# Labour Market Statistics (remote · monit.ly)

Labour market statistics for AI agents: unemployment, employment and wages for 150+ countries.

- Trust score: 78/100 (medium)
- Change this week: +3
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-10-24

## Components

- remote · `monit.ly`: 78/100 (this document), [markdown](https://verifymcp.io/servers/contentwriterco-labour-market-statistics/api-mcp-labour.md), [page](https://verifymcp.io/servers/contentwriterco-labour-market-statistics/api-mcp-labour)

## Channel facts

- Endpoint: `https://monit.ly/api/mcp/labour`
- 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 2026-10-24.

- **Endpoint Security**: 74/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one.
  - HTTPS is enforced; there's no plaintext access path.
  - HSTS check failed: the Strict-Transport-Security header is absent.
  - 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**: 76/100
  - AI-judged instruction clarity (good).
  - Context-footprint check failed: tool/resource definitions use about 518 tokens (~129/item across 4 items; 4 tools + 0 resources), over budget; trim descriptions and params.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 47/100
  - Stability observed for 14 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **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.
- **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 5 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.

## Install

### How do I install the Labour Market Statistics MCP server?

Labour Market Statistics is a hosted endpoint at https://monit.ly/api/mcp/labour, 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 contentwriterco-labour-market-statistics 'https://monit.ly/api/mcp/labour'
```

### Cursor

```json
{
  "mcpServers": {
    "contentwriterco-labour-market-statistics": {
      "url": "https://monit.ly/api/mcp/labour"
    }
  }
}
```

### VS Code

```json
{
  "servers": {
    "contentwriterco-labour-market-statistics": {
      "type": "http",
      "url": "https://monit.ly/api/mcp/labour"
    }
  }
}
```

### Codex

```toml
[mcp_servers.contentwriterco-labour-market-statistics]
url = "https://monit.ly/api/mcp/labour"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "contentwriterco-labour-market-statistics": {
      "type": "remote",
      "url": "https://monit.ly/api/mcp/labour",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add contentwriterco-labour-market-statistics --url 'https://monit.ly/api/mcp/labour' --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  contentwriterco-labour-market-statistics:
    url: "https://monit.ly/api/mcp/labour"
```

### Netclaw

```json
{
  "McpServers": {
    "contentwriterco-labour-market-statistics": {
      "Transport": "http",
      "Url": "https://monit.ly/api/mcp/labour"
    }
  }
}
```

### Vellum

```bash
assistant mcp add contentwriterco-labour-market-statistics -t streamable-http -u 'https://monit.ly/api/mcp/labour'
```

### Other

```json
{
  "mcpServers": {
    "contentwriterco-labour-market-statistics": {
      "type": "http",
      "url": "https://monit.ly/api/mcp/labour"
    }
  }
}
```

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.

### 2026-10-24 (score 78, +1)

No change was recorded against any check on this day. Stability & Change Management went from 43 to 47. That category is still filling its 30-day observation window: 13 days of observed history at the previous scan, 14 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-22 (score 77, +1)

No change was recorded against any check on this day. Stability & Change Management went from 37 to 40. That category is still filling its 30-day observation window: 11 days of observed history at the previous scan, 12 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-20 (score 76, +1)

No change was recorded against any check on this day. Stability & Change Management went from 30 to 33. That category is still filling its 30-day observation window: 9 days of observed history at the previous scan, 10 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-17 (score 75, +1)

No change was recorded against any check on this day. Stability & Change Management went from 20 to 23. That category is still filling its 30-day observation window: 6 days of observed history at the previous scan, 7 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-15 (score 74, +1)

No change was recorded against any check on this day. Stability & Change Management went from 13 to 17. That category is still filling its 30-day observation window: 4 days of observed history at the previous scan, 5 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-13 (score 73, +1)

No change was recorded against any check on this day. Stability & Change Management went from 7 to 10. That category is still filling its 30-day observation window: 2 days of observed history at the previous scan, 3 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-10-12 (score 72, +1)

- [functional improvement] Stability: unverified → 0.07

### 2026-10-10 (score 71)

First indexed and scored.

## MCP tools (4)

### `search_catalog` (~137 tokens)

Search labour market statistics

Find official labour market datasets (Eurostat, OECD, World Bank, IMF, WHO, national statistics offices). Use first to get dataset ids. Optional country and source filters. Returns dataset cards, not values.

Input parameters:

- `country` (string): Optional country name to prefer datasets covering it, e.g. 'Germany'.
- `limit` (integer): Max results (default 8).
- `query` (string, required): What to find, e.g. 'unemployment rate' or 'GDP per capita'.
- `source_name` (string): Optional source, e.g. 'Eurostat', 'OECD', 'World Bank', 'IMF'.

### `inspect_dataset` (~67 tokens)

Inspect dataset

Show one dataset's dimensions, default series and the latest few values for a country. Use after search_catalog to check the dataset fits before pulling the full series.

Input parameters:

- `country` (string): Optional country, e.g. 'France'.
- `id` (integer, required): Dataset id from search_catalog.

### `get_dataset` (~42 tokens)

Get dataset metadata

Full metadata for one dataset: description, source, period range, dimension labels, default view and covered countries.

Input parameters:

- `id` (integer, required): Dataset id from search_catalog.

### `get_series` (~191 tokens)

Get time series

Time series values for one country from a dataset (oldest first). Optionally pick a series by exact dimension values (from inspect_dataset) and a start period such as 2015, Q1/2015 or 01/2015.

Input parameters:

- `country` (string): Country, e.g. 'Poland'. Defaults to the dataset's default country.
- `dim1` (string): Optional exact value of dimension 1.
- `dim2` (string): Optional exact value of dimension 2.
- `dim3` (string): Optional exact value of dimension 3.
- `dim4` (string): Optional exact value of dimension 4.
- `id` (integer, required): Dataset id from search_catalog.
- `max_points` (integer): Max points, most recent kept (default 200).
- `period_from` (string): Optional first period to include, e.g. '2015'.

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/contentwriterco-labour-market-statistics/api-mcp-labour#diagnostics

## Score history

- 2026-10-24: 78
- 2026-10-23: 77
- 2026-10-22: 77
- 2026-10-21: 76
- 2026-10-20: 76
- 2026-10-19: 75
- 2026-10-18: 75
- 2026-10-17: 75
- 2026-10-16: 74
- 2026-10-15: 74
- 2026-10-14: 73
- 2026-10-13: 73
- 2026-10-12: 72
- 2026-10-10: 71

## Common questions

### What is the Labour Market Statistics MCP server?

Labour Market Statistics is an MCP server listed in the public MCP registry as io.github.ContentWriterco/labour-market-statistics. Labour market statistics for AI agents: unemployment, employment and wages for 150+ countries. This page covers its hosted endpoint (https://monit.ly/api/mcp/labour).

### Is the Labour Market Statistics MCP server safe to use?

Labour Market Statistics scores 78 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 Labour Market Statistics MCP server expose?

Labour Market Statistics exposes 4 tools: search_catalog, inspect_dataset, get_dataset, get_series. Their descriptions and schemas cost roughly 437 tokens of context every time the server is loaded.

### Does the Labour Market Statistics MCP server require authentication?

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

### Is the Labour Market Statistics MCP server still maintained?

Labour Market Statistics is still listed as active in the MCP registry. We last reached this channel on 24 October 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

## Links

- Remote endpoint: https://monit.ly/api/mcp/labour
- Repository: https://github.com/ContentWriterco/Labour-Market-Statistics-MCP
- Website: https://monit.ly/
- Changelog RSS feed: https://verifymcp.io/servers/contentwriterco-labour-market-statistics/api-mcp-labour.xml
- Changelog JSON feed: https://verifymcp.io/servers/contentwriterco-labour-market-statistics/api-mcp-labour.json
- HTML version of this page: https://verifymcp.io/servers/contentwriterco-labour-market-statistics/api-mcp-labour