RRepoGEO

REPOGEO REPORT · LITE

souvikmajumder26/Multi-Agent-Medical-Assistant

Default branch main · commit dee00a4d · scanned 6/14/2026, 7:02:24 PM

GitHub: 904 stars · 200 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 souvikmajumder26/Multi-Agent-Medical-Assistant, 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 README opening to emphasize "deployable solution"

    Why:

    CURRENT
    The **Multi-Agent Medical Assistant** is an **AI-powered chatbot** designed to assist with **medical diagnosis, research, and patient interactions**.
    COPY-PASTE FIX
    The **Multi-Agent Medical Assistant** is a **deployable AI-powered chatbot solution** designed to empower **healthcare professionals, researchers, and patients** with advanced **medical diagnosis, research, and interactive assistance**.
  • mediumhomepage#2
    Add a homepage URL to the repository About section

    Why:

    COPY-PASTE FIX
    https://github.com/souvikmajumder26/Multi-Agent-Medical-Assistant
  • mediumtopics#3
    Add application-specific topics to clarify project type

    Why:

    CURRENT
    agent, agentic-ai, agents, chatbot, computer-vision, disease-detection, genai, genai-chatbot, generative-ai, guardrails, langchain, langgraph, large-language-models, llm, medical-image-processing, medical-imaging, python, rag, retrieval-augmented-generation, vector-database
    COPY-PASTE FIX
    agent, agentic-ai, agents, chatbot, computer-vision, disease-detection, genai, genai-chatbot, generative-ai, guardrails, langchain, langgraph, large-language-models, llm, medical-image-processing, medical-imaging, python, rag, retrieval-augmented-generation, vector-database, healthcare-solution, medical-chatbot, ai-assistant, diagnostic-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 souvikmajumder26/Multi-Agent-Medical-Assistant
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Cloud Healthcare API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Healthcare API · recommended 1×
  2. Vertex AI · recommended 1×
  3. Natural Language API · recommended 1×
  4. Microsoft Azure AI for Health · recommended 1×
  5. Azure Health Data Services · recommended 1×
  • CATEGORY QUERY
    Need an AI-powered assistant for medical diagnostics, healthcare research, and patient information.
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Healthcare API
    2. Vertex AI
    3. Natural Language API
    4. Microsoft Azure AI for Health
    5. Azure Health Data Services
    6. Azure Machine Learning
    7. Azure Cognitive Services
    8. Text Analytics for health
    9. Speech to Text
    10. IBM Watson Health
    11. NVIDIA Clara Parabricks
    12. NVIDIA Clara Discovery
    13. Amazon Comprehend Medical
    14. PathAI
    15. Tempus

    AI recommended 15 alternatives but never named souvikmajumder26/Multi-Agent-Medical-Assistant. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best multi-agent generative AI frameworks for medical diagnosis and research?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. Haystack
    5. AgentVerse
    6. LlamaIndex

    AI recommended 6 alternatives but never named souvikmajumder26/Multi-Agent-Medical-Assistant. 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 souvikmajumder26/Multi-Agent-Medical-Assistant?
    pass
    AI did not name souvikmajumder26/Multi-Agent-Medical-Assistant — 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 souvikmajumder26/Multi-Agent-Medical-Assistant in production, what risks or prerequisites should they evaluate first?
    pass
    AI named souvikmajumder26/Multi-Agent-Medical-Assistant 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 souvikmajumder26/Multi-Agent-Medical-Assistant solve, and who is the primary audience?
    pass
    AI did not name souvikmajumder26/Multi-Agent-Medical-Assistant — 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?

Embed your GEO score

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