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pulspeed

@pulspeed/mcp-server

by pulspeed

get_recommendations

Retrieve AI-powered performance improvement suggestions for your monitored website, using Core Web Vitals and regression data.

Instructions

Get AI-powered performance recommendations for a monitored website. Requires Pro or Team plan.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
urlNoThe URL of the website to get recommendations for
site_idNoThe Pulspeed site ID (alternative to URL)
Behavior3/5

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

With no annotations, the description partially discloses behavior (AI-powered, plan requirement) but does not mention side effects, rate limits, or whether the operation is read-only. This is adequate but not exhaustive.

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, no unnecessary words. The first sentence states the purpose, the second adds a prerequisite. Highly efficient.

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?

The description lacks details about the output format (e.g., list of recommendations) and does not explain what 'monitored' implies. Given the complexity (no output schema), it could be more complete.

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 coverage is 100%, so the schema already documents both parameters. The description adds no additional meaning beyond the parameter descriptions found in the schema.

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 action ('Get AI-powered performance recommendations') and the resource ('for a monitored website'). It effectively distinguishes from sibling tools like get_raw_audit and get_site_metrics by specifying 'recommendations'.

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

Usage Guidelines3/5

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

The description mentions the prerequisite ('Requires Pro or Team plan') but lacks guidance on when to use this tool versus alternatives, or how to choose between the two input parameters (url vs. site_id).

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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