┌─────────────────────────────────────────────────┐
│  Claude Desktop                                 │
│  - User conversation interface                  │
│  - Synthesizes final answers from theme data    │
└────────────────┬────────────────────────────────┘
                 │ MCP Protocol (stdio)
                 ▼
┌─────────────────────────────────────────────────┐
│  MCP Server (mcp_server_standalone.py)          │
│  - 11 MCP tools (6 source-specific + 5 utility) │
│  - HTTP client to FastAPI backend               │
│  - Port 8766                                    │
└────────────────┬────────────────────────────────┘
                 │ HTTP (localhost:8766)
                 ▼
┌─────────────────────────────────────────────────┐
│  FastAPI Backend (cit/api/main.py)              │
│  - 6 data pipeline modules                      │
│  - Snowflake Cortex Search integration          │
│  - OpenArena WebSocket LLM gateway              │
│  - SSE streaming for real-time progress         │
└─────────────────────────────────────────────────┘

cd cocounsel_standalone_mcp
python3 -m venv .venv
source .venv/bin/activate  # or .venv\Scripts\activate on Windows

pip install -r requirements.txt
pip install -r requirements-mcp.txt

cp .env.example .env
# Edit .env with your Snowflake & ESSO credentials

./run_standalone.sh

curl http://127.0.0.1:8766/health
# Expected: {"status":"ok","product":"standalone"}

{
  "mcpServers": {
    "cit-standalone": {
      "command": "/absolute/path/to/.venv/bin/python",
      "args": ["/absolute/path/to/cocounsel_standalone_mcp/mcp_server_standalone.py"],
      "env": {
        "CIT_API_BASE": "http://127.0.0.1:8766",
        "CIT_MCP_TIMEOUT": "200",
        "SNOWFLAKE_ACCOUNT": "a206448_prod.us-east-1",
        "SNOWFLAKE_USER": "your.email@thomsonreuters.com",
        "SNOWFLAKE_PAT": "your-token",
        "ESSO_TOKEN": "your-esso-token",
        "WS_WORKFLOW_ID": "04d8d46e-0806-4653-b8ba-e718d919c567"
      }
    }
  }
}

Check the health of the CIT system.

1. "What are the top pricing objections in Gong calls about CoCounsel Core?"

2. "What are the main NPS complaints for CoCounsel Standalone?"

3. "Which skills are users rating lowest?"

4. "What are the most common support cases for CoCounsel Core?"

5. "What feedback came through Core Product Feedback channel this month?"

6. "What themes emerged from VOC customer interviews?"

7. "Compare NPS feedback and Gong calls about ease of use for CoCounsel Standalone."

cocounsel_standalone_mcp/
├── cit/
│   ├── api/
│   │   ├── main.py              # FastAPI app entry point
│   │   ├── schemas.py           # Pydantic request/response models
│   │   └── routers/
│   │       └── query.py         # Query router with SSE streaming
│   ├── pipelines/
│   │   ├── standalone_gong.py   # Gong calls (no filter)
│   │   ├── nps.py               # NPS (filtered: General)
│   │   ├── skills.py            # Skills (Standalone-only)
│   │   ├── cases.py             # Cases (filtered: exclude Drafting)
│   │   ├── standalone_teams.py  # Teams (filtered: Core channels)
│   │   └── standalone_sharepoint.py  # SharePoint (Standalone-only)
│   ├── services/
│   │   ├── snowflake_conn.py    # Snowflake connection management
│   │   ├── legacy.py            # Cortex Search wrapper
│   │   ├── llm_gateway.py       # OpenArena WebSocket LLM client
│   │   └── utils.py             # Shared pipeline utilities
│   ├── core/
│   │   ├── errors.py            # Custom exceptions
│   │   └── events.py            # SSE event helpers
│   ├── config.py                # Standalone-specific constants
│   └── settings.py              # Environment variable loader
├── mcp_server_standalone.py     # MCP server (stdio transport)
├── requirements.txt             # Python dependencies
├── requirements-mcp.txt         # MCP-specific dependencies
├── .env.example                 # Environment template
├── run_standalone.sh            # Start script
└── claude_desktop_config_standalone.json  # Claude Desktop config template