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Recipe Discover

recipe_discover
Read-only

Browses installable community SKILLS — ready-made LMCP workflows other people published (a morning brief, inbox triage, a weekly report). A user would browse them to find a ready-made workflow for a repeatable multi-app task instead of building it from scratch. Returns a list of {id, title, category, description, steps, votes}; install one with recipe_install(id).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
categoryNoOptional filter hint shown to the user; the catalog is small so all skills are returned.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

A4.3/5.0
Behavior4/5

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

Annotations already mark this read-only, open-world, and non-destructive. The description adds useful behavior beyond that: it returns a structured list of skill metadata and explicitly routes installation to recipe_install(id), signaling the tool itself does not install anything.

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

Conciseness5/5

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

The description is front-loaded with the core purpose, includes concrete examples without padding, and ends with the return format and next-step action. Every sentence adds useful information.

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

Completeness5/5

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

For a simple read-only discovery tool with one optional parameter and no output schema, the description is complete: it explains what is browsed, why a user would do so, what fields come back, and what to do next. Nothing needed for a correct call is missing.

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?

The single optional parameter category is fully documented in the schema with a clear note that all skills are returned regardless. The description adds no extra parameter meaning, which is acceptable given 100% schema coverage, so it stays at the baseline of 3.

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

Purpose5/5

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

The description states a specific action and resource: 'Browses installable community SKILLS — ready-made LMCP workflows other people published.' It gives concrete examples, names the return shape, and is clearly distinct from sibling tools like recipe_install and recipe_list.

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

Usage Guidelines4/5

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

It clearly explains when to use the tool: when a user wants a ready-made workflow for a repeatable multi-app task instead of building from scratch. It doesn't explicitly mention alternatives like recipe_list or recipe_get, but the community-skill framing provides enough context for an agent to choose appropriately.

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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