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JobCrawls

REMOTE · WWW.JOBCRAWLS.COM

Search jobs in Finland and calculate net salary. Read-only, no login. English, Finnish, Swedish.

+4 this week 85 Trust /100

Last scanned (7 hours ago)

Scores higher than 91% of remote servers

Reachable. Last reached 5 Nov 2026.

Category Finance and Payments

Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →

Endpoint Security80
Transport & Reachability100
Schema Quality & AI Usability59
  • 57% of prompts and resources have a non-trivial description (not blank, and not just the item's name).Partial
  • AI-judged instruction clarity (excellent).Pass
  • Context-footprint check failed: tool/resource definitions use about 3470 tokens (~315/item across 11 items; 4 tools + 7 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management100
  • No destabilizing schema changes in the last 30 days.Pass
Tool Coverage100
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 100% of tool parameters carry a description.Pass
  • Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • We read all 4 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 6 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
  • Supports UI / widget rendering.Pass
Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 5 Nov 26 +1
    • Stability: 0.97 → pass security
  • 4 Nov 26 0
    • “search_jobs” reworded the description of “filters” cosmetic

    1 cosmetic change on this day. Switch on “Show cosmetic changes” to see it.

  • 3 Nov 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 90 to 93. That category is still filling its 30-day observation window: 27 days of observed history at the previous scan, 28 at this one. The score rises as the window fills, whether or not the server changes.

  • 1 Nov 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 83 to 87. That category is still filling its 30-day observation window: 25 days of observed history at the previous scan, 26 at this one. The score rises as the window fills, whether or not the server changes.

  • 30 Oct 26 +1
    • Server version: 1.1.0 → 1.2.0 functional
  • 28 Oct 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 70 to 73. That category is still filling its 30-day observation window: 21 days of observed history at the previous scan, 22 at this one. The score rises as the window fills, whether or not the server changes.

  • 26 Oct 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 63 to 67. That category is still filling its 30-day observation window: 19 days of observed history at the previous scan, 20 at this one. The score rises as the window fills, whether or not the server changes.

  • 23 Oct 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 53 to 57. That category is still filling its 30-day observation window: 16 days of observed history at the previous scan, 17 at this one. The score rises as the window fills, whether or not the server changes.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 5 Nov 2026 · Probed https://www.jobcrawls.com/api/connector

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=www.jobcrawls.com CN=Amazon RSA 2048 M01,O=Amazon,C=US 25 Sept 2026 10 Apr 2027 RSA 2048 SHA256-RSA 87930cc3299ef74a0d9b4866f5bfcb1
SANs: www.jobcrawls.com, jobcrawls.com
CN=Amazon RSA 2048 M01,O=Amazon,C=US (CA) CN=Amazon Root CA 1,O=Amazon,C=US 23 Aug 2022 23 Aug 2030 RSA 2048 SHA256-RSA 77312380b9d6688a33b1ed9bf9ccda68e0e0f
CN=Amazon Root CA 1,O=Amazon,C=US (CA) CN=Starfield Services Root Certificate Authority - G2,O=Starfield Technologies\, Inc.,L=Scottsdale,ST=Arizona,C=US 25 May 2015 31 Dec 2037 RSA 2048 SHA256-RSA 67f944a2a27cdf3fac2ae2b01f908eeb9c4c6

Background: What to check on a remote MCP endpoint →

DNSSEC insecure

Validation of www.jobcrawls.com. — Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
com. present 19718 13 Verified
jobcrawls.com. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200
Header Value
strict-transport-security max-age=31536000; includeSubDomains; preload
x-content-type-options nosniff
x-frame-options SAMEORIGIN
referrer-policy strict-origin-when-cross-origin
permissions-policy geolocation=(), microphone=(), camera=(), payment=()

Background: How OAuth 2.1 works in the 2026 MCP spec →

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://www.jobcrawls.com/api/connector Verified 200
http (plaintext) http://www.jobcrawls.com/api/connector HTTPS enforced 301 https://www.jobcrawls.com/api/connector
MCP tools · 4 exposed · ~2,315 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tool Tokens
calculate_net_salary_finland ~715

Gross-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, employer size, age, dependent children, commuting costs and investment income. Church membership and union fees are not inputs. The linked page is in the language detected from "municipality" when locale is omitted, else English, or in the given locale. Returns monthly and annual breakdowns: employee pension and unemployment contributions, state, municipal, church and Yle taxes, net pay, employer contributions and the true cost of employment, plus the effective tax rate, the assumptions used and a link to the same scenario on jobcrawls.com. Uses the current tax year's official Finnish parameters; an estimate, not tax advice. Reuse: figures may be quoted with a visible link to the jobcrawls.com page in the result (or "JobCrawls (jobcrawls.com)" where a link is impossible); each result repeats this in dataUse.

NameTypeReqDescription
ageinteger–Age in years, affects pension and unemployment contributions.
capitalGainsnumber–Capital gains net of acquisition cost in the same period.
commutingCostsnumber–Commuting costs in the same period; deductible above the own-liability share, capped.
dependentChildreninteger–Number of dependent children, affects the child tax deduction.
dividendsnumber–Listed-company dividends in the same period (capital income).
employerSizestring–Employer payroll size for the unemployment-insurance rate (large = payroll above about EUR 2.5 million). Omit for a blended average.
grossnumber–Gross salary in euros, per month unless period is "year". Either gross or net is required.
includeVatboolean–Also subtract the VAT paid when the net is spent (an estimate). Default false.
isSoleGuardianboolean–Single parent with dependent children (child deduction).
localestring–Language of the user's message (fi for Finnish, sv for Swedish, en for English or any other language), including when job titles or place names in it are English. Language of the result notes, the in…
municipalitystring–Finnish municipality, by its Finnish or Swedish name, e.g. "Helsinki", "Helsingfors" or "Espoo". Omit for the national-average municipal tax rate.
netnumber–Target net pay in euros (same period): the tool solves the gross salary that leaves this in hand. Either gross or net is required.
periodstring–Period of every money amount given. Default month.
unlistedDividendsnumber–Dividends from the person's own unlisted company in the same period (8% yield rule).
unlistedNetAssetsnumber–Mathematical value of the person's shares in that company, EUR (a stock, not per period).
NameTypeReqDescription
annualobjectyesBreakdown per year, EUR.
assumptionsobjectyes–
currencystringyes–
destinationsarrayyesWhere the taxes and contributions go, EUR per year.
icebergSvgUrlstringyesImage illustrating the breakdown.
inputobjectyesThe inputs the calculation used, after defaults.
investments–yesCapital income breakdown, or null when no investment income was given.
localestringyes–
methodstringyes–
monthlyobjectyesBreakdown per month, EUR.
pageUrlstringyesThe same scenario on jobcrawls.com, where church tax and union fees can be set privately.
ratesobjectyes–
taxYearnumberyes–

No examples provided.

get_job_details ~281

Returns 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 Finland's terms of use. Reuse: figures may be quoted with a visible link to the jobcrawls.com page in the result (or "JobCrawls (jobcrawls.com)" where a link is impossible); each result repeats this in dataUse.

NameTypeReqDescription
jobIdstringyesThe listing id (the `id` field returned by search_jobs). Required.
localestring–Language of the user's message (fi for Finnish, sv for Swedish, en for English or any other language), including when job titles or place names in it are English. Language to return the listing conte…
NameTypeReqDescription
applicationDeadlinestring|nullyesYYYY-MM-DD, or null when none is stated.
benefits–yes–
brandColor–yes–
company–yes–
companyUrl–yes–
dataSourcestring–Present only when isTyomarkkinatori is true. Attribution required alongside the listing by Job Market Finland's terms of use.
description–yes–
educationLevel–yes–
employerGrade–yesJobCrawls Employer Score as a letter grade (A best), or null when the employer is not scored.
field–yes–
idstringyes–
isActiveboolean|nullyes–
isTyomarkkinatoribooleanyesTrue when the listing is sourced from Job Market Finland (Työmarkkinatori).
jobType–yes–
languagesRequired–yes–
localestringyesLanguage index the listing was found in.
location–yesOne location, or several for multi-location listings.
logoUrl–yes–
marketSalary–yesWhat the role pays in the market (gross EUR per month, the JobCrawls salary pages figures), only next to an employer-stated salary; null otherwise.
postedDatestring|nullyesYYYY-MM-DD.
remoteness–yes–
requirements–yes–
responsibilities–yes–
roleLevel–yes–
salary–yesAdvertised salary range, or null when the listing states none.
salaryIsEstimatebooleanyesTrue when `salary` is a JobCrawls market-based estimate rather than stated by the employer.
skills–yes–
titlestring|nullyes–
urlstring|nullyesDirect link to the individual posting on jobcrawls.com (or the source posting).

No examples provided.

list_job_filters ~289

Returns 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 the language of that query when locale is omitted, or in the given locale. Reuse: figures may be quoted with a visible link to the jobcrawls.com page in the result (or "JobCrawls (jobcrawls.com)" where a link is impossible); each result repeats this in dataUse.

NameTypeReqDescription
localestring–Language of the user's message (fi for Finnish, sv for Swedish, en for English or any other language), including when job titles or place names in it are English. Language index whose facet values to…
querystring–Optional free-text query to scope the facet values to a subset of listings (e.g. only the facets present in "nurse" jobs). Leave empty for the whole active index.
NameTypeReqDescription
booleanFiltersobjectyesBoolean search_jobs parameters and what they do.
facetsobjectyesValues to pass verbatim in search_jobs "filters" with the same locale.
localestringyes–
numericFiltersobjectyesNumeric search_jobs parameters and what they do.
querystring|nullyes–

No examples provided.

search_jobs ~1,030

Searches 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 (field, location, job type, seniority, skills, languages, industry, education and more), a remote-only flag, a salary floor, sort order and paging. Results, filter values and job text are in the language of the query when locale is omitted, or in the given locale. Output: a paginated list, each result with title, company, location, remoteness, salary range when known and a direct link to the posting. Valid filter values come from list_job_filters; the full text of a result comes from get_job_details. Listings sourced from Job Market Finland (Työmarkkinatori) have isTyomarkkinatori: true and include a dataSource attribution required by Job Market Finland's terms of use. Reuse: figures may be quoted with a visible link to the jobcrawls.com page in the result (or "JobCrawls (jobcrawls.com)" where a link is impossible); each result repeats this in dataUse.

NameTypeReqDescription
excludeFiltersobject–Negative facet filters keyed by attribute, same shape as `filters` but EXCLUDES listings matching any of the given values instead of requiring them, for jobs that do not have a given attribute value.…
filtersobject–Facet filters keyed by attribute, each an array of allowed values (values within one attribute are OR-combined, with two exceptions: requiredLanguages takes the languages the user speaks and returns…
includeFacetsboolean–When true, also return the facet values and counts for the current result set, plus `regions` (job counts per Finnish region). Default: false.
limitinteger–Results per page (1–20). Default: 10.
localestring–Language of the user's message (fi for Finnish, sv for Swedish, en for English or any other language), including when job titles or place names in it are English. Language index to search: en = Engli…
minSalaryinteger–Only listings whose minimum salary is at least this amount (listing currency, usually EUR).
pageinteger–Page number, starting at 1. Default: 1.
querystring–Free-text search across job title, description, skills, company, and location. Example: "senior software engineer". Leave empty to browse the newest listings.
remoteOnlyboolean–Shortcut for only fully remote positions (remoteness = Remote).
sortstring–Ordering: relevance (default), date (newest first), or salary (highest minimum first).
titleOnlyboolean–Match `query` against job titles only, not descriptions or skills, which counts ads that are for a role ("product manager" ads, not ads that mention products and managers). Default: false.
NameTypeReqDescription
facetsobject–Present only when includeFacets was true.
hasMorebooleanyesTrue when a further page exists.
localestringyesLanguage index that was searched.
pagenumberyes–
pageSizenumberyes–
querystring|nullyesThe free-text query used, or null when browsing without one.
regionsarray–Present only when includeFacets was true: job counts per Finnish region (maakunta), largest first. Pass `placeId` in filters.regionTags to narrow to one region.
resultsarrayyes–
returnednumberyesNumber of results in this page.
totalFoundnumberyesTotal matching active listings.

No examples provided.

Install

How do I install the JobCrawls MCP server?

JobCrawls is a hosted endpoint at https://www.jobcrawls.com/api/connector, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

remote · www.jobcrawls.com

# add to Claude Code
claude mcp add --transport http com-jobcrawls-connector 'https://www.jobcrawls.com/api/connector'
Common questions

What is the JobCrawls MCP server?

JobCrawls is an MCP server listed in the public MCP registry as com.jobcrawls/connector. Search jobs in Finland and calculate net salary. Read-only, no login. English, Finnish, Swedish. This page covers its hosted endpoint (https://www.jobcrawls.com/api/connector).

Is the JobCrawls MCP server safe to use?

JobCrawls scores 85 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

What tools does the JobCrawls MCP server expose?

JobCrawls exposes 4 tools: search_jobs, list_job_filters, get_job_details, calculate_net_salary_finland. Their descriptions and schemas cost roughly 2,315 tokens of context every time the server is loaded.

Does the JobCrawls MCP server require authentication?

No. We connected to JobCrawls without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

Is the JobCrawls MCP server still maintained?

JobCrawls is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.