seed-oil-tracker-mcp
Seed oil (PUFA) data for 500+ US restaurant chains: letter grades, the oil each chain fries in, cleanest menu items, and rankings. Zero-dependency Python stdio server backed by the free hosted Seed Oil Tracker endpoint, no key or account needed.
README
Seed Oil Tracker MCP Server
A free, hosted MCP server that gives AI assistants live access to the largest restaurant seed oil database: 500+ US chains, 40,000+ menu items, each with an estimated PUFA (polyunsaturated fat) value built from published nutrition data and disclosed cooking oils.
Ask your assistant things like:
- Does Chick-fil-A use seed oils?
- What oil does Chipotle cook with?
- What is the cleanest thing to order at Five Guys?
- Which chains have the lowest seed oil overall?
Connect
No key, no account, read only.
Endpoint (streamable HTTP):
https://seedoiltracker.com/mcp
Claude (claude.ai): Settings, then Connectors, then Add custom connector, then paste the endpoint URL.
Claude Code:
claude mcp add --transport http seed-oil-tracker https://seedoiltracker.com/mcp
Any other MCP client: streamable HTTP transport, no auth.
Setup guide: https://seedoiltracker.com/mcp-setup
Run locally (stdio)
Prefer a local process, or your client only speaks stdio? This repo ships a
zero-dependency stdio server (server.py, Python 3.8+, standard library
only). It answers the MCP handshake locally and forwards tool calls to the
hosted endpoint.
python server.py
Claude Desktop config example:
{
"mcpServers": {
"seed-oil-tracker": {
"command": "python",
"args": ["/path/to/server.py"]
}
}
}
Or with Docker:
docker build -t seed-oil-tracker-mcp .
docker run -i seed-oil-tracker-mcp
Tools
| Tool | What it does |
|---|---|
get_chain |
One chain's seed oil letter grade, the oil it fries in, the cleanest menu items to order, and the highest to avoid. Fuzzy name matching. |
search_chains |
Find covered chains by full or partial name. |
get_rankings |
Chains ranked cleanest first or worst first by average seed oil per menu item. |
Data
Same dataset that powers the Seed Oil Tracker iOS app and seedoiltracker.com. Also available as a no-key JSON API and ChatGPT Action (https://seedoiltracker.com/ai-tool) and as an open dataset in CSV and JSON, licensed CC BY 4.0 (https://seedoiltracker.com/open-data).
Methodology and citation: https://seedoiltracker.com/methodology
About
Built by Seed Oil Tracker (https://seedoiltracker.com). The hosted server is the primary way to connect; this repository documents it and ships the local stdio bridge. Questions and issues welcome here.
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