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Outreach Analytics

outreach_analytics
Read-onlyIdempotent

Outreach summary for the user — total leads, sent, replied, and reply rate. Requires authentication.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
textYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.5/5.0
Behavior3/5

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

Annotations already declare readOnlyHint and destructiveHint, so the safety profile is clear. The description adds the need for authentication, which is useful but not expansive. It does not disclose other behaviors like data freshness or scope (e.g., time range).

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 a single sentence that front-loads the core purpose and follows with a key requirement. Every word earns its place; there is no redundancy or unnecessary detail.

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

Completeness4/5

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

For a simple parameterless tool with an output schema, the description covers the returned fields and authentication. It could be slightly more precise about scope (e.g., 'for the authenticated user'), but overall it is adequate.

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

Parameters4/5

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

The input schema has zero parameters and coverage is 100%, so the description naturally has nothing to add. Per guidelines, 0 parameters yields a baseline of 4. The description does not need to elaborate on parameters.

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

Purpose4/5

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

The description clearly states it provides an outreach summary with specific metrics (total leads, sent, replied, reply rate). While it doesn't explicitly differentiate from siblings like 'get_sales_analytics' or 'campaign_pipeline_stats', the purpose is specific to outreach and the metrics are distinct.

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?

The description includes 'Requires authentication' as a prerequisite but provides no guidance on when to use this tool versus alternatives. No context about scenarios, exclusions, or trade-offs is given.

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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