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sanhao-global-experts

live-talk-script

A production-ready live talk script system for marketing and operations leaders. Get a structured, repeatable workflow you can run today - delivered as a copy-paste prompt pack with examples.

Input Schema

NameRequiredDescriptionDefault
queryNoOptional user query to scope the analysis.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.7/5.0
Behavior2/5

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

No annotations are supplied, so the description carries the full behavioral burden. It does disclose that delivery is a 'copy-paste prompt pack with examples,' which is some useful output context, but it says nothing about permissions, safety profile, rate limits, or what the prompt pack actually contains.

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 two sentences, front-loaded with the resource and audience. Some phrasing is marketing fluff ('production-ready', 'you can run today'), but it is not bloated or disorganized.

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 tool is simple (one optional parameter, no output schema, no annotations), but the description does not explain the return format in enough detail or clarify when this tool should be chosen over its many siblings. It is minimally adequate for a low-complexity tool but leaves the main ambiguity unresolved.

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?

The single optional 'query' parameter has 100% schema description coverage ('Optional user query to scope the analysis'), so the schema baseline is 3. The description adds no parameter-specific meaning, but there is little to add for one optional string.

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

Purpose3/5

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

The description identifies the resource as a live talk script system and names an audience, but the operation is vague ('Get a structured, repeatable workflow') and never states exactly what the tool produces or how it differs from siblings like live-script, live-room-script, or talk-script-generator. An agent can infer the general domain but not the precise action.

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?

There is no explicit when-to-use or when-not-to-use guidance, and no alternatives are named despite a very crowded set of live-script and talk-script siblings. The audience hint ('marketing and operations leaders') is weak context rather than routing guidance.

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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