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fikra_generate_customer_response

Write a reply to a customer message. Fixed price $0.03 per call. Fast, on-brand replies.

Input Schema

NameRequiredDescriptionDefault
toneNo
messageYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

C2.9/5.0
Behavior3/5

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

The annotations already declare this is a non-readonly, non-destructive, non-idempotent, closed-world operation. The description adds the useful fixed price of $0.03 per call and frames the output as a fast reply, but it does not explain that repeated calls may produce different results, what format the reply takes, or any limits. It adds some context beyond annotations but leaves meaningful behavioral gaps.

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?

The description is short, front-loaded, and easy to scan. However, 'Fast, on-brand replies' is promotional rather than operational, and that space could have been used to document the tone parameter or output behavior.

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?

There is no output schema and no parameter documentation, so the agent must rely entirely on the description. The description does not state what the reply looks like, how tone affects the result, or how the required message is used. Given the tool's generative nature and the undocumented parameters, it is materially incomplete.

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

Parameters2/5

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

Schema description coverage is 0%, so the description must carry the burden for the two parameters. It implies that 'message' is the customer message to reply to, but it says nothing about 'tone' or what valid tone values might be. For a tool with zero schema documentation, this is insufficient.

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 states a specific verb and resource: 'Write a reply to a customer message.' That is clear enough to understand the operation. It does not distinguish itself from sibling tools that also involve customer messages, such as fikra_process_customer_complaint or fikra_chat, so it stops just short of a 5.

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?

It gives no guidance on when to use this tool rather than alternatives like fikra_process_customer_complaint, fikra_chat, or fikra_generate_social_post. There are no exclusions, prerequisites, or routing conditions.

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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