# JobCrawls (remote · www.jobcrawls.com)

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

- Trust score: 85/100 (high trust)
- Change this week: +4
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-11-05

## Components

- remote · `www.jobcrawls.com`: 85/100 (this document), [markdown](https://verifymcp.io/servers/com-jobcrawls-connector/api-connector.md), [page](https://verifymcp.io/servers/com-jobcrawls-connector/api-connector)

## Channel facts

- Endpoint: `https://www.jobcrawls.com/api/connector`
- Transports: `streamable-http`
- Auth: `none`
- Version: `1.0.0`

## Trust breakdown

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. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-11-05.

- **Endpoint Security**: 80/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - No authorisation is required to call this server. Nothing on it is marked destructive, but we can't show that an anonymous caller can only read: full credit needs the server to list at least one tool and every tool to be verifiably read-only. We use a best-effort check of tool names and descriptions to tell read-only tools from tools that change things, so some genuinely read-only tools may not get full credit. Names that start with a read verb (get, list, read, search and similar) and accurate readOnlyHint annotations help. Meet that to earn full credit, or require authorisation.
  - HTTPS is enforced; there's no plaintext access path.
  - The HSTS (Strict-Transport-Security) header is present.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 59/100
  - 57% of prompts and resources have a non-trivial description (not blank, and not just the item's name).
  - AI-judged instruction clarity (excellent).
  - 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.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 100/100
  - No destabilizing schema changes in the last 30 days.
- **Tool Coverage**: 100/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 100% of tool parameters carry a description.
  - Structured output schemas are declared (100% of tools); any adoption earns full credit.
- **Tool Safety**: 100/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - We read all 4 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 6 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.
  - Supports UI / widget rendering.

## 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.

### Claude

```bash
claude mcp add --transport http com-jobcrawls-connector 'https://www.jobcrawls.com/api/connector'
```

### Cursor

```json
{
  "mcpServers": {
    "com-jobcrawls-connector": {
      "url": "https://www.jobcrawls.com/api/connector"
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "com-jobcrawls-connector": {
      "type": "http",
      "url": "https://www.jobcrawls.com/api/connector"
    }
  }
}
```

### Codex

```toml
[mcp_servers.com-jobcrawls-connector]
url = "https://www.jobcrawls.com/api/connector"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "com-jobcrawls-connector": {
      "type": "remote",
      "url": "https://www.jobcrawls.com/api/connector",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add com-jobcrawls-connector --url 'https://www.jobcrawls.com/api/connector' --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  com-jobcrawls-connector:
    url: "https://www.jobcrawls.com/api/connector"
```

### Netclaw

```json
{
  "McpServers": {
    "com-jobcrawls-connector": {
      "Transport": "http",
      "Url": "https://www.jobcrawls.com/api/connector"
    }
  }
}
```

### Vellum

```bash
assistant mcp add com-jobcrawls-connector -t streamable-http -u 'https://www.jobcrawls.com/api/connector'
```

### Other

```json
{
  "mcpServers": {
    "com-jobcrawls-connector": {
      "type": "http",
      "url": "https://www.jobcrawls.com/api/connector"
    }
  }
}
```

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-11-05 (score 85, +1)

- [security] Stability: 0.97 → pass

### 2026-11-04 (score 84, 0)

- [cosmetic] “search_jobs” reworded the description of “filters”

### 2026-11-03 (score 84, +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.

### 2026-11-01 (score 83, +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.

### 2026-10-30 (score 82, +1)

- [functional] Server version: 1.1.0 → 1.2.0

### 2026-10-28 (score 81, +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.

### 2026-10-26 (score 80, +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.

### 2026-10-23 (score 79, +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.

## MCP tools (4)

### `search_jobs` (~1030 tokens)

Search Finnish job listings

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.

Input parameters:

- `excludeFilters` (object): 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.…
- `filters` (object): 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…
- `includeFacets` (boolean): When true, also return the facet values and counts for the current result set, plus `regions` (job counts per Finnish region). Default: false.
- `limit` (integer): Results per page (1–20). Default: 10.
- `locale` (string): 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…
- `minSalary` (integer): Only listings whose minimum salary is at least this amount (listing currency, usually EUR).
- `page` (integer): Page number, starting at 1. Default: 1.
- `query` (string): Free-text search across job title, description, skills, company, and location. Example: "senior software engineer". Leave empty to browse the newest listings.
- `remoteOnly` (boolean): Shortcut for only fully remote positions (remoteness = Remote).
- `sort` (string): Ordering: relevance (default), date (newest first), or salary (highest minimum first).
- `titleOnly` (boolean): 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.

Output parameters:

- `facets` (object): Present only when includeFacets was true.
- `hasMore` (boolean): True when a further page exists.
- `locale` (string): Language index that was searched.
- `page` (number)
- `pageSize` (number)
- `query` (string|null): The free-text query used, or null when browsing without one.
- `regions` (array): Present only when includeFacets was true: job counts per Finnish region (maakunta), largest first. Pass `placeId` in filters.regionTags to narrow to one region.
- `results` (array)
- `returned` (number): Number of results in this page.
- `totalFound` (number): Total matching active listings.

### `list_job_filters` (~289 tokens)

List available job filters and values

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.

Input parameters:

- `locale` (string): 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…
- `query` (string): 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.

Output parameters:

- `booleanFilters` (object): Boolean search_jobs parameters and what they do.
- `facets` (object): Values to pass verbatim in search_jobs "filters" with the same locale.
- `locale` (string)
- `numericFilters` (object): Numeric search_jobs parameters and what they do.
- `query` (string|null)

### `get_job_details` (~281 tokens)

Get full job listing details

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.

Input parameters:

- `jobId` (string, required): The listing id (the `id` field returned by search_jobs). Required.
- `locale` (string): 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…

Output parameters:

- `applicationDeadline` (string|null): YYYY-MM-DD, or null when none is stated.
- `benefits`
- `brandColor`
- `company`
- `companyUrl`
- `dataSource` (string): Present only when isTyomarkkinatori is true. Attribution required alongside the listing by Job Market Finland's terms of use.
- `description`
- `educationLevel`
- `employerGrade`: JobCrawls Employer Score as a letter grade (A best), or null when the employer is not scored.
- `field`
- `id` (string)
- `isActive` (boolean|null)
- `isTyomarkkinatori` (boolean): True when the listing is sourced from Job Market Finland (Työmarkkinatori).
- `jobType`
- `languagesRequired`
- `locale` (string): Language index the listing was found in.
- `location`: One location, or several for multi-location listings.
- `logoUrl`
- `marketSalary`: What the role pays in the market (gross EUR per month, the JobCrawls salary pages figures), only next to an employer-stated salary; null otherwise.
- `postedDate` (string|null): YYYY-MM-DD.
- `remoteness`
- `requirements`
- `responsibilities`
- `roleLevel`
- `salary`: Advertised salary range, or null when the listing states none.
- `salaryIsEstimate` (boolean): True when `salary` is a JobCrawls market-based estimate rather than stated by the employer.
- `skills`
- `title` (string|null)
- `url` (string|null): Direct link to the individual posting on jobcrawls.com (or the source posting).

### `calculate_net_salary_finland` (~715 tokens)

Calculate net salary in Finland (gross to net, employer cost)

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.

Input parameters:

- `age` (integer): Age in years, affects pension and unemployment contributions.
- `capitalGains` (number): Capital gains net of acquisition cost in the same period.
- `commutingCosts` (number): Commuting costs in the same period; deductible above the own-liability share, capped.
- `dependentChildren` (integer): Number of dependent children, affects the child tax deduction.
- `dividends` (number): Listed-company dividends in the same period (capital income).
- `employerSize` (string): Employer payroll size for the unemployment-insurance rate (large = payroll above about EUR 2.5 million). Omit for a blended average.
- `gross` (number): Gross salary in euros, per month unless period is "year". Either gross or net is required.
- `includeVat` (boolean): Also subtract the VAT paid when the net is spent (an estimate). Default false.
- `isSoleGuardian` (boolean): Single parent with dependent children (child deduction).
- `locale` (string): 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…
- `municipality` (string): Finnish municipality, by its Finnish or Swedish name, e.g. "Helsinki", "Helsingfors" or "Espoo". Omit for the national-average municipal tax rate.
- `net` (number): Target net pay in euros (same period): the tool solves the gross salary that leaves this in hand. Either gross or net is required.
- `period` (string): Period of every money amount given. Default month.
- `unlistedDividends` (number): Dividends from the person's own unlisted company in the same period (8% yield rule).
- `unlistedNetAssets` (number): Mathematical value of the person's shares in that company, EUR (a stock, not per period).

Output parameters:

- `annual` (object): Breakdown per year, EUR.
- `assumptions` (object)
- `currency` (string)
- `destinations` (array): Where the taxes and contributions go, EUR per year.
- `icebergSvgUrl` (string): Image illustrating the breakdown.
- `input` (object): The inputs the calculation used, after defaults.
- `investments`: Capital income breakdown, or null when no investment income was given.
- `locale` (string)
- `method` (string)
- `monthly` (object): Breakdown per month, EUR.
- `pageUrl` (string): The same scenario on jobcrawls.com, where church tax and union fees can be set privately.
- `rates` (object)
- `taxYear` (number)

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/com-jobcrawls-connector/api-connector#diagnostics

## Score history

- 2026-11-05: 85
- 2026-11-04: 84
- 2026-11-03: 84
- 2026-11-02: 83
- 2026-11-01: 83
- 2026-10-31: 82
- 2026-10-30: 82
- 2026-10-29: 81
- 2026-10-28: 81
- 2026-10-27: 80
- 2026-10-26: 80
- 2026-10-25: 79
- 2026-10-24: 79
- 2026-10-23: 79
- 2026-10-22: 78
- 2026-10-21: 78
- 2026-10-20: 77
- 2026-10-19: 77
- 2026-10-18: 77
- 2026-10-17: 76
- 2026-10-16: 76
- 2026-10-15: 75
- 2026-10-14: 75
- 2026-10-13: 74
- 2026-10-12: 74
- 2026-10-10: 73
- 2026-10-07: 72

## 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.

### What did VerifyMCP test on the JobCrawls MCP server?

VerifyMCP ran 14 checks on JobCrawls, covering TLS certificate, Authorization, HTTPS, HSTS header and 10 more. Supply Chain Security and Provenance & Transparency do not apply to a hosted endpoint, so they were not tested. The score does not measure everything, and the scoring documentation lists what it leaves out.

## Links

- Remote endpoint: https://www.jobcrawls.com/api/connector
- Website: https://www.jobcrawls.com/connector
- Changelog RSS feed: https://verifymcp.io/servers/com-jobcrawls-connector/api-connector.xml
- Changelog JSON feed: https://verifymcp.io/servers/com-jobcrawls-connector/api-connector/changelog.json
- Trust report (JSON): https://verifymcp.io/servers/com-jobcrawls-connector/api-connector.json
- HTML version of this page: https://verifymcp.io/servers/com-jobcrawls-connector/api-connector