# PhotoPrintAgent (com.photoprintagent/mcp): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/com.photoprintagent%2Fmcp/versions/latest)
- Connected to: https://photoprintagent.com/mcp
- Homepage: https://photoprintagent.com/agents
- Scoring rules: v2
- Tools: 30
- Average: 57.1 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how PhotoPrintAgent (com.photoprintagent/mcp)'s tool descriptions scored, the issues found and the names of its tools and parameters. The descriptions are the server's own: read them where the copy came from.

Forecall asked the URL this server lists in the official MCP Registry for its tools/list once, on the date above, without calling any tool. The server may have changed since.

## Across the server

- Minor: 30 tools. Above 25, models start to tell tools apart less well.

## Tools

- `list_payment_assets`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: search, network, offset, limit.
  - Minor: No `required` list, so every argument is optional.
- `estimate_print_price`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: productId, quantity, zip, state.
  - Minor: Required identifiers whose description does not say where the value comes from: productId. Name the tool or the place that returns it, or models look it up first.
- `unsubscribe_order_events`: 46 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: subscriptionId.
  - Minor: Required identifiers whose description does not say where the value comes from: subscriptionId. Name the tool or the place that returns it, or models look it up first.
- `delete_photo`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: photoId.
  - Minor: Required identifiers whose description does not say where the value comes from: photoId. Name the tool or the place that returns it, or models look it up first.
- `revoke_agent_key`: 47 / 100
  - Major: Arguments without a description: keyId.
  - Minor: Required identifiers whose description does not say where the value comes from: keyId. Name the tool or the place that returns it, or models look it up first.
- `get_photo`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: photoId.
  - Minor: Required identifiers whose description does not say where the value comes from: photoId. Name the tool or the place that returns it, or models look it up first.
- `preview_print_price`: 50 / 100
  - Major: Arguments without a description: productId, items, items[].calendar, items[].calendar.startYear, items[].calendar.startMonth, items[].productId, items[].photoId, items[].photoIds, items[].quantity, shipping, shipping.firstName, shipping.lastName, shipping.email, shipping.phone, shipping.line1, shipping.line2, shipping.city, shipping.state, shipping.zip, shipping.country, couponCode, campaignId.
  - Minor: String arguments with no constraint or example: shipping.phone, shipping.country.
  - Minor: The description mentions none of its 3 or more arguments.
- `quote_crypto_payment`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: orderId, tokenId.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Required identifiers whose description does not say where the value comes from: orderId, tokenId. Name the tool or the place that returns it, or models look it up first.
- `list_products`: 52 / 100
  - Major: Arguments without a description: query, category, finish, widthInches, heightInches, minPriceCents, maxPriceCents, availableOnly, offset, limit.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument availableOnly is unclear.
- `list_photos`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `start_guest_checkout`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_checkout_link`: 55 / 100
  - Minor: Arguments without a description: orderId.
  - Minor: Required identifiers whose description does not say where the value comes from: orderId. Name the tool or the place that returns it, or models look it up first.
- `list_order_subscriptions`: 55 / 100
  - Minor: Arguments without a description: orderId.
  - Minor: Required identifiers whose description does not say where the value comes from: orderId. Name the tool or the place that returns it, or models look it up first.
- `list_orders`: 55 / 100
  - Minor: Arguments without a description: limit.
  - Minor: No `required` list, so every argument is optional.
- `create_agent_key`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_checkout_options`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `preview_print_item`: 59 / 100
  - Major: Arguments without a description: productId, photoIds, calendar, calendar.startYear, calendar.startMonth, offset, limit.
  - Minor: Required identifiers whose description does not say where the value comes from: photoIds. Name the tool or the place that returns it, or models look it up first.
- `get_order_events`: 60 / 100
  - Major: Arguments without a description: orderId, after.
  - Minor: Required identifiers whose description does not say where the value comes from: orderId. Name the tool or the place that returns it, or models look it up first.
- `quote_prints`: 60 / 100
  - Major: Arguments without a description: productId, items, items[].calendar, items[].calendar.startYear, items[].calendar.startMonth, items[].productId, items[].photoId, items[].photoIds, items[].quantity, shipping, shipping.firstName, shipping.lastName, shipping.email, shipping.phone, shipping.line1, shipping.line2, shipping.city, shipping.state, shipping.zip, shipping.country, consent, couponCode, campaignId.
  - Minor: String arguments with no constraint or example: shipping.phone, shipping.country.
  - Minor: The meaning of the boolean argument consent is unclear.
- `request_order_help`: 61 / 100
  - Major: Arguments without a description: orderId, type, message, idempotencyKey.
  - Minor: Required identifiers whose description does not say where the value comes from: orderId. Name the tool or the place that returns it, or models look it up first.
- `list_admin_products`: 62 / 100
- `update_order_coupon`: 62 / 100
  - Major: Arguments without a description: orderId, couponCode.
  - Minor: Required identifiers whose description does not say where the value comes from: orderId. Name the tool or the place that returns it, or models look it up first.
- `get_order`: 63 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: orderId.
  - Minor: Required identifiers whose description does not say where the value comes from: orderId. Name the tool or the place that returns it, or models look it up first.
- `replay_order_events`: 63 / 100
  - Major: Arguments without a description: subscriptionId, after.
  - Minor: Required identifiers whose description does not say where the value comes from: subscriptionId. Name the tool or the place that returns it, or models look it up first.
- `confirm_complimentary_order`: 64 / 100
  - Major: Arguments without a description: orderId, buyerApproved, pricingVersion.
  - Minor: The meaning of the boolean argument buyerApproved is unclear.
  - Minor: Required identifiers whose description does not say where the value comes from: orderId. Name the tool or the place that returns it, or models look it up first.
- `pay_print_order`: 65 / 100
  - Minor: Arguments without a description: orderId, cryptoQuoteId.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Required identifiers whose description does not say where the value comes from: orderId. Name the tool or the place that returns it, or models look it up first.
- `subscribe_order_events`: 65 / 100
  - Major: Arguments without a description: orderId, url.
  - Minor: Required identifiers whose description does not say where the value comes from: orderId. Name the tool or the place that returns it, or models look it up first.
- `create_upload`: 69 / 100
  - Major: Arguments without a description: productId, crop, crop.fit, crop.orientation, crop.x, crop.y.
  - Minor: No `required` list, so every argument is optional.
- `list_agent_keys`: 70 / 100
- `create_print_order`: 74 / 100
  - Major: Arguments without a description: quoteId, couponCode, idempotencyKey, buyerApproved, method.
  - Minor: The meaning of the boolean argument buyerApproved is unclear.

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