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Create content pack from transcript

create_from_transcript

Create a finished multi-format content pack from a meeting or call transcript. Shorthand for create_pack with input_type=transcript.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
formatsNo
transcriptYesThe transcript text to create from
voice_profile_idNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.8/5.0
Behavior3/5

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

Annotations already disclose the safety profile (readOnlyHint=false, destructiveHint=false, idempotentHint=false, openWorldHint=false), so the burden is reduced. The description adds that output is a 'finished multi-format content pack', but says nothing about whether the operation is asynchronous or returns a job id (hinted by the get_job_status sibling), nor about format defaults or limits.

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?

Two tight sentences with zero waste; the core action is front-loaded before the shorthand note. Every clause earns its place.

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?

For a three-parameter write tool with no output schema and low schema coverage, the description is sufficient to identify the tool but not to invoke it confidently. It omits how formats are selected/defaulted and whether the result is returned directly or via polling get_job_status.

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 only 33% (only 'transcript' is documented), so the description should compensate. It vaguely implies multi-format output but never mentions the 'formats' enumerations or 'voice_profile_id', leaving two undocumented parameters entirely unclarified.

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

Purpose5/5

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

States a specific verb and resource ('Create a finished multi-format content pack') and immediately scopes the input source ('from a meeting or call transcript'). It also distinguishes itself from the create_pack sibling by naming the exact shorthand relationship (input_type=transcript).

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The 'shorthand for create_pack with input_type=transcript' line gives clear routing context for choosing between this and create_pack. It does not explicitly contrast with create_from_url or state when not to use it, but the transcript input is self-evident from the purpose statement.

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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