Spaces:
Running
Running
feat: MCP server + HF Docker Space config for AgentSpot
Browse filesmcp_server.py exposes the demo-build pipeline as MCP tools (ping,
build_demo_from_brief). Thin adapter over the existing controller;
streamable-HTTP with a pure-ASGI bearer gate + unauthenticated health
route. Dockerfile/README target an HF Docker Space (deploy branch only).
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
- Dockerfile +20 -30
- README.md +28 -157
- mcp_server.py +318 -0
Dockerfile
CHANGED
|
@@ -1,39 +1,29 @@
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| 1 |
-
#
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| 2 |
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#
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#
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| 7 |
WORKDIR /app
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| 8 |
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| 9 |
-
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| 10 |
-
RUN apt-get update && apt-get install -y \
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| 11 |
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git \
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| 12 |
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curl \
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-
&& rm -rf /var/lib/apt/lists/*
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| 14 |
-
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| 15 |
-
# Copy requirements first for better caching
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| 16 |
-
COPY requirements.txt .
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-
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RUN pip install --no-cache-dir -r requirements.txt
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-
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COPY . .
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-
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-
# Set environment variables for Gradio
|
| 28 |
-
ENV GRADIO_SERVER_NAME="0.0.0.0"
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| 29 |
-
ENV GRADIO_SERVER_PORT="7860"
|
| 30 |
-
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| 31 |
-
# Expose the Gradio port
|
| 32 |
EXPOSE 7860
|
| 33 |
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| 34 |
-
|
| 35 |
-
HEALTHCHECK --interval=30s --timeout=10s --start-period=5s --retries=3 \
|
| 36 |
-
CMD curl -f http://localhost:7860/ || exit 1
|
| 37 |
-
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| 38 |
-
# Run the application
|
| 39 |
-
CMD ["python", "app.py"]
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|
| 1 |
+
# Dockerfile β DemoPrep MCP Space (Hugging Face Docker Space)
|
| 2 |
+
#
|
| 3 |
+
# Runs the MCP server (mcp_server.py) over streamable-HTTP on port 7860.
|
| 4 |
+
# This is a SEPARATE Space from the Gradio app: same codebase, different
|
| 5 |
+
# entrypoint. Business logic stays in one place (demoprep_app/) β this Space
|
| 6 |
+
# just runs the MCP adapter instead of the Gradio UI.
|
| 7 |
+
#
|
| 8 |
+
# Required secrets: set in Space Settings -> Repository Secrets (see the
|
| 9 |
+
# mcp_server.py module docstring for the full list).
|
| 10 |
+
FROM python:3.11-slim
|
| 11 |
+
|
| 12 |
+
RUN useradd -m -u 1000 user
|
| 13 |
WORKDIR /app
|
| 14 |
|
| 15 |
+
RUN apt-get update && apt-get install -y git curl && rm -rf /var/lib/apt/lists/*
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| 17 |
+
COPY --chown=user requirements.txt .
|
| 18 |
RUN pip install --no-cache-dir -r requirements.txt
|
| 19 |
|
| 20 |
+
COPY --chown=user . .
|
|
|
|
| 21 |
|
| 22 |
+
USER user
|
| 23 |
+
ENV MCP_TRANSPORT=http \
|
| 24 |
+
MCP_HTTP_PORT=7860 \
|
| 25 |
+
HOME=/home/user
|
| 26 |
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| 27 |
EXPOSE 7860
|
| 28 |
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| 29 |
+
CMD ["python", "mcp_server.py"]
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README.md
CHANGED
|
@@ -1,170 +1,41 @@
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| 1 |
---
|
| 2 |
-
title:
|
| 3 |
-
emoji:
|
| 4 |
colorFrom: blue
|
| 5 |
-
colorTo:
|
| 6 |
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sdk:
|
| 7 |
-
|
| 8 |
-
app_file: app.py
|
| 9 |
pinned: false
|
| 10 |
license: mit
|
| 11 |
-
python_version: "3.11"
|
| 12 |
---
|
| 13 |
|
| 14 |
-
#
|
| 15 |
|
| 16 |
-
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| 17 |
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| 18 |
-
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| 19 |
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| 20 |
-
|
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| 21 |
|
| 22 |
-
|
| 23 |
-
- **Schema Generation**: Creates optimized Snowflake DDL based on business context
|
| 24 |
-
- **Data Population**: Generates realistic demo data with strategic outliers
|
| 25 |
-
- **ThoughtSpot Integration**: Deploys connections, tables, and semantic models
|
| 26 |
-
- **Interactive UI**: Clean, intuitive Gradio interface with real-time progress updates
|
| 27 |
|
| 28 |
-
|
| 29 |
|
| 30 |
-
|
| 31 |
-
-
|
| 32 |
-
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| 33 |
-
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| 34 |
-
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| 35 |
-
|
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|
| 36 |
|
| 37 |
-
|
| 38 |
-
|
| 39 |
-
- Python 3.12+
|
| 40 |
-
- Snowflake account with appropriate permissions
|
| 41 |
-
- ThoughtSpot Cloud account
|
| 42 |
-
- OpenAI API key
|
| 43 |
-
|
| 44 |
-
## π Quick Start
|
| 45 |
-
|
| 46 |
-
1. **Clone the repository**
|
| 47 |
-
```bash
|
| 48 |
-
git clone https://github.com/yourusername/demo-wire.git
|
| 49 |
-
cd demo-wire
|
| 50 |
-
```
|
| 51 |
-
|
| 52 |
-
2. **Set up virtual environment**
|
| 53 |
-
```bash
|
| 54 |
-
python -m venv demo_wire
|
| 55 |
-
source demo_wire/bin/activate # On Windows: demo_wire\Scripts\activate
|
| 56 |
-
```
|
| 57 |
-
|
| 58 |
-
3. **Install dependencies**
|
| 59 |
-
```bash
|
| 60 |
-
pip install -r requirements.txt
|
| 61 |
-
```
|
| 62 |
-
|
| 63 |
-
4. **Configure environment variables**
|
| 64 |
-
```bash
|
| 65 |
-
cp .env.example .env
|
| 66 |
-
# Edit .env with your credentials
|
| 67 |
-
```
|
| 68 |
-
|
| 69 |
-
5. **Run the application**
|
| 70 |
-
```bash
|
| 71 |
-
python demo_prep.py
|
| 72 |
-
```
|
| 73 |
-
|
| 74 |
-
6. **Open your browser**
|
| 75 |
-
Navigate to `http://localhost:7860`
|
| 76 |
-
|
| 77 |
-
## βοΈ Configuration
|
| 78 |
-
|
| 79 |
-
Create a `.env` file with the following variables:
|
| 80 |
-
|
| 81 |
-
```env
|
| 82 |
-
# OpenAI
|
| 83 |
-
OPENAI_API_KEY=your_openai_api_key
|
| 84 |
-
|
| 85 |
-
# Snowflake
|
| 86 |
-
SNOWFLAKE_USER=your_username
|
| 87 |
-
SNOWFLAKE_PASSWORD=your_password
|
| 88 |
-
SNOWFLAKE_ACCOUNT=your_account
|
| 89 |
-
SNOWFLAKE_WAREHOUSE=your_warehouse
|
| 90 |
-
SNOWFLAKE_DATABASE=your_database
|
| 91 |
-
SNOWFLAKE_SCHEMA=your_schema
|
| 92 |
-
|
| 93 |
-
# ThoughtSpot
|
| 94 |
-
THOUGHTSPOT_URL=your_thoughtspot_url
|
| 95 |
-
THOUGHTSPOT_USERNAME=your_username
|
| 96 |
-
THOUGHTSPOT_PASSWORD=your_password
|
| 97 |
-
|
| 98 |
-
# Slack deployment notifications (optional, outbound-only)
|
| 99 |
-
SLACK_BOT_TOKEN=xoxb-your_bot_token
|
| 100 |
-
SLACK_DEPLOYMENT_CHANNEL_ID=C0123456789
|
| 101 |
-
```
|
| 102 |
-
|
| 103 |
-
Slack notifications use the Slack Web API to post deployment status messages from
|
| 104 |
-
DemoPrep into one approved channel. This path is outbound-only: no Socket Mode,
|
| 105 |
-
event subscriptions, slash commands, or public Slack request URL are required.
|
| 106 |
-
The Slack app only needs the `chat:write` bot scope, and the bot must be invited
|
| 107 |
-
to the target channel.
|
| 108 |
-
|
| 109 |
-
## π― Usage
|
| 110 |
-
|
| 111 |
-
1. **Enter Company Information**: Company name, URL, and industry
|
| 112 |
-
2. **Start Research**: AI analyzes the company and industry
|
| 113 |
-
3. **Create DDL**: Generate optimized Snowflake schema
|
| 114 |
-
4. **Generate Data**: Create realistic demo data with outliers
|
| 115 |
-
5. **Deploy**: Deploy to Snowflake and ThoughtSpot
|
| 116 |
-
|
| 117 |
-
## π Project Structure
|
| 118 |
-
|
| 119 |
-
```
|
| 120 |
-
demo-wire/
|
| 121 |
-
βββ demo_prep.py # Main Gradio application
|
| 122 |
-
βββ schema_utils.py # Schema parsing and generation utilities
|
| 123 |
-
βββ thoughtspot_deployer.py # ThoughtSpot deployment logic
|
| 124 |
-
βββ snowflake_auth.py # Snowflake authentication
|
| 125 |
-
βββ demo_personas.py # Demo persona configurations
|
| 126 |
-
βββ prompts.py # LLM prompt templates
|
| 127 |
-
βββ requirements.txt # Python dependencies
|
| 128 |
-
βββ docs/ # Documentation
|
| 129 |
-
βββ tests/ # Test files
|
| 130 |
-
βββ results/ # Generated demo results
|
| 131 |
-
```
|
| 132 |
-
|
| 133 |
-
## π§ͺ Testing
|
| 134 |
-
|
| 135 |
-
Run the test suite:
|
| 136 |
-
|
| 137 |
-
```bash
|
| 138 |
-
python -m pytest tests/
|
| 139 |
-
```
|
| 140 |
-
|
| 141 |
-
## π€ Contributing
|
| 142 |
-
|
| 143 |
-
1. Fork the repository
|
| 144 |
-
2. Create a feature branch (`git checkout -b feature/amazing-feature`)
|
| 145 |
-
3. Commit your changes (`git commit -m 'Add amazing feature'`)
|
| 146 |
-
4. Push to the branch (`git push origin feature/amazing-feature`)
|
| 147 |
-
5. Open a Pull Request
|
| 148 |
-
|
| 149 |
-
## π License
|
| 150 |
-
|
| 151 |
-
This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.
|
| 152 |
-
|
| 153 |
-
## π Acknowledgments
|
| 154 |
-
|
| 155 |
-
- ThoughtSpot for the analytics platform
|
| 156 |
-
- Snowflake for the data warehouse
|
| 157 |
-
- OpenAI for the AI capabilities
|
| 158 |
-
- Gradio for the web interface
|
| 159 |
-
|
| 160 |
-
## π Development Notes
|
| 161 |
-
|
| 162 |
-
Development notes and sprint planning are stored in `dev_notes/` (not committed to version control).
|
| 163 |
-
|
| 164 |
-
## π Support
|
| 165 |
-
|
| 166 |
-
For support, email support@demo-wire.com or create an issue in this repository.
|
| 167 |
-
|
| 168 |
-
---
|
| 169 |
-
|
| 170 |
-
**Built with β€οΈ for the ThoughtSpot community**
|
|
|
|
| 1 |
---
|
| 2 |
+
title: DemoPrep MCP
|
| 3 |
+
emoji: π
|
| 4 |
colorFrom: blue
|
| 5 |
+
colorTo: green
|
| 6 |
+
sdk: docker
|
| 7 |
+
app_port: 7860
|
|
|
|
| 8 |
pinned: false
|
| 9 |
license: mit
|
|
|
|
| 10 |
---
|
| 11 |
|
| 12 |
+
# DemoPrep MCP Server
|
| 13 |
|
| 14 |
+
An MCP (Model Context Protocol) server that exposes DemoPrep's demo-build pipeline
|
| 15 |
+
as tools an external agent (ThoughtSpot **AgentSpot**) can call β building a full
|
| 16 |
+
demo (Snowflake schema β ThoughtSpot model β liveboard) from a prospect **brief**,
|
| 17 |
+
with no human clicking through the Gradio UI.
|
| 18 |
|
| 19 |
+
- **Transport:** streamable-HTTP at `/mcp`, gated by `Authorization: Bearer <MCP_ACCESS_TOKEN>`.
|
| 20 |
+
- **Health:** unauthenticated `GET /` returns `{"status":"ok"}`.
|
| 21 |
+
- **Tools:** `ping` (connectivity check) and `build_demo_from_brief` (full build).
|
| 22 |
|
| 23 |
+
This Space shares the DemoPrep codebase with the app Space but runs the MCP
|
| 24 |
+
entrypoint (`mcp_server.py`) instead of the Gradio app β the business logic lives
|
| 25 |
+
in one place (`demoprep_app/` + the controller). Builds run for minutes, so the
|
| 26 |
+
tool is meant to be driven job-style (fire, then check back).
|
| 27 |
|
| 28 |
+
## Required secrets
|
|
|
|
|
|
|
|
|
|
|
|
|
| 29 |
|
| 30 |
+
Set these in **Settings β Repository Secrets** (nothing sensitive is committed):
|
| 31 |
|
| 32 |
+
| Secret | Purpose |
|
| 33 |
+
|--------|---------|
|
| 34 |
+
| `SUPABASE_URL`, `SUPABASE_ANON_KEY` | bootstrap β pulls Snowflake + LLM keys from admin settings |
|
| 35 |
+
| `OPENAI_API_KEY` | LLM key (env-only) |
|
| 36 |
+
| `TS_ENV_1_LABEL`, `TS_ENV_1_URL`, `TS_ENV_1_KEY_VAR` | the target ThoughtSpot environment |
|
| 37 |
+
| `MCP_OWNER_EMAIL` | TS user that owns created objects (trusted-auth) |
|
| 38 |
+
| `MCP_TS_ENV_LABEL` | which TS env label to deploy into |
|
| 39 |
+
| `MCP_ACCESS_TOKEN` | shared bearer secret the calling agent presents |
|
| 40 |
|
| 41 |
+
`MCP_TRANSPORT=http` and `MCP_HTTP_PORT=7860` are baked into the Dockerfile.
|
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mcp_server.py
ADDED
|
@@ -0,0 +1,318 @@
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|
| 1 |
+
"""
|
| 2 |
+
mcp_server.py β Demo Wire MCP server (v1)
|
| 3 |
+
|
| 4 |
+
Exposes DemoPrep's demo-build pipeline as an MCP tool so an external agent
|
| 5 |
+
(AgentSpot / Spotter Assistant) can build a full ThoughtSpot demo from a prospect
|
| 6 |
+
*brief* without a human clicking through the Gradio UI.
|
| 7 |
+
|
| 8 |
+
This is a THIN ADAPTER. It does not reimplement any business logic β it drives the
|
| 9 |
+
exact same `ChatDemoInterface` controller the Gradio app uses, headlessly, skipping
|
| 10 |
+
the research phase by injecting the brief as the research output. All build logic
|
| 11 |
+
stays in one place (see docs/SINGLE_PIPELINE.md and CLAUDE.md).
|
| 12 |
+
|
| 13 |
+
v1 scope (simplest thing that works):
|
| 14 |
+
* ONE blocking tool β build_demo_from_brief(...) runs the whole pipeline
|
| 15 |
+
(blueprint -> dataset -> DDL -> Snowflake -> TS model -> liveboard) and returns
|
| 16 |
+
the resulting IDs when done.
|
| 17 |
+
* Everything is fixed/server-side; per-call config (env, model, sharing) is a
|
| 18 |
+
later version.
|
| 19 |
+
* Builds run for minutes. If the caller's connection times out, the build still
|
| 20 |
+
finishes server-side and DemoPrep's Slack notification delivers the liveboard
|
| 21 |
+
URL. (Async / job-backed delivery is the planned next step.)
|
| 22 |
+
|
| 23 |
+
Server-side config (env vars β fail loud if a required one is missing):
|
| 24 |
+
MCP_OWNER_EMAIL (required) TS user that owns created objects (trusted-auth)
|
| 25 |
+
MCP_TS_ENV_LABEL (required) which TS_ENV_<n>_LABEL from .env to deploy into
|
| 26 |
+
MCP_TRANSPORT "stdio" (default, local dev) | "http" (HF Space)
|
| 27 |
+
MCP_HTTP_PORT http port (default 7860)
|
| 28 |
+
MCP_ACCESS_TOKEN (required in http mode) shared bearer secret gating the endpoint
|
| 29 |
+
|
| 30 |
+
Local smoke test (needs the project venv with requirements installed):
|
| 31 |
+
MCP_OWNER_EMAIL=you@thoughtspot.com MCP_TS_ENV_LABEL=SE python mcp_server.py
|
| 32 |
+
Then point an MCP client (e.g. `mcp dev mcp_server.py` / MCP Inspector) at stdio.
|
| 33 |
+
"""
|
| 34 |
+
|
| 35 |
+
from __future__ import annotations
|
| 36 |
+
|
| 37 |
+
import os
|
| 38 |
+
import sys
|
| 39 |
+
import time
|
| 40 |
+
import types
|
| 41 |
+
import uuid
|
| 42 |
+
import threading
|
| 43 |
+
|
| 44 |
+
# --- env bootstrap: order matters --------------------------------------------
|
| 45 |
+
# .env first so MCP_* / TS_ENV_* / Supabase creds are available.
|
| 46 |
+
from dotenv import load_dotenv
|
| 47 |
+
load_dotenv()
|
| 48 |
+
|
| 49 |
+
# Fixed owner identity for v1 (per-user "everyone as themselves" is a later
|
| 50 |
+
# version). No silent fallback β user identity is required (see CLAUDE.md).
|
| 51 |
+
_OWNER_EMAIL = (os.getenv("MCP_OWNER_EMAIL") or "").strip()
|
| 52 |
+
if not _OWNER_EMAIL:
|
| 53 |
+
raise RuntimeError(
|
| 54 |
+
"MCP_OWNER_EMAIL is required β the ThoughtSpot user that owns created objects."
|
| 55 |
+
)
|
| 56 |
+
# The controller resolves the acting user from these when there's no login cookie.
|
| 57 |
+
os.environ.setdefault("DEMOPREP_NO_AUTH", "true")
|
| 58 |
+
os.environ.setdefault("DEMOPREP_DEV_USER_EMAIL", _OWNER_EMAIL)
|
| 59 |
+
|
| 60 |
+
_TS_ENV_LABEL = (os.getenv("MCP_TS_ENV_LABEL") or "").strip()
|
| 61 |
+
if not _TS_ENV_LABEL:
|
| 62 |
+
raise RuntimeError(
|
| 63 |
+
"MCP_TS_ENV_LABEL is required β which TS_ENV_<n>_LABEL from .env to deploy into."
|
| 64 |
+
)
|
| 65 |
+
|
| 66 |
+
# Snowflake creds + SNOWFLAKE_DATABASE from Supabase admin settings -> os.environ.
|
| 67 |
+
# Must run once at startup; the deploy path reads these via get_admin_setting/env.
|
| 68 |
+
from supabase_client import inject_admin_settings_to_env
|
| 69 |
+
inject_admin_settings_to_env()
|
| 70 |
+
|
| 71 |
+
# Heavy imports (pull gradio etc.) β safe headless. DEMOPREP_NO_AUTH is set above,
|
| 72 |
+
# which must happen BEFORE importing chat_interface.
|
| 73 |
+
from chat_interface import ChatDemoInterface, get_ts_env_url, get_ts_env_auth_key
|
| 74 |
+
from demo_builder_class import DemoBuilder
|
| 75 |
+
from demo_personas import parse_use_case, get_use_case_config
|
| 76 |
+
from llm_config import DEFAULT_LLM_MODEL
|
| 77 |
+
|
| 78 |
+
# Resolve the fixed ThoughtSpot environment once (light β reads .env only).
|
| 79 |
+
_TS_URL = get_ts_env_url(_TS_ENV_LABEL)
|
| 80 |
+
_TS_AUTH_KEY = get_ts_env_auth_key(_TS_ENV_LABEL)
|
| 81 |
+
if not _TS_URL or not _TS_AUTH_KEY:
|
| 82 |
+
raise RuntimeError(
|
| 83 |
+
f"ThoughtSpot environment '{_TS_ENV_LABEL}' not found or incomplete in .env "
|
| 84 |
+
f"(need TS_ENV_<n>_LABEL={_TS_ENV_LABEL} with matching _URL and _KEY_VAR)."
|
| 85 |
+
)
|
| 86 |
+
|
| 87 |
+
from mcp.server.fastmcp import FastMCP
|
| 88 |
+
|
| 89 |
+
# Serialize-first: one build at a time. Protects the process-global os.environ
|
| 90 |
+
# writes (Snowflake account) that inject_admin_settings_to_env performs, and
|
| 91 |
+
# matches the decision to lift real concurrency later.
|
| 92 |
+
_build_lock = threading.Lock()
|
| 93 |
+
|
| 94 |
+
mcp = FastMCP("demoprep")
|
| 95 |
+
|
| 96 |
+
|
| 97 |
+
@mcp.tool()
|
| 98 |
+
def ping() -> dict:
|
| 99 |
+
"""Health / connectivity check β returns server identity + config, no side effects.
|
| 100 |
+
|
| 101 |
+
Use this to confirm a client (e.g. AgentSpot) can reach and invoke the server
|
| 102 |
+
without triggering a full build.
|
| 103 |
+
"""
|
| 104 |
+
return {
|
| 105 |
+
"ok": True,
|
| 106 |
+
"server": "demoprep-mcp v1",
|
| 107 |
+
"ts_environment": _TS_ENV_LABEL,
|
| 108 |
+
"ts_url": _TS_URL,
|
| 109 |
+
"owner_email": _OWNER_EMAIL,
|
| 110 |
+
"tools": ["ping", "build_demo_from_brief"],
|
| 111 |
+
}
|
| 112 |
+
|
| 113 |
+
|
| 114 |
+
def _run_build(brief: str, company_name: str, use_case: str, company_url: str) -> dict:
|
| 115 |
+
"""Drive the controller headlessly. Mirrors tests/newvision_sample_runner.py but
|
| 116 |
+
injects `brief` in place of the research phase. Returns a structured dict and
|
| 117 |
+
never raises to the caller β failures come back as status 'failed' / 'partial'."""
|
| 118 |
+
run_id = uuid.uuid4().hex[:12]
|
| 119 |
+
started = time.time()
|
| 120 |
+
|
| 121 |
+
def result(status: str, dc: dict | None = None, schema: str | None = None,
|
| 122 |
+
error: str | None = None) -> dict:
|
| 123 |
+
dc = dc or {}
|
| 124 |
+
return {
|
| 125 |
+
"run_id": run_id,
|
| 126 |
+
"status": status, # success | partial | failed
|
| 127 |
+
"schema": dc.get("schema") or schema or "",
|
| 128 |
+
"model_guid": dc.get("model_guid", ""),
|
| 129 |
+
"liveboard_guid": dc.get("liveboard_guid", ""),
|
| 130 |
+
"model_url": dc.get("model_url", ""),
|
| 131 |
+
"liveboard_url": dc.get("liveboard_url", ""),
|
| 132 |
+
"ts_environment": _TS_ENV_LABEL,
|
| 133 |
+
"owner_email": _OWNER_EMAIL,
|
| 134 |
+
"warnings": dc.get("warnings", []),
|
| 135 |
+
"errors": ([error] if error else dc.get("errors", [])),
|
| 136 |
+
"elapsed_seconds": round(time.time() - started, 1),
|
| 137 |
+
}
|
| 138 |
+
|
| 139 |
+
controller = None
|
| 140 |
+
try:
|
| 141 |
+
# (i) controller
|
| 142 |
+
controller = ChatDemoInterface(user_email=_OWNER_EMAIL)
|
| 143 |
+
|
| 144 |
+
# (ii) settings: model + fixed TS env (exact key names per the wiring trace)
|
| 145 |
+
controller.settings["model"] = controller.settings.get("model") or DEFAULT_LLM_MODEL
|
| 146 |
+
controller.settings["thoughtspot_url"] = _TS_URL
|
| 147 |
+
controller.settings["thoughtspot_trusted_auth_key"] = _TS_AUTH_KEY
|
| 148 |
+
|
| 149 |
+
# vertical / function / use_case_config exactly as the runner does
|
| 150 |
+
controller.vertical, controller.function = parse_use_case(use_case or "")
|
| 151 |
+
controller.use_case_config = get_use_case_config(
|
| 152 |
+
controller.vertical or "Generic", controller.function or "Generic"
|
| 153 |
+
)
|
| 154 |
+
|
| 155 |
+
# (iii) demo_builder with the BRIEF injected in place of research.
|
| 156 |
+
db = DemoBuilder(use_case=use_case, company_url=company_url)
|
| 157 |
+
db.company_analysis_results = brief # component field
|
| 158 |
+
db.combined_research_results = brief # <-- the field build_demo actually reads
|
| 159 |
+
db.company_summary = brief # <-- liveboard Spotter story reads this (Gotcha 2)
|
| 160 |
+
# Force the exact display name β extract_company_name() otherwise parses the
|
| 161 |
+
# domain from company_url. Minimal shim standing in for a scraped website.
|
| 162 |
+
db.website_data = types.SimpleNamespace(
|
| 163 |
+
title=company_name, url=company_url, text="", css_links=[], logo_candidates=[]
|
| 164 |
+
)
|
| 165 |
+
controller.demo_builder = db
|
| 166 |
+
controller.generic_use_case_context = ""
|
| 167 |
+
|
| 168 |
+
# (iv) DDL β returns a (response, ddl) tuple; NOT a generator.
|
| 169 |
+
resp, ddl_text = controller.run_ddl_creation()
|
| 170 |
+
if not ddl_text or "CREATE TABLE" not in ddl_text.upper():
|
| 171 |
+
return result("failed", error=f"DDL generation failed: {str(resp)[:500]}")
|
| 172 |
+
|
| 173 |
+
# (v) Snowflake load, then ThoughtSpot. Both are generators β draining them
|
| 174 |
+
# IS what runs the work. Decoupled from validation_mode: drain the Snowflake
|
| 175 |
+
# generator, read the schema it set, then run the TS deploy ourselves.
|
| 176 |
+
for _ in controller.run_deployment_streaming():
|
| 177 |
+
pass
|
| 178 |
+
schema = getattr(controller, "_deployed_schema_name", None)
|
| 179 |
+
if not schema:
|
| 180 |
+
return result(
|
| 181 |
+
"failed",
|
| 182 |
+
schema=getattr(controller, "_last_schema_name", None),
|
| 183 |
+
error="Snowflake load did not complete (no deployed schema).",
|
| 184 |
+
)
|
| 185 |
+
|
| 186 |
+
for _ in controller._run_thoughtspot_deployment(schema, company_name, use_case):
|
| 187 |
+
pass
|
| 188 |
+
|
| 189 |
+
# (vi) structured result from the completion record.
|
| 190 |
+
dc = getattr(controller, "deployment_completion", None)
|
| 191 |
+
if not dc:
|
| 192 |
+
# deploy_all raised before the completion record was written β surface
|
| 193 |
+
# partial success: the Snowflake schema exists even if TS didn't finish.
|
| 194 |
+
return result(
|
| 195 |
+
"partial", schema=schema,
|
| 196 |
+
error="ThoughtSpot deploy did not complete; Snowflake schema exists.",
|
| 197 |
+
)
|
| 198 |
+
return result("success" if dc.get("success") else "partial", dc=dc, schema=schema)
|
| 199 |
+
|
| 200 |
+
except Exception as e: # never leak a raw exception to the MCP caller
|
| 201 |
+
schema = getattr(controller, "_deployed_schema_name", None) if controller else None
|
| 202 |
+
return result(
|
| 203 |
+
"partial" if schema else "failed",
|
| 204 |
+
schema=schema,
|
| 205 |
+
error=f"{type(e).__name__}: {e}",
|
| 206 |
+
)
|
| 207 |
+
|
| 208 |
+
|
| 209 |
+
@mcp.tool()
|
| 210 |
+
def build_demo_from_brief(
|
| 211 |
+
brief: str,
|
| 212 |
+
company_name: str,
|
| 213 |
+
use_case: str,
|
| 214 |
+
company_url: str = "",
|
| 215 |
+
) -> dict:
|
| 216 |
+
"""Build a complete ThoughtSpot demo from a prospect brief.
|
| 217 |
+
|
| 218 |
+
Skips DemoPrep's own research: the `brief` IS the research context. Runs the
|
| 219 |
+
full pipeline (dataset -> DDL -> Snowflake -> model -> liveboard) and returns
|
| 220 |
+
the resulting IDs. BLOCKS until the build finishes (several minutes); if your
|
| 221 |
+
connection times out, the build still completes server-side.
|
| 222 |
+
|
| 223 |
+
Args:
|
| 224 |
+
brief: Prospect narrative β pain points, what they're evaluating, industry
|
| 225 |
+
context, goals. Becomes the research context the demo is built from.
|
| 226 |
+
company_name: Display name for the demo (e.g. "Acme Corporation").
|
| 227 |
+
use_case: The analytics story / use case (e.g. "Retail Sales").
|
| 228 |
+
company_url: Optional company URL (used for context/branding; not scraped).
|
| 229 |
+
|
| 230 |
+
Returns:
|
| 231 |
+
dict: status (success|partial|failed|busy), schema, model_guid,
|
| 232 |
+
liveboard_guid, model_url, liveboard_url, ts_environment, owner_email,
|
| 233 |
+
warnings, errors, run_id, elapsed_seconds.
|
| 234 |
+
"""
|
| 235 |
+
if not brief or not brief.strip():
|
| 236 |
+
return {"status": "failed", "errors": ["brief is required"]}
|
| 237 |
+
if not (company_name or "").strip() or not (use_case or "").strip():
|
| 238 |
+
return {"status": "failed", "errors": ["company_name and use_case are required"]}
|
| 239 |
+
|
| 240 |
+
# Serialize-first: reject overlapping builds rather than corrupting shared env.
|
| 241 |
+
if not _build_lock.acquire(blocking=False):
|
| 242 |
+
return {
|
| 243 |
+
"status": "busy",
|
| 244 |
+
"errors": ["A build is already running (v1 runs one at a time). Retry shortly."],
|
| 245 |
+
}
|
| 246 |
+
try:
|
| 247 |
+
return _run_build(
|
| 248 |
+
brief.strip(), company_name.strip(), use_case.strip(), (company_url or "").strip()
|
| 249 |
+
)
|
| 250 |
+
finally:
|
| 251 |
+
_build_lock.release()
|
| 252 |
+
|
| 253 |
+
|
| 254 |
+
def _run_http(token: str) -> None:
|
| 255 |
+
"""Serve over streamable HTTP behind a shared-bearer gate.
|
| 256 |
+
|
| 257 |
+
The auth check is a PURE-ASGI wrapper, NOT Starlette's BaseHTTPMiddleware β
|
| 258 |
+
the latter buffers responses and breaks the streamable-HTTP SSE stream. This
|
| 259 |
+
checks the bearer on every HTTP request and otherwise passes the raw ASGI
|
| 260 |
+
through untouched.
|
| 261 |
+
"""
|
| 262 |
+
import uvicorn
|
| 263 |
+
|
| 264 |
+
inner = mcp.streamable_http_app() # verified accessor on mcp 1.28.1
|
| 265 |
+
|
| 266 |
+
class _BearerGate:
|
| 267 |
+
def __init__(self, app):
|
| 268 |
+
self.app = app
|
| 269 |
+
|
| 270 |
+
async def __call__(self, scope, receive, send):
|
| 271 |
+
if scope.get("type") == "http":
|
| 272 |
+
path = scope.get("path", "")
|
| 273 |
+
if path in ("/", "/health"):
|
| 274 |
+
# Unauthenticated liveness check so the HF Space reports healthy.
|
| 275 |
+
# The MCP protocol itself lives at /mcp behind the bearer gate.
|
| 276 |
+
await send({
|
| 277 |
+
"type": "http.response.start",
|
| 278 |
+
"status": 200,
|
| 279 |
+
"headers": [(b"content-type", b"application/json")],
|
| 280 |
+
})
|
| 281 |
+
await send({"type": "http.response.body",
|
| 282 |
+
"body": b'{"status":"ok","service":"demoprep-mcp"}'})
|
| 283 |
+
return
|
| 284 |
+
headers = dict(scope.get("headers") or [])
|
| 285 |
+
if headers.get(b"authorization", b"").decode() != f"Bearer {token}":
|
| 286 |
+
await send({
|
| 287 |
+
"type": "http.response.start",
|
| 288 |
+
"status": 401,
|
| 289 |
+
"headers": [(b"content-type", b"application/json")],
|
| 290 |
+
})
|
| 291 |
+
await send({"type": "http.response.body", "body": b'{"error":"unauthorized"}'})
|
| 292 |
+
return
|
| 293 |
+
await self.app(scope, receive, send)
|
| 294 |
+
|
| 295 |
+
uvicorn.run(_BearerGate(inner), host="0.0.0.0", port=int(os.getenv("MCP_HTTP_PORT", "7860")))
|
| 296 |
+
|
| 297 |
+
|
| 298 |
+
def main() -> None:
|
| 299 |
+
transport = (os.getenv("MCP_TRANSPORT") or "stdio").strip().lower()
|
| 300 |
+
print(
|
| 301 |
+
f"[mcp_server] ready β ts_env='{_TS_ENV_LABEL}' url={_TS_URL} "
|
| 302 |
+
f"owner={_OWNER_EMAIL} transport={transport}",
|
| 303 |
+
file=sys.stderr, flush=True,
|
| 304 |
+
)
|
| 305 |
+
|
| 306 |
+
if transport in ("stdio", ""):
|
| 307 |
+
mcp.run(transport="stdio")
|
| 308 |
+
elif transport in ("http", "streamable-http", "streamable_http"):
|
| 309 |
+
token = (os.getenv("MCP_ACCESS_TOKEN") or "").strip()
|
| 310 |
+
if not token: # public endpoint must be gated
|
| 311 |
+
raise RuntimeError("MCP_ACCESS_TOKEN is required in http mode (public endpoint).")
|
| 312 |
+
_run_http(token)
|
| 313 |
+
else:
|
| 314 |
+
raise RuntimeError(f"Unknown MCP_TRANSPORT: {transport!r} (use 'stdio' or 'http').")
|
| 315 |
+
|
| 316 |
+
|
| 317 |
+
if __name__ == "__main__":
|
| 318 |
+
main()
|