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weblinkify

JobsDirect MCP

by weblinkify

Prepare Job Application

prepare_job_application

Fetch a job posting, score candidate fit, and tailor the resume plus cover letter in one call, simplifying application preparation.

Instructions

One call: fetch the posting, score fit, tailor the resume and draft the cover letter.

Input Schema

NameRequiredDescriptionDefault
job_id_or_urlYes
candidate_nameNo
candidate_profileYes

Output Schema

NameRequiredDescriptionDefault
resultYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv1.0.0

TDQS

B3/5.0
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-disclosure burden. It lists the pipeline steps but does not say whether documents are saved, whether profile data is modified, what permissions are needed, or how partial failures are handled.

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?

The description is a single front-loaded sentence that enumerates the four pipeline actions without filler. Every phrase contributes to explaining the composite operation.

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?

This is a multi-step composite tool with no annotations and 0% schema parameter coverage, so the description should do more to explain orchestration behavior and parameter expectations. The output schema reduces the need to describe return values, but the description still leaves important operational context missing.

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

Parameters2/5

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

Schema description coverage is 0% across three parameters, and the description does not explain job_id_or_url, candidate_profile, or the optional candidate_name. Parameter names imply some meaning, but the description does not compensate for the missing schema documentation, especially for the format and content expected in candidate_profile.

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 a specific composite operation: fetch a posting, score fit, tailor a resume, and draft a cover letter in one call. It distinguishes the tool as a one-call orchestration rather than a single-step job search or document tool, though it does not explicitly name which sibling tools it replaces.

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 phrase "One call" implies this should be used when the agent wants the full application-preparation pipeline in a single step. However, it gives no explicit guidance on when to use this instead of the individual siblings such as evaluate_job_fit, tailor_resume, or generate_cover_letter, nor does it state exclusions or prerequisites.

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