MCP client (Claude Desktop / chat-widget backend / agent)
        │   JSON-RPC 2.0
        ▼
   stdio transport
        │
        ▼
  askhabib.server  (MCPServer, package: askhabib)
   ├─ tools: list_publications, get_publication,
   │         search_publications, get_profile, get_links
   └─ resources: profile://habib/cv   (Markdown CV)
        │
        ▼
  askhabib.data   (ground-truth corpus — titles, venues, years;
                   summaries flagged draft: True)
        │
   no network calls, ever

git clone https://github.com/habib-analyst/ask-habib-mcp
cd ask-habib-mcp
pip install -r requirements.txt
pip install .

# sanity check — runs a real stdio MCP session against the server
python -m askhabib.demo_client

{
  "mcpServers": {
    "ask-habib": {
      "command": "ask-habib-server",
      "args": []
    }
  }
}

{
  "mcpServers": {
    "ask-habib": {
      "command": "python",
      "args": ["-m", "askhabib.server"]
    }
  }
}

>>> client: starting ask-habib MCP server over stdio
<<< server: hello — ask-habib (protocol 2025-11-25)
<<< server: tools available: list_publications, get_publication, search_publications, get_profile, get_links
>>> client: search_publications(query="deepfake")
<<< server: 1 match(es):
    - Multimodal-FNet: Unparametrized Token Mixing for Multimodal Deepfake Detection
    (summaries are drafts pending his verification)
>>> client: get_publication(publication_id="p1")
<<< server: Revolutionizing medical imaging: A cutting-edge AI framework with vision transformers and perceiver IO for multi-disease diagnosis
    Computational Biology and Chemistry, 2025 (published)
    summary: Hybrid framework combining Vision Transformers with Perceiver IO for multi-disease diagnosis across imaging domains including MRI, CT/X-ray, and dermoscopic images. Evaluated on Stroke, Alzheimer's, Tinea, Melanoma, Pneumonia, and Lung Cancer cases. Ships with
... [truncated]
>>> client: get_profile()
<<< server: Habib Ur Rehman — ML/AI Engineer
    ML/AI Engineer at SANWA SYSTEM SERVICE CO. LTD
    BS Data Analytics, Government College University Faisalabad (2021-2025)
    skills: Python, PyTorch, TensorFlow, Hugging Face, LangChain/LangGraph, ...
>>> client: read_resource('profile://habib/cv')
<<< server: Markdown CV (3890 chars), opens with: '# Habib Ur Rehman'
>>> client: session closed