Latvia Human Capital Analytics MCP Server
Analyse Latvia’s job market through AI: 107,000+ unique vacancies from 4 employment portals with occupation codes, salary data, skills classification, and employer analytics.
Quick Connect
Add to your AI client — no API key required:
{
"mcpServers": {
"latvia-human-capital": {
"url": "https://mcp-hc.stat.gov.lv/mcp"
}
}
}Streamable HTTP Free No auth
Available Tools
| Tool | Purpose |
|---|---|
getContext | Get database schema, table descriptions, join patterns, JSON structures, query templates |
execute_sql | Execute read-only SQL queries against the human capital database |
explain_query | Get execution plan for a SQL query |
list_objects | List available tables and views |
get_object_details | Get column definitions for a table |
Key Database Tables
| Table | Rows | Description |
|---|---|---|
vacancies_raw_unique | ~107,700 | Deduplicated vacancies with first/last seen dates |
vacancies_llm_res | ~98,300 | LLM-extracted structured data (29 fields per vacancy) |
vacancies_breg | ~127,400 | Links to business registry for employer identification |
vacancies_esco_skills | ~30,600 | ESCO skills classification per vacancy |
business_reg | ~111,000 | Latvia business registry with NACE codes |
nace_21 | — | NACE Rev 2.1 economic activity classification |
Data Sources
| Portal | Vacancies | Type |
|---|---|---|
| ss.lv | ~51,200 | General classifieds |
| nva.gov.lv | ~28,500 | Government employment agency |
| cv.lv | ~23,000 | Commercial job portal |
| visidarbi.lv | ~5,000 | Commercial job portal |
Example Questions
- What are the most in-demand occupations in Latvia right now?
- What is the average salary for software developers in Riga?
- Which companies are hiring the most people?
- What percentage of jobs offer remote work?
- Which NACE sectors have the most job openings?
- What are the most demanded ESCO skills?
- How has vacancy volume changed week by week?
- Which occupations have the highest salary ranges?
Data Coverage
Vacancy collection began August 2025 and is ongoing. Updated daily. Published by the Central Statistical Bureau of Latvia. Free under CC BY 4.0.