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lee-s-dev

youtube-research-mcp

by lee-s-dev

collect_research_discussions

Retrieve YouTube video transcripts and comments to gather research discussions for analysis.

Instructions

Search YouTube and collect transcript plus comments for each usable video.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
queryYes
max_videosNo
max_comments_per_videoNo
min_duration_secondsNo
max_duration_secondsNo
languagesNo
published_afterNo
published_beforeNo
comment_orderNorelevance
include_repliesNo
exclude_shortsNo
min_view_countNo
max_per_channelNo
include_segmentsNo
max_transcript_charsNo
min_comment_lengthNo
min_like_countNo
search_orderNorelevance
force_refreshNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior2/5

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

With no annotations, the description must disclose behavioral traits. It only states basic function without mentioning rate limits, auth requirements, or what 'usable' means.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is very concise (one sentence), but it sacrifices clarity and completeness. It would benefit from additional detail while remaining efficient.

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?

Given the tool's complexity (19 parameters, output schema), the description is incomplete. It omits details about output format, filtering logic, and edge cases.

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

Parameters1/5

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

Schema description coverage is 0%, and the description adds no semantic information about the 19 parameters. It fails to clarify the purpose of key parameters like query, max_videos, or filtering options.

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 states it searches YouTube and collects transcripts and comments, but 'usable video' is vague and does not differentiate from siblings like 'collect_video_discussion' or 'get_transcript'.

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 usage guidance is provided. The description does not indicate when to use this tool over alternatives like 'search_videos' or 'collect_research_sources'.

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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