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x_leads_deep

X/Twitter deep lead finder — one call does the whole search -> profile -> contact chain: searches up to 4 pages, finds the PEOPLE behind the posts, enriches the top 10-15 with their own website (emails, LinkedIn, GitHub) and clusters them with a one-line why-they-match each. Recruiting, B2B prospecting, cofounder/investor search. Costs $0.20 per call, paid from clink's shop credits (an existing key; new top-ups are paused). A failed or empty call is free.

Input Schema

NameRequiredDescriptionDefault
maxNoOptional. How many people to enrich, 1-15 (default 10).
queryYesAdvanced X search query, e.g. '"open to work" rust'

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

A4.2/5.0
Behavior4/5

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

With no annotations, the description carries the full load and does well: it discloses pagination depth (up to 4 pages), enrichment scope (top 10-15), cost ($0.20), the credit/key dependency including paused top-ups, and that failed/empty calls are free. It stops short of stating the response shape or any rate limits, but the behavioral picture is unusually complete for an unannotated tool.

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?

Purpose, mechanism, use cases, and cost are delivered in a compact front-loaded block with no filler sentences. The parenthetical about paused top-ups is directly actionable for the caller, so it earns its place.

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?

There is no output schema, so the description must describe returns, and it does: clusters of enriched people with website/email/LinkedIn/GitHub data and a one-line match rationale. It does not describe the response structure or error behavior beyond 'a failed call is free', leaving a small gap for a multi-step tool.

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 both parameters are already documented, making 3 the baseline. The description adds a little context on enrichment volume ('top 10-15') but that slightly conflicts with the schema's 1-15 range and default of 10, and it adds nothing about query syntax beyond what the schema shows.

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?

The description names a specific verb and resource ('deep lead finder') and explicitly spells out the pipeline it runs: search -> profile -> contact chain. It also differentiates itself from siblings like x_search and x_person by promising the whole chain in one call rather than a single step.

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?

It gives concrete contexts for use (recruiting, B2B prospecting, cofounder/investor search) and pricing that informs whether to invoke it. It never explicitly names an alternative sibling tool it should be preferred over, so the routing decision is implied rather than stated.

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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