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retrieve_skill

Find executable skills that match a task description using semantic similarity. Retrieve stored procedures to act on tasks, not just recall knowledge.

Instructions

Retrieve executable skills matching a task description by semantic similarity. Read-only. Use when you need a stored procedure to act on, not just recall knowledge.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
queryYesNatural language task description to match, e.g. 'deploy the app to production'
scopeNoRestrict to skills in a specific scope, e.g. 'project:myapp'. Omit to search all scopes
limitNoMaximum number of matching skills to return, sorted by relevance (default: 3)
Behavior3/5

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

With no annotations, the description carries full burden. It declares 'Read-only', which is good, but lacks details on permissions, side effects, or return format. Adequate but minimal.

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?

Two sentences, front-loaded with action and purpose, no wasted words. Efficient and clear.

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

Completeness3/5

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

Given low complexity (3 params, no output schema), the description covers purpose and usage but lacks description of return value structure. Missing details for complete understanding.

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%, so baseline is 3. The description adds no extra parameter meaning beyond what the schema already provides.

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 clearly states the verb 'Retrieve' and resource 'executable skills', with the mechanism 'by semantic similarity'. It distinguishes from siblings like 'store_skill' and 'search_memory'.

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

Usage Guidelines5/5

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

The description explicitly states when to use ('when you need a stored procedure to act on') and when not ('not just recall knowledge'), providing clear context for agent decision-making.

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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