RRepoGEO

REPOGEO REPORT · LITE

Decade-qiu/CookHero

Default branch main · commit b8d4c5ba · scanned 6/10/2026, 11:23:00 PM

GitHub: 560 stars · 81 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 Decade-qiu/CookHero, 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 the project's nature and core tech stack in the README's introduction

    Why:

    CURRENT
    CookHero（烹饪英雄）是一个融合 LLM、RAG、Agent、多模态与营养数据分析的个性化饮食管理平台。它不仅是菜谱库，更是一位能陪你做计划、做记录、看数据、给建议的“饮食管理英雄助手”，帮助你把烹饪与健康目标变成可执行的日常。
    COPY-PASTE FIX
    CookHero（烹饪英雄）是一个基于 **FastAPI + React + PostgreSQL + Milvus** 等现代全栈技术构建的**开源智能饮食与烹饪管理平台**。它融合 LLM、RAG、Agent、多模态与营养数据分析，旨在为开发者提供一个可扩展的参考实现，同时作为一位能陪你做计划、做记录、看数据、给建议的“饮食管理英雄助手”，帮助厨房新手轻松成为“烹饪英雄”。
  • highhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://www.cookhero.com
  • mediumtopics#3
    Enhance topics to emphasize the platform/framework aspect for developers

    Why:

    CURRENT
    agent, ai-chatbot, cooking-assistant, langchain, mcp, milvus, rag, subagents, tool, web-search
    COPY-PASTE FIX
    agent, ai-chatbot, cooking-assistant, langchain, mcp, milvus, rag, subagents, tool, web-search, ai-platform, llm-framework, full-stack-ai, reference-implementation

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 Decade-qiu/CookHero
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PlateJoy
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. PlateJoy · recommended 1×
  2. Eat This Much · recommended 1×
  3. Whisk · recommended 1×
  4. Paprika Recipe Manager · recommended 1×
  5. Mealime · recommended 1×
  • CATEGORY QUERY
    Looking for an AI-powered assistant to manage personalized meal planning and cooking guidance.
    you: not recommended
    AI recommended (in order):
    1. PlateJoy
    2. Eat This Much
    3. Whisk
    4. Paprika Recipe Manager
    5. Mealime

    AI recommended 5 alternatives but never named Decade-qiu/CookHero. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build an intelligent agent for multimodal diet tracking and nutritional analysis?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Google Cloud Vision AI
    3. Amazon Rekognition
    4. USDA FoodData Central API
    5. Open Food Facts API
    6. Google Cloud Speech-to-Text
    7. AWS Transcribe
    8. OpenAI Whisper API
    9. LangChain
    10. LlamaIndex
    11. FastAPI
    12. Flask
    13. TensorFlow
    14. PyTorch

    AI recommended 14 alternatives but never named Decade-qiu/CookHero. 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 Decade-qiu/CookHero?
    pass
    AI did not name Decade-qiu/CookHero — 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 Decade-qiu/CookHero in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Decade-qiu/CookHero 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 Decade-qiu/CookHero solve, and who is the primary audience?
    pass
    AI named Decade-qiu/CookHero 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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MARKDOWN (README)
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Decade-qiu/CookHero — 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