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mcp

A semantic search and retrieval server for Ghost blog content using Chroma Cloud, Voyage embeddings, and Splade vectors for hybrid search capabilities.

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Updated
Jan 4, 2026
Validated
Jan 9, 2026

Contraption Company MCP

An MCP (Model Context Protocol) server for Contraption Company essay, built on Chroma Cloud.

How to Install

Contraption Company MCP is available as a hosted MCP server with no authentication.

FieldValue
Server URLhttps://mcp.contraption.co

How to configure in common clients

Cursor

Use the deep link to install directly in Cursor: Install Contraption Company MCP.

Or, create or edit ~/.cursor/mcp.json:

{
  "mcpServers": {
    "contraption-company": {
      "url": "https://mcp.contraption.co"
    }
  }
}
ChatGPT
  1. Open Settings → Connectors.
  2. Click Create new connector.
  3. Set MCP Server URL to https://mcp.contraption.co.
  4. Leave authentication blank and save.
VS Code (Copilot Chat MCP)

Create or edit .vscode/mcp.json:

{
  "servers": {
    "contraption-company": {
      "type": "http",
      "url": "https://mcp.contraption.co"
    }
  }
}
Codex

Add to ~/.codex/config.toml:

[mcp_servers.contraption-company]
command = "npx"
args = ["mcp-remote", "--transport", "http", "https://mcp.contraption.co"]
Claude Code

Run in your terminal:

claude mcp add --transport http contraption-company https://mcp.contraption.co
OpenAI SDK (Python)
from openai import OpenAI

client = OpenAI()

response = client.responses.create(
    model="gpt-5",
    input="List the newest Contraption Company blog posts.",
    tools=[
        {
            "type": "mcp",
            "server_label": "contraption-company",
            "server_url": "https://mcp.contraption.co",
            "require_approval": "never",
        }
    ],
)
print(response)

Features

  • Semantic Search: Hybrid search with Voyage contextualized embeddings + sparse Splade vectors
  • Automatic Indexing: Syncs with the blog API on startup and via scheduled polling
  • Full Content Access: Uses Ghost Admin API to index all published posts and pages, including members-only posts
  • Fast Performance: Powered by FastAPI and Chroma Cloud
  • Background Updates: Polls Ghost every few minutes for new, updated, or deleted posts and pages
  • Query Logging: Records searches in a dedicated Chroma collection for analysis
  • Docker Ready: Includes Dockerfile for easy deployment
  • Well Tested: Comprehensive test suite with pytest

Run Locally

  1. Clone and install:
git clone <repository>
cd mcp
uv sync --all-extras
  1. Configure environment:
cp .env.example .env
# Edit .env with your credentials
  1. Run the server:
./run.sh
# Or: uv run python -m src.main

Docker

# Build
docker build -t contraption-mcp .

# Run
docker run -p 8000:8000 --env-file .env contraption-mcp

# Or use docker-compose
docker-compose up

Configuration

Running locally requires credentials for external services:

  • Ghost Admin API Key: From your Ghost Admin panel (Settings > Integrations)
  • Chroma Cloud Credentials: Tenant ID, Database, and API key from Chroma Cloud
  • Chroma Query Collection (optional): Set CHROMA_QUERY_COLLECTION to override the default queries collection
  • Voyage API Key: Required to generate contextualized embeddings
  • Ghost Blog URL: Your Ghost blog's URL
  • Polling Interval (optional): Set POLL_INTERVAL_SECONDS to override the default 5 minute sync cadence

MCP Tools

  • fetch(id=None, url=None, method="GET", headers=None, body=None): Fetch a single post or page via the MCP fetch contract using the canonical URL as the identifier. Provide either the id returned by list_posts/search (which is the canonical URL) or a url; Ghost slugs and shorthand schemes are also accepted but responses always resolve to full URLs.
  • list_posts(sort_by, page, limit): List posts with pagination, returning canonical URLs as identifiers
  • search(query, limit): Semantic search across posts and pages that emits canonical URLs for result IDs

API Endpoints

  • GET /: Server info (redirects to GitHub repo for non-MCP requests)
  • GET /health: Health check
  • GET /debug/search: Debug search endpoint (see /debug/docs for Swagger UI)
  • /mcp/*: MCP protocol endpoints

Background Sync

The server polls the Ghost Admin API every 5 minutes to detect new, updated, or deleted posts and pages. Adjust the cadence by setting the POLL_INTERVAL_SECONDS environment variable.

Development

# Install dev dependencies
make dev

# Run tests
make test

# Lint and format
make format lint

# Run all checks
make check

License

MIT

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