JobCrawls MCP: jobs in Finland and net pay, from your AI app

How to add JobCrawls to your AI app

1. 1Click Connect JobCrawls free. There's no sign-in, so its tools are ready at once.
2. 2The server is read-only and all four tools are on after connecting. Keep `search_jobs` and `get_job_details` for listings, and switch off `calculate_net_salary_finland` if no one on your team needs the salary calculator.
3. 3Add ContextGate to your AI app as a connector or MCP server. The steps for each app are on the Works with page.
4. 4Ask your AI app for the net pay on a €4,500 monthly salary in Finland, then open Activity to see the JobCrawls call.

Finnish job search, in a chat

• Search active listings in Finland, plus remote roles open to Finland, with `search_jobs`.
• Narrow a search by field, location, job type, seniority or language, using the values `list_job_filters` returns.
• Read a full listing with `get_job_details`: requirements, benefits, salary, application deadline and a link to the posting.
• Turn a gross monthly or yearly salary into net pay with `calculate_net_salary_finland`, before you apply or negotiate.
• Ask in English, Finnish or Swedish.

Oversight for job searches

• Activity records every search and salary calculation your team's AI apps run.
• Switch off the salary calculator or the job search if you don't use it.
• A policy can hide personal data, such as a candidate's name, before it's sent along with a search.

What you get with JobCrawls and ContextGate

• Your AI apps can use JobCrawlsClaude, Cursor, ChatGPT and other AI apps reach JobCrawls through the one ContextGate connection you add to them.
• You choose which tools they can useSwitch off any JobCrawls tool you don't want used. It's hidden from your AI apps and refused if called.
• Every call is checked and recordedYour policies check each call (for example, personal data is hidden and secrets are blocked), and Activity keeps a record of it.

ContextGate sees only the tool calls that go through it, not your AI app's built-in tools or your chats.

JobCrawls tools

Examples of what your AI apps can do in JobCrawls. You'll see the exact list of tools after you connect it.

• search_jobsSearches active job listings on JobCrawls, an aggregator of jobs in Finland. The index covers jobs located in Finland plus remote roles open to Finland, and has no listings for other countries. Example queries: "find nurse jobs in Tampere", "onko Helsingissä avoimia etätyöpaikkoja ohjelmistokehittäjälle", "finns det lediga jobb som sjukskötare i Åbo". Inputs: a free-text query, facet filters (fiel
• list_job_filtersReturns the facet attributes jobs can be filtered by (for example field, location, job type, seniority level, skills and languages), with the values currently present in active listings and how many listings have each value. The values are the exact strings search_jobs accepts in its `filters` parameter for the same locale. An optional query scopes the values to matching listings. Values are in th
• get_job_detailsReturns the complete details of one JobCrawls listing by its id (the `id` field of a search_jobs result): full description, requirements, responsibilities, benefits, salary, company, location, application deadline and a direct link to the posting. Listings sourced from Job Market Finland (Työmarkkinatori) have isTyomarkkinatori: true and include a dataSource attribution required by Job Market Finl
• calculate_net_salary_finlandGross-to-net salary calculator for Finland, from the JobCrawls tax iceberg calculator. Example queries: "what is 4000 gross net in Finland", "paljonko jää käteen 4200 euron bruttopalkasta Helsingissä", "vad blir nettolönen på 3800 brutto i Helsingfors". Inputs: a gross salary (EUR per month by default, or per year), or a target net to solve the gross it takes, and optionally the municipality, empl