Ametller Origen skill and MCP

Open Claude integration for Ametller Origen's live catalog, online orders, real cart, optional offline Gmail tickets, purchase analytics, and smart basket suggestions. It intentionally has no checkout, payment, delivery-slot, or order-placement tool. Chrome is used only to establish authorization; all catalog, order, analytics, and cart operations use APIs and never drive or scrape the shopping website.

Version 0.5.3 makes raw receipt inspection safely paginated and turns buy-again into a preview-and-approve workflow. It keeps Claude's existing Gmail connection as the primary offline-ticket path and retains local gws only as an optional automation fallback.

Install in Claude Code

Requires current Claude Code, Node.js 20 or newer, and installed Google Chrome.

claude plugin marketplace add denya/ametller-origen-skill
claude plugin install ametller-origen@denya-grocery

Start or reload Claude Code, then ask for Ametller Origen or invoke /ametller-origen:ametller-origen. The MCP server starts automatically. On the first account action Claude opens the official Ametller login in Chrome; enter credentials and 2FA only in that browser. After the login response is captured, Chrome closes and normal operations use the direct API.

Claude Code stores the browser-created session in its persistent private plugin-data directory, not in the versioned plugin cache. Uninstall with --keep-data if you want to preserve that authorization.

For offline shop tickets, connect Gmail in Claude's Connectors settings. The integration uses that normal Gmail connection first; no separate Google CLI is needed.

Related MCP server: frisco-mcp

Install in Claude Desktop

Download the v0.5.3 installer:

Download Ametller Origen v0.5.3 for Claude Desktop (.mcpb)

Release notes and checksum

1. Download the .mcpb file from the link above.

2. Open Claude Desktop on macOS.

3. Go to Settings → Extensions → Advanced settings → Install Extension….

4. Select ametller-origen-0.5.3.mcpb and approve the installation.

5. Ask Claude to use Ametller Origen. Chrome opens only when account authorization is needed.

This release targets Claude Desktop on macOS. The bundle is self-contained; Node.js and Chrome are required. Desktop state is kept in ~/.ametller/session.json with mode 0600.

To build the same bundle from source instead:

git clone https://github.com/denya/ametller-origen-skill.git
cd ametller-origen-skill
npm ci
npm run pack:mcpb

What you can ask

Think of the integration as two honest lanes: repeat prediction uses only products already present in your history, while discovery searches the live catalog for something new. Useful requests include:

• “Browse Ametller for kefir, show official images and links, and compare the exact pack sizes.”

• “Show my previous online orders and the latest offline shop tickets.”

• “Prepare a new basket, but let me review every item before anything is added.”

• “Suggest what I should buy today based on my previous online and offline orders.”

• “Show me something local or new.”

• “Find a sausage I have never tried.”

• “Suggest Spanish fruits I may not know as a Russian newcomer.”

• “Show my most frequent products and spending by month and category.”

The local/new, untried-sausage, and unfamiliar-fruit examples use live catalog/content exploration; a repeat-purchase model cannot infer a genuinely unseen product from one household's receipts. The optional protein-rotation mode is a separate experimental meal-planning objective: it improves protein-family coverage in the research audit but slightly reduces exact-product ranking accuracy.

Test the local MCP

Build and verify the new server without touching a real account:

git clone https://github.com/denya/ametller-origen-skill.git
cd ametller-origen-skill
npm ci
npm run verify

npm run verify is the one-command checkout-free gate: unit/contract tests, isolated MCP smoke, no-browser login wiring, strict Claude plugin validation, MCPB validation, and dependency audit. It never invokes login or opens a browser. Secret/history scanning remains a separate release-maintainer gate using the repo's existing gitleaks configuration.

Run it as a local Claude Code plugin:

claude --plugin-dir "$(pwd)"

Then ask: “Suggest what I should buy today from my full online and offline Ametller history.” The first account read opens Chrome for sign-in if the saved session is missing or expired.

Automated packaging and E2E tests never open or navigate Chrome. ametller_login opens the official login only after a real user-initiated authorization request; an already saved session is used directly by API tests.

For Claude Desktop, build the one-click local extension:

npm run pack:mcpb

Install dist/ametller-origen-0.5.3.mcpb through Settings → Extensions → Advanced settings → Install Extension…. This bundle contains the interactive analytics view and offline-ticket ingestion. Anthropic MCP Apps support is required for the interactive view; other MCP clients still receive the structured text result.

Offline tickets and CLI

For local development or direct use:

npm ci
npm run build
npm run login
npm run cli -- search 'quefir natural'
npm run cli -- cart
npm run cli -- orders all
npm run cli -- insights 12
npm run cli -- suggestions 12
npm run cli -- suggestions 12 protein-rotation

Offline store tickets are separate from SCAPI online orders. The recommended customer workflow uses Claude's connected Gmail integration:

“Refresh my Ametller offline tickets from Gmail and update my purchase insights.”

Claude searches the exact digital-ticket subject, reads the messages through Gmail, and sends only normalized receipt fields to ametller_ingest_offline_tickets. Raw email bodies are not stored, and Gmail messages are not modified. See Anthropic's Gmail integration documentation for connection and privacy behavior.

As a second option, advanced local users can use Python 3 plus an authenticated gws on PATH:

npm run tickets:sync -- --overwrite
npm run cli -- tickets 50

Tickets default to ~/.ametller/tickets with private directory/file modes. ametller_get_offline_tickets reads tickets ingested by either method: use summary=true for aggregates, or follow raw 5-ticket pages via next_offset for receipt inspection. The gws sync remains optional and offline tickets are not part of Ametller's commerce API.

Capabilities and boundaries

• Search products and return official links, all image variants, prices, units, and safe availability flags.

• Read complete paginated online order history and individual order lines.

• Sync and read offline digital tickets from Gmail without browser scraping.

• Group purchases, show monthly/category spend, and rank frequent products.

• Clean placeholders/service lines, remove exact duplicate receipts, merge same-day receipts for prediction, and rank repeat products with the validated 10/30/120-day recency model.

• Exclude the current API cart and resolve exact product/pack/price against the live catalog by id or a conservative name+price match.

• Add, set, or remove cart items after explicit approval. Buy-again first previews and revalidates historical lines, then adds only the exact approved subset with failure restoration; there is no checkout tool.

See the predictor research for the chronological evaluation and the reusable shop-integration harness for the release workflow.

Current limitations: offline category grouping is a transparent name-based estimate; receipt discounts are not allocated across categories; uncertain ticket-to-catalog matches are shown but cannot be selected; repeat prediction cannot score unseen products; a reorder apply refuses absent or complex baskets that cannot be losslessly restored. Category browsing, search refinements, dedicated promotions, wishlists, and coupons are good future API candidates. Shipping, delivery, payment, and order placement are intentionally out of scope.

Verify a checkout-free build

npm run verify

Release maintainers can separately run npm run test:mcp:live and npm run e2e:readonly for sanitized direct-API checks. The real-cart E2E additionally requires the explicit AMETLLER_E2E_MUTATE=1 gate and refuses an originally absent or complex basket.

The committed dist/server.mjs is deterministic and lets Claude Code install without relying on npm install inside its plugin cache. Normal Chrome login is supported; Playwright's optional WebDriver-BiDi bridge is not bundled. Custom MCPB installation is supported, but this project has not been reviewed for Anthropic's public extension directory.

Live single-product cart restoration is release-tested. The two-phase reorder path is failure-injection tested and revalidates current catalog/orderability/pack data, but this release does not perform a large real historical-order mutation merely for testing. Unresolved, unavailable, promotion/bonus, and incompatible-quantity lines remain excluded and visible for review.

Maintained by Denis Moskalets. The main contact is X/Twitter @denyamsk; you can also reach Denis on Telegram @denyamsk.

MIT licensed. Based on Igor Safonov's MIT-licensed Ametller Origen MCP extension. Independent project; not affiliated with, endorsed by, or sponsored by Ametller Origen.