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enrich_prospects

Prepare enriching prospects (mode enrich_only) or writing a personalised first line (mode personalized_line). Costs credits per person; runs only after confirm_action.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
modeNo
prospect_idsYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.6/5.0
Behavior4/5

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

Annotations already disclose that this is a non-readonly, non-idempotent, non-destructive mutation. The description adds material context beyond that: credit consumption per person and the hard dependency on a prior confirm_action call, which an agent cannot infer from annotations alone.

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?

Two compact sentences with no filler, and the primary action is front-loaded before the cost/prerequisite caveats. Slight awkwardness in 'Prepare enriching prospects' but nothing wasteful.

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?

With no output schema and a two-parameter surface, the description covers modes, cost, and the confirm_action dependency, which is most of what an agent needs. It omits what the call returns or how the prepared result is later committed, leaving the confirm_action handoff only half-explained.

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 0%, so the description must carry the load. It does explain the ambiguous 'mode' enum values, which is the most valuable addition, but leaves 'prospect_ids' unexplained (format, source, limits) and says nothing about whether both modes accept the same ID list.

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?

States a specific verb+resource ('enrich prospects') and names the two operating modes with their enum values, so the agent knows exactly what this tool produces. It is distinguishable from siblings like research_prospects and enroll_prospects, though the 'prepare' framing leaves the two-step flow slightly ambiguous without reading the confirm_action sibling.

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?

Gives the mode-selection condition implicitly (enrich_only vs personalized_line) and an ordering prerequisite ('runs only after confirm_action'), which is genuinely useful. However, it never says when to prefer this over research_prospects or enroll_prospects, nor when to pick each mode.

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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