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MCP connector tools

Updated 9 November 2026

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MCP connector tools

The MCP connector offers the AI tool a set of tools, each of which reads one kind of TechWolf data. People ask their question in their own words: the AI tool reads each tool's description, picks the tools the question needs and often calls several in turn. Admins see the tool names below when they add TechWolf to their AI tool.

Key attributes

Read-only
Every tool only reads data, and each is marked as read-only for the AI tool.
A reason with every call
Every tool takes a reason input: one sentence the AI tool writes about the question it is answering. MCP connector storage and logging describes the call record that keeps it.
The same tools for everyone
Every person's AI tool lists the same tools, and each call checks that person's Console access. A call returns only the employees and jobs the person can see, and a tool that needs more access than the person has answers with the data access it needs.
Fair-use limits
query_exports and market_search serve the export and market queries, which have fair-use limits per minute, per person and per organisation.

How it works

The AI tool combines the tools. To answer "Which skills does the [job title] job need?", it looks the job up with job_architecture, which gives it the job's ID, then reads the job's skill profile with job_skills. Questions that count, rank or compare across many people or jobs go to query_exports, which runs a read-only query over the organisation's exports, so its figures are as recent as the latest export.

Every tool needs the TechWolf Agent role in the TechWolf Console. The last column names the data access a tool needs on top of that role; where it names several, any one of them is enough. Employee Org Units and Jobs then decide which employees and jobs an answer includes. The TechWolf Console admin sets all of these for each person in User Management, as described in Give people access to the Analyst Agent and the MCP connector and Configure user access management.

ToolWhat it readsData access
tenant_overviewHow many employees, jobs and job families TechWolf holds for the organisationSkill Supply, Skill Demand or Tasks on Jobs
list_employeesEmployees found by name or job title, up to 50 per call, to look up the employee ID the other tools needSkill Supply
get_employeeOne employee's skill profile, with details such as their job and organisational unitSkill Supply
resolve_skillsSkills found by name or looked up by ID, or the organisation's whole Skill TaxonomySkill Supply or Skill Demand
job_architectureJob families and their jobs: a search by name, one job's details, or the whole job architectureSkill Demand or Tasks on Jobs
job_skillsThe skills a job needs, for one job or up to 20 at onceSkill Demand
match_employeeHow one employee's skills match one job: a match score, the job's skills they have and the ones they missSkill Supply
list_companies_vacanciesThe organisation's companies, their open vacancies and the skills a vacancy asks forSkill Supply, Skill Demand or Tasks on Jobs
job_tasksA job's tasks, each with its AI impact level and the reason behind it, or a search across the organisation's tasksTasks on Jobs
task_similarityHow closely the tasks of two jobs, or of two job families, match, or the jobs or job families whose tasks are most similar to oneTasks on Jobs
org_unitsOrganisational units and how they nest: the units under one unit, or the whole structureSkill Supply, Skill Demand or Tasks on Jobs
coursesThe course catalogue, and the skills each course teachesSkill Supply, Skill Demand or Tasks on Jobs
query_exportsCounts, rankings and comparisons across employees, jobs, skills, tasks, matches and coursesSkill Supply or Skill Demand, plus the access for each table a query reads: Skill Supply for employees, Skill Demand for jobs, both for matches between them, Tasks on Jobs for tasks
market_searchPublic job postings: statistics, such as the skills that postings for a job title in a country ask for most, or a few example postingsThe TechWolf Agent role alone

Prerequisites

The tools come with the MCP connector, so they need what the MCP connector page lists. The task tools, job_tasks and task_similarity, answer from Work Intelligence, and market_search from Market Intelligence, which every organisation has.

Availability

The tools are the same in every AI tool the connector supports. Admins find them here: