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hungln105-cell

notebooklm-mcp-cli

Chat Export

chat_export

Export chat transcripts from a notebook into Markdown or JSON files, specifying format and optional conversation ID for archival or review.

Instructions

Export a chat transcript to Markdown or JSON.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
formatNoExport format: 'md' or 'json' (default: 'md')md
notebook_idYesNotebook ID or title alias
conversation_idNoOptional conversation ID

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv0.11.5

TDQS

C2.9/5.0
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 only states the export action and formats, without disclosing side effects, whether any auth is needed, whether the operation is read-only, or any limitations.

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 a single, front-loaded sentence with no filler. It is appropriately concise for a simple operation, though it could earn a higher score by also including brief usage or behavior context.

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 schema fully documents all parameters and an output schema exists, so the call contract is mostly covered. Missing usage guidance and behavioral transparency keep it from being fully complete, but complexity is low and structured metadata does most of the work.

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 input schema already documents all three parameters, including defaults and allowed values for format, and notebook_id/conversation_id descriptions. The description adds no parameter-specific meaning beyond what the schema provides, so the baseline of 3 is appropriate.

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 clearly states the tool exports a chat transcript to Markdown or JSON, which is a specific verb plus resource. It distinguishes the tool from chat_get/chat_list by emphasizing export/output-file intent, though it does not explicitly name a sibling alternative.

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 guidance about when to use chat_export versus alternatives like chat_get or export_artifact. The export verb and formats imply a file-download use case, but no context, prerequisites, or exclusions are provided.

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