RRepoGEO

REPOGEO REPORT · LITE

FB208/OpenBidKit_Yibiao

Default branch main · commit 5a7b6fa7 · scanned 6/16/2026, 12:16:42 PM

GitHub: 883 stars · 271 forks

AI VISIBILITY SCORE
33 /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
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 FB208/OpenBidKit_Yibiao, 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
    Explicitly state the project's architecture and type in the README

    Why:

    COPY-PASTE FIX
    Add the following sentence immediately after the '🚀 开箱即用-开源免费AI标书编写工具' line: '这是一个基于 Electron、React 和 TypeScript 构建的跨平台桌面应用。'
  • mediumtopics#2
    Refine repository topics for better categorization

    Why:

    CURRENT
    ai, ai-writing, bid, bidding, document-ai, electron, llm, office-automation, proposal-generator, proposal-writing, rag, react, service, services, tender, tender-document, typescript
    COPY-PASTE FIX
    ai, ai-assistant, ai-writing, bid, bidding, desktop-app, document-ai, electron, electron-app, llm, office-automation, proposal-generator, proposal-management, proposal-writing, rag, react, tender, tender-document, tender-management, typescript
  • lowreadme#3
    Add a comparison statement to differentiate from generic AI tools

    Why:

    COPY-PASTE FIX
    Add a sentence to the '解决什么问题' section or a new '核心优势' section: '与通用AI写作工具或原始LLM不同，易标投标工具箱专为招投标文档的复杂性而设计，提供知识库管理、文档检查和针对投标场景的结构化输出等功能。'

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 FB208/OpenBidKit_Yibiao
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
huggingface/transformers
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. huggingface/transformers · recommended 1×
  2. meta-llama/llama-models · recommended 1×
  3. mistralai/mistral-src · recommended 1×
  4. falconllm/falcon · recommended 1×
  5. langchain-ai/langchain · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source AI tool to help generate tender documents cheaply.
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers (huggingface/transformers)
    2. Llama 3 (meta-llama/llama-models)
    3. Mistral (mistralai/mistral-src)
    4. Falcon (falconllm/falcon)
    5. LangChain (langchain-ai/langchain)
    6. SpaCy (explosion/spaCy)
    7. Apache OpenNLP (apache/opennlp)
    8. Pandoc (jgm/pandoc)

    AI recommended 8 alternatives but never named FB208/OpenBidKit_Yibiao. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What desktop application helps with AI proposal writing, checking, and knowledge base management?
    you: not recommended
    AI recommended (in order):
    1. Notion AI
    2. ChatGPT
    3. Jasper
    4. Mem.ai
    5. Scrivener

    AI recommended 5 alternatives but never named FB208/OpenBidKit_Yibiao. 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 FB208/OpenBidKit_Yibiao?
    pass
    AI did not name FB208/OpenBidKit_Yibiao — 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 FB208/OpenBidKit_Yibiao in production, what risks or prerequisites should they evaluate first?
    pass
    AI named FB208/OpenBidKit_Yibiao 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 FB208/OpenBidKit_Yibiao solve, and who is the primary audience?
    pass
    AI named FB208/OpenBidKit_Yibiao explicitly

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

Embed your GEO score

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FB208/OpenBidKit_Yibiao — 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