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

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.Mike05102%2Fanime-intelligence-mcp/versions/latest)
- Connected to: https://anime-intelligence.goodmy0312.workers.dev/mcp
- Homepage: https://anime-intelligence.goodmy0312.workers.dev/
- Repository: https://github.com/Mike05102/anime-intelligence-mcp
- Scoring rules: v2
- Tools: 24
- Average: 60.3 / 100 (Cloudy)
- Near-identical pairs: 0

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.

## 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.

## Tools

- `merchant_agent_profile`: 31 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: merchant.
  - Minor: String arguments with no constraint or example: merchant.
- `universal_purchase_decision`: 32 / 100
  - Major: Says nothing about when to use it, or when not to.
  - 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.
  - 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.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument requirements.authorized_only is unclear.
  - Minor: The meaning of the boolean argument requirements.authenticity_required is unclear.
  - Minor: The meaning of the boolean argument requirements.substitutes_allowed is unclear.
- `parts_search`: 35 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: query, part_number, manufacturer, limit.
  - Minor: String arguments with no constraint or example: query, part_number, manufacturer.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `product_resolve`: 35 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: query, gtin, isbn, mpn, manufacturer, oe_number, sku, asin.
  - Minor: String arguments with no constraint or example: query, gtin, isbn, mpn, manufacturer, oe_number, sku, asin.
  - Minor: No `required` list, so every argument is optional.
- `merchant_offer_search`: 37 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: part_number, manufacturer, buyer_country, limit.
  - Minor: String arguments with no constraint or example: part_number, manufacturer.
  - Minor: The description mentions none of its 3 or more arguments.
- `commerce_search`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: query, oe_number, mpn, manufacturer_part_number, part_number, gtin, isbn, sku, asin, limit.
  - Minor: String arguments with no constraint or example: query, oe_number, mpn, manufacturer_part_number, part_number, gtin, isbn, sku, asin.
  - Minor: The description mentions none of its 3 or more arguments.
- `merchant_diagnostic`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: merchant.
  - Minor: String arguments with no constraint or example: merchant.
- `record_purchase_intent`: 48 / 100
  - Major: Arguments without a description: canonical_product_id, merchant_id, merchant, decision, amount, currency, agent_type.
  - Minor: String arguments with no constraint or example: canonical_product_id, merchant_id, merchant, decision, currency, agent_type.
  - 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.
- `parts_status`: 53 / 100
  - Major: Says nothing about when to use it, or when not to.
- `universal_coverage`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `anime_authenticity`: 65 / 100
  - Minor: Arguments without a description: lang.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `anime_rarity`: 65 / 100
  - Minor: Arguments without a description: lang.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `listing_match`: 67 / 100
  - Minor: Arguments without a description: lang.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `anime_market`: 69 / 100
  - Minor: Arguments without a description: lang.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `landed_cost`: 70 / 100
  - Minor: Arguments without a description: lang.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `shopping_intelligence`: 72 / 100
  - Minor: Arguments without a description: lang.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `parts_intelligence`: 74 / 100
  - Minor: Arguments without a description: lang.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `price_history`: 74 / 100
  - Minor: Arguments without a description: lang.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `search_anime_product`: 74 / 100
  - Minor: Arguments without a description: lang.
- `anime_buy_wait`: 75 / 100
  - Minor: Arguments without a description: lang.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `purchase_deadline`: 79 / 100
  - Minor: Arguments without a description: lang.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `best_place`: 82 / 100
  - Minor: Arguments without a description: lang.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `full_intelligence`: 82 / 100
  - Minor: Arguments without a description: lang.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `identify_anime_product`: 87 / 100
  - Minor: Arguments without a description: lang.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.

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