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Crawlora MCP

allbirds_products

Read-only

Allbirds storefront products (pinned to https://www.allbirds.com).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
pageNo1-based page number, default 1.
limitNoMaximum products to return. Default 50, maximum 250.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
dataYesThe tool result payload (shape varies per tool; see each tool's docs resource).

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.8/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true and openWorldHint=true, so the safe-read and live-source nature is covered. The description adds only the domain pinning ('pinned to https://www.allbirds.com'), which is modest extra context; it says nothing about pagination behavior or result ordering beyond what the schema implies.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

A single, front-loaded sentence with no filler or repetition. It is efficient, though the brevity comes at the cost of the missing scope and routing information noted elsewhere.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

An output schema exists so return values need no explanation, but for a listing tool with three close siblings (allbirds_product, allbirds_collection_products, allbirds_products) the description omits the scope distinction an agent needs to pick correctly. Given the dense sibling cluster, this is a significant gap.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%: both 'page' and 'limit' are fully documented in the schema, including the default and 250 max. The description adds no parameter semantics of its own, which is acceptable at full coverage but not value-adding.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose3/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description names the resource ('Allbirds storefront products') and the source domain, so the agent knows it lists products from allbirds.com. However, it uses no verb and does not distinguish this from the very similar siblings allbirds_product (single product) and allbirds_collection_products (collection-scoped listing), leaving ambiguity about scope.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance on when to choose this tool over allbirds_product, allbirds_collection_products, or allbirds_search_suggest. Usage must be inferred entirely from the name; no conditions, prerequisites, or alternatives are stated.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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