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autkucakan

market-research

by autkucakan

find_switching_signals

Detect explicit switching signals of users abandoning or migrating away from solutions to uncover actionable market opportunities.

Instructions

Find explicit switching signals where users are actively abandoning or migrating away from solutions.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNo
run_idYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv0.1.0

TDQS

C2.7/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden of behavioral disclosure. It does not state whether the operation is read-only, what permissions are required, how results are scoped, or what the run_id represents, leaving key behavioral traits undisclosed.

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?

A single sentence with zero waste, front-loading the core purpose. It is appropriately sized for a tool whose structured fields should carry most operational detail.

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

Completeness2/5

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

An output schema exists, so return values need not be explained. However, for a tool with a required run_id and no annotations, the description omits usage guidance and parameter meaning, leaving the agent without enough context to invoke it correctly beyond the bare purpose.

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

Parameters1/5

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

Schema description coverage is 0%, and the description does not mention either parameter. The required 'run_id' and optional 'limit' are left entirely unexplained, so the description adds no parameter meaning beyond the bare schema names.

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 ('find') and resource ('switching signals'), then defines them as users abandoning or migrating away from solutions. This distinguishes it from the broader 'find_signals' sibling, though it does not explicitly name or compare against alternatives.

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 gives no indication of when to choose this tool over siblings like 'find_signals', 'find_workarounds', or 'find_counterevidence'. There are no prerequisites, exclusions, or alternative routing guidance.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.