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x402vid AI Intelligence & Channel Growth for YouTube Videos

Revenue Estimate

revenue_estimate
Read-only

Fetch channel stats and estimate ad revenue: CPM benchmarks and earnings range.

Niche CPM band, estimated monthly AdSense range from channel stats, and an AI read on why the category sets the number plus how to raise it.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
x_paymentNoBase64 x402 payment payload (required — pass the X-PAYMENT value as an argument over MCP)
channel_inputNoChannel URL (/@handle or /channel/UC...), @handle, or UC id
monthly_viewsNoOptional known monthly views (else estimated from recents)

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

B3.2/5.0
Behavior3/5

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

Annotations declare readOnlyHint=true, openWorldHint=true, destructiveHint=false, so the safety profile is covered. The description adds that it pulls live channel stats and produces an AI-generated rationale, which hints at external calls, but it omits the x402 payment requirement — a notable behavioral precondition for a paid tool.

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?

Front-loaded with the core action, then the output list. Concise and readable, though the second sentence is a bit listy and could be tightened.

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?

Output schema exists and annotations cover the safety profile, so the description needn't explain return values. However, for a paid, open-world, non-idempotent estimation tool, the absence of any note about the x402 payment flow or estimation fallback logic leaves a meaningful gap.

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?

Schema description coverage is 100%, so the schema already documents x_payment, channel_input, and monthly_views. The description adds no parameter-level detail; the baseline of 3 applies when the schema does the heavy lifting.

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?

Clear verb+resource: 'Fetch channel stats and estimate ad revenue.' It also enumerates the outputs (CPM band, monthly AdSense range, AI read). It does not explicitly distinguish itself from siblings like niche_research or compare_channels, keeping it at 4 rather than 5.

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 statement of when to use this tool versus the many revenue-adjacent siblings (niche_research, compare_channels, grow_channel_report). The agent must infer context from the name alone.

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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