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datasets_youtube_creators_search

Search public YouTube creator profiles by keyword, region, subscriber, video, and view counts, plus bio, links, and discovery filters, to identify relevant channels for outreach or research.

Instructions

Search the YouTube creators dataset. Searches public YouTube channel profiles stored in a search index — subscriber, video and view counts, region, bio and links, discovered via Common Crawl and Wikidata and hydrated from each channel's public About page. Sort enum: relevance, followers_desc, followers_asc, views_desc, videos_desc, hydrated_at_desc, hydrated_at_asc. Some channels hide their subscriber, video, or view count; the _available flags on each item distinguish a hidden count (stored as 0, *_available: false) from a genuine 0.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
qNoFull-text query over channel_name and bio, max 256 characters
pageNoPage number, defaults to 1
sortNoSort enum: relevance, followers_desc, followers_asc, views_desc, videos_desc, hydrated_at_desc, hydrated_at_asc
regionNoExact channel region/country filter (case-insensitive), max 128 characters
has_bioNoFilter by a non-empty About bio
has_linksNoFilter by at least one linked external URL
max_viewsNoMaximum total view count
min_viewsNoMinimum total view count
page_sizeNoPage size, defaults to 20 and maxes at 100; page * page_size must be <= 10000
channel_idNoExact channel id filter (e.g. UCxxxxxxxxxxxxxxxxxxxxxxxx), max 128 characters
max_videosNoMaximum uploaded-video count
min_videosNoMinimum uploaded-video count
joined_afterNoChannels created on or after this date (RFC3339 or YYYY-MM-DD)
joined_beforeNoChannels created on or before this date (RFC3339 or YYYY-MM-DD)
max_followersNoMaximum subscriber count
min_followersNoMinimum subscriber count
hydrated_afterNoRecords last refreshed on or after this date (RFC3339 or YYYY-MM-DD)
hydrated_beforeNoRecords last refreshed on or before this date (RFC3339 or YYYY-MM-DD)
discovery_sourceNoExact filter for how the channel was discovered (e.g. commoncrawl, wikidata), max 128 characters
views_count_availableNoFilter by whether the channel has a known total view count
videos_count_availableNoFilter by whether the channel has a known uploaded-video count
followers_count_availableNoFilter by whether the channel exposes a public subscriber count
Behavior4/5

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

With no annotations, the description carries the full burden, and it delivers a critical disclosure: the `_available` flags distinguish a hidden count (stored as 0, *_available: false) from a genuine 0 — preventing a real misinterpretation error. It also discloses data provenance and hydration source, setting expectations about coverage and freshness. It omits rate limits and result envelope details, but the most dangerous ambiguity is handled.

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?

Three sentences with purpose front-loaded first and the caveat placed last. The sort enum list duplicates the schema's sort parameter description, which is mild redundancy, but each sentence otherwise earns its place. For a 22-parameter tool, the length is justified and the structure is easy to scan.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a 22-param search tool with no output schema and no annotations, the description covers the dataset contents, provenance, sort options, and the most error-prone behavioral caveat (_available flags). It does not describe the overall result item shape or pagination behavior beyond what the page_size schema entry already states (page * page_size <= 10000), but the highest-risk semantics are documented.

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

Parameters4/5

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

Schema coverage is 100%, so the baseline is 3. The description adds genuine interpretive value beyond the schema: it explains why the three `*_count_available` filter parameters exist and what a stored 0 means, linking the filter params to the output caveat. The sort enum is redundant with the schema's sort parameter description, but the available-flag semantics go beyond anything the schema states.

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 ('Search') and a specific resource ('the YouTube creators dataset'), and enumerates exactly what the index contains: subscriber/video/view counts, region, bio, and links. The provenance detail — 'discovered via Common Crawl and Wikidata and hydrated from each channel's public About page' — distinguishes this offline dataset-backed search from live siblings like youtube_channel_search and youtube_search.

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

Usage Guidelines3/5

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

The description implies its context of use (searching a pre-built offline index rather than a live API) through the 'search index' and provenance phrasing, but it never names alternatives or states when-not-to-use. An agent must infer the difference between this tool and youtube_channel_search/youtube_search, or between this and the sibling datasets_youtube_creators_item and datasets_youtube_creators_facets. No explicit 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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