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PhotoPrintAgent: tool descriptions scored com.photoprintagent/mcp

tools/list taken
(UTC)
From
Official MCP Registry
Connected to
https://photoprintagent.com/mcp
Homepage
photoprintagent.com/agents
Scoring rules
v2
Removal
support@forecall.dev
Score this URL as it is today

Scores, issues and names only

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.

servers/com.photoprintagent/mcp
Average score
57.1 / 100Cloudy
Tools
30
Near-identical descriptions
0

Across the server

  • Minor
    30 tools. Above 25, models start to tell tools apart less well.many_tools

Tools

list_payment_assets

42 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
7 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: search, network, offset, limit.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

estimate_print_price

45 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: productId, quantity, zip, state.param_no_description
  • 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.id_source_missing

unsubscribe_order_events

46 / 100Cloudy

Purpose
13 / 20
When to use
0 / 20
Arguments
18 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Arguments without a description: subscriptionId.param_no_description
  • 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.id_source_missing

delete_photo

47 / 100Cloudy

Purpose
14 / 20
When to use
0 / 20
Arguments
18 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Arguments without a description: photoId.param_no_description
  • 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.id_source_missing

revoke_agent_key

47 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: keyId.param_no_description
  • 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.id_source_missing

get_photo

50 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
18 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Arguments without a description: photoId.param_no_description
  • 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.id_source_missing

preview_print_price

50 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • 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.param_no_description
  • Minor
    String arguments with no constraint or example: shipping.phone, shipping.country.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description

quote_crypto_payment

50 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
15 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: orderId, tokenId.param_no_description
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • 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.id_source_missing

list_products

52 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
7 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: query, category, finish, widthInches, heightInches, minPriceCents, maxPriceCents, availableOnly, offset, limit.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument availableOnly is unclear.vague_boolean

list_photos

54 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
22 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    No `required` list, so every argument is optional.no_required

start_guest_checkout

54 / 100Cloudy

Purpose
14 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context

get_checkout_link

55 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: orderId.param_no_description
  • 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.id_source_missing

list_order_subscriptions

55 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: orderId.param_no_description
  • 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.id_source_missing

list_orders

55 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
15 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: limit.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

create_agent_key

57 / 100Cloudy

Purpose
14 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context

get_checkout_options

57 / 100Cloudy

Purpose
14 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context

preview_print_item

59 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
12 / 25
Return value
15 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: productId, photoIds, calendar, calendar.startYear, calendar.startMonth, offset, limit.param_no_description
  • 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.id_source_missing

get_order_events

60 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
15 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: orderId, after.param_no_description
  • 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.id_source_missing

quote_prints

60 / 100Cloudy

Purpose
20 / 20
When to use
15 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • 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.param_no_description
  • Minor
    String arguments with no constraint or example: shipping.phone, shipping.country.loose_string_param
  • Minor
    The meaning of the boolean argument consent is unclear.vague_boolean

request_order_help

61 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
13 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: orderId, type, message, idempotencyKey.param_no_description
  • 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.id_source_missing

list_admin_products

62 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10

No issues.

update_order_coupon

62 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
15 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: orderId, couponCode.param_no_description
  • 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.id_source_missing

get_order

63 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
18 / 25
Return value
15 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Minor
    Arguments without a description: orderId.param_no_description
  • 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.id_source_missing

replay_order_events

63 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
15 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: subscriptionId, after.param_no_description
  • 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.id_source_missing

confirm_complimentary_order

64 / 100Cloudy

Purpose
17 / 20
When to use
15 / 20
Arguments
14 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: orderId, buyerApproved, pricingVersion.param_no_description
  • Minor
    The meaning of the boolean argument buyerApproved is unclear.vague_boolean
  • 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.id_source_missing

pay_print_order

65 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: orderId, cryptoQuoteId.param_no_description
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • 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.id_source_missing

subscribe_order_events

65 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
15 / 25
Return value
15 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: orderId, url.param_no_description
  • 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.id_source_missing

create_upload

69 / 100Cloudy

Purpose
20 / 20
When to use
15 / 20
Arguments
9 / 25
Return value
15 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: productId, crop, crop.fit, crop.orientation, crop.x, crop.y.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

list_agent_keys

70 / 100Clear

Purpose
20 / 20
When to use
10 / 20
Arguments
25 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10

No issues.

create_print_order

74 / 100Clear

Purpose
20 / 20
When to use
15 / 20
Arguments
14 / 25
Return value
15 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: quoteId, couponCode, idempotencyKey, buyerApproved, method.param_no_description
  • Minor
    The meaning of the boolean argument buyerApproved is unclear.vague_boolean

What static scoring cannot tell

This score reads only the text of each description and schema: it says what is written, not what a model will do. Short tools whose names already say what they do, such as browser_close, score low here even when models use them well, and in our measurements current models chose the right tool in one step even from one-line descriptions, as long as the names and schemas differed. What the text cannot show, such as what happens over several steps and whether an added sentence helps or misleads, is what an evaluation measures, on the Pro and Team plans.

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