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kaidashova

Job Assistant MCP

by kaidashova

match_job_to_profile

Read-only

Compare a job posting with your stored profile to get a fit score, matched and missing skills, seniority fit, and relevant projects to mention.

Instructions

Compare a posting with the stored profile: score, matched/missing skills, seniority fit and which of your projects are most relevant to mention.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
job_idYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
urlNo
notesYes
scoreYes
titleYes
job_idYes
companyYes
verdictYes
breakdownYes
matched_skillsYes
missing_skillsYes
relevant_projectsYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv0.1.0

TDQS

B3.2/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true and destructiveHint=false, so the safety profile is covered. The description adds that the result is an analysis (scores, matched/missing skills, seniority fit), which is useful, but with an output schema present the return-content detail is largely redundant and no preconditions (e.g. stored profile requirement) are disclosed.

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?

A single front-loaded sentence that leads with the action and then lists the outputs. Efficient, with no filler, though the enumerated outputs make it slightly list-heavy rather than prose-tight.

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?

For a one-parameter read-only tool with an output schema, the description is adequate about what is produced, but it omits how to source job_id and any precondition that a stored profile must exist — gaps that matter given 0% parameter documentation.

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 coverage is 0% and the single job_id parameter is undocumented in both schema and description. The phrase 'a posting' hints that an identifier is needed, but the description never explains what job_id is, its format, or where to obtain it (get_job/search_jobs), leaving the only parameter under-specified.

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?

States a specific verb (compare) and both resources (posting, stored profile), then enumerates the analysis produced: score, matched/missing skills, seniority fit, relevant projects. This clearly separates it from siblings like get_job/get_profile, which merely fetch, though it does not name them explicitly.

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?

Usage is only implied — the agent can infer 'use this to evaluate fit' — but there is no explicit when-to-use guidance, no prerequisites (e.g. a profile must be set first), and no named alternatives among the siblings.

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