ANIME INTELLIGENCE / AI PURCHASE INTELLIGENCE: tool descriptions scored io.github.Mike05102/anime-intelligence-mcp

tools/list taken: 2026-11-02 (UTC)
From: Official MCP Registry
Connected to: https://anime-intelligence.goodmy0312.workers.dev/mcp
Homepage: anime-intelligence.goodmy0312.workers.dev
Repository: github.com/Mike05102/anime-intelligence-mcp
Scoring rules: v2
Removal: support@forecall.dev

Scores, issues and names only

This page shows how ANIME INTELLIGENCE / AI PURCHASE INTELLIGENCE (io.github.Mike05102/anime-intelligence-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/io.github.Mike05102/anime-intelligence-mcp

Average score: 60.3 / 100Cloudy
Tools: 24
Near-identical descriptions: 0

Across the server

Major
13 tools repeat the same note (46 words). Say it once in the server's instructions, and let each description say what only that tool does. The note does not count toward the tools' scores.repeated_note

Tools

merchant_agent_profile

31 / 100Rain

Purpose: 13 / 20
When to use: 0 / 20
Arguments: 3 / 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: merchant.param_no_description
Minor
String arguments with no constraint or example: merchant.loose_string_param

universal_purchase_decision

32 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 0 / 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: query, language, domain, product, product.manufacturer, product.mpn, product.gtin, product.canonical_product_id, quantity, destination, destination.country, destination.postal_code, requirements, requirements.currency, requirements.max_total_cost, requirements.delivery_deadline, requirements.authorized_only, requirements.authenticity_required, requirements.substitutes_allowed.param_no_description
Minor
String arguments with no constraint or example: query, domain, product.manufacturer, product.mpn, product.gtin, product.canonical_product_id, destination.country, destination.postal_code, requirements.currency, requirements.delivery_deadline.loose_string_param
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
The meaning of the boolean argument requirements.authorized_only is unclear.vague_boolean
Minor
The meaning of the boolean argument requirements.authenticity_required is unclear.vague_boolean
Minor
The meaning of the boolean argument requirements.substitutes_allowed is unclear.vague_boolean

parts_search

35 / 100Rain

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 0 / 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: query, part_number, manufacturer, limit.param_no_description
Minor
String arguments with no constraint or example: query, part_number, manufacturer.loose_string_param
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

product_resolve

35 / 100Rain

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 0 / 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: query, gtin, isbn, mpn, manufacturer, oe_number, sku, asin.param_no_description
Minor
String arguments with no constraint or example: query, gtin, isbn, mpn, manufacturer, oe_number, sku, asin.loose_string_param
Minor
No `required` list, so every argument is optional.no_required

merchant_offer_search

37 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 5 / 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: part_number, manufacturer, buyer_country, limit.param_no_description
Minor
String arguments with no constraint or example: part_number, manufacturer.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

commerce_search

39 / 100Rain

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 4 / 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: query, oe_number, mpn, manufacturer_part_number, part_number, gtin, isbn, sku, asin, limit.param_no_description
Minor
String arguments with no constraint or example: query, oe_number, mpn, manufacturer_part_number, part_number, gtin, isbn, sku, asin.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

merchant_diagnostic

45 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 15 / 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: merchant.param_no_description
Minor
String arguments with no constraint or example: merchant.loose_string_param

record_purchase_intent

48 / 100Cloudy

Purpose: 20 / 20
When to use: 10 / 20
Arguments: 3 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: canonical_product_id, merchant_id, merchant, decision, amount, currency, agent_type.param_no_description
Minor
String arguments with no constraint or example: canonical_product_id, merchant_id, merchant, decision, currency, agent_type.loose_string_param
Minor
Required identifiers whose description does not say where the value comes from: canonical_product_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

parts_status

53 / 100Cloudy

Purpose: 13 / 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

universal_coverage

57 / 100Cloudy

Purpose: 17 / 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

anime_authenticity

65 / 100Cloudy

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

Minor
Arguments without a description: lang.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

anime_rarity

65 / 100Cloudy

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

Minor
Arguments without a description: lang.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

listing_match

67 / 100Cloudy

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

Minor
Arguments without a description: lang.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

anime_market

69 / 100Cloudy

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

Minor
Arguments without a description: lang.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

landed_cost

70 / 100Clear

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

Minor
Arguments without a description: lang.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

shopping_intelligence

72 / 100Clear

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

Minor
Arguments without a description: lang.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

parts_intelligence

74 / 100Clear

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

Minor
Arguments without a description: lang.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

price_history

74 / 100Clear

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

Minor
Arguments without a description: lang.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

search_anime_product

74 / 100Clear

Purpose: 20 / 20
When to use: 15 / 20
Arguments: 16 / 25
Return value: 8 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

Minor
Arguments without a description: lang.param_no_description

anime_buy_wait

75 / 100Clear

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

Minor
Arguments without a description: lang.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

purchase_deadline

79 / 100Clear

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

Minor
Arguments without a description: lang.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

best_place

82 / 100Clear

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

Minor
Arguments without a description: lang.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

full_intelligence

82 / 100Clear

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

Minor
Arguments without a description: lang.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

identify_anime_product

87 / 100Clear

Purpose: 17 / 20
When to use: 20 / 20
Arguments: 15 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 10 / 10

Minor
Arguments without a description: lang.param_no_description
Minor
No `required` list, so every argument is optional.no_required
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

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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