How to automate bulk document upload and parsing for an AI knowledge base?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. Pinecone
    3. Chroma (chromadb/chroma)
    4. Weaviate (weaviate/weaviate)
    5. Unstructured.io (Unstructured-IO/unstructured)
    6. Apache Tika
    7. LlamaIndex (run-llama/llama_index)
    8. AWS Textract
    9. Google Cloud Document AI
    10. Azure Form Recognizer
    11. Pandoc (jgm/pandoc)

    AI recommended 11 alternatives but never named Samge0/ragflow-upload. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to programmatically populate an LLM-powered Q&A knowledge base with many files?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. Faiss
    5. Sentence-Transformers
    6. Hugging Face Transformers
    7. Pinecone
    8. Weaviate
    9. Qdrant
    10. Chroma

    AI recommended 10 alternatives but never named Samge0/ragflow-upload. 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 Samge0/ragflow-upload?
    pass
    AI did not name Samge0/ragflow-upload — 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 Samge0/ragflow-upload in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Samge0/ragflow-upload 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 Samge0/ragflow-upload solve, and who is the primary audience?
    pass
    AI did not name Samge0/ragflow-upload — 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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite