ViralScout MCP

create_creator_pack

Generate a short-form creator pack from a transcript: hook analysis, structure, pacing, keywords, remix ideas, script framework, captions, and CTA prompts.

Instructions

Create a complete short-form creator pack from a transcript: hook analysis, structure, pacing, keywords, remix ideas, script framework, captions, and CTA prompts.

Tool call template

Replace each placeholder with a value matching the input schema. Only required parameters are included; add optional parameters as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {
      "transcript": "<transcript>"
    },
    "name": "create_creator_pack"
  }
}

Input Schema

Name	Required	Default
`topic`	No
`audience`	No	general viewers
`platform`	No	tiktok
`transcript`	Yes
`durationSeconds`	No

Schema Changelog

Changes observed during successful MCP inspections.

First observedv0.1.0Sep 28, 2026

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 behavioral burden. It does not disclose whether the tool persists any output, requires authentication, is deterministic, has rate limits, or what side effects 'create' entails beyond generating text artifacts.

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?

A single front-loaded sentence with no waste; the output enumeration earns its place by conveying the pack's scope. Only the missing parameter and usage context prevent a higher score.

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?

For a 5-parameter tool with no annotations and no output schema, the description is far too thin: it omits parameter semantics, usage alternatives, and behavioral traits. An agent could not determine how the optional parameters influence the generated pack.

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% across 5 parameters, and the description only implies the required 'transcript' input. It says nothing about topic, audience, platform, or durationSeconds, leaving four parameters undocumented in both schema and description.

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 and resource ('Create a complete short-form creator pack from a transcript') and enumerates the outputs (hook analysis, structure, pacing, keywords, remix ideas, script framework, captions, CTA prompts). This composite scope helps distinguish it from single-purpose siblings like generate_remix_ideas or analyze_hook, though no sibling is named directly.

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?

No explicit guidance on when to use this all-in-one pack versus the individual sibling tools (analyze_hook, generate_remix_ideas, generate_short_script, etc.). The implication that it is the bundled alternative is inferable but never stated, and there are no prerequisites or exclusions.

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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