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io.github.malkreide/seco-labor-mcp

PYPI · SECO-LABOR-MCP · SCANNED SEP 20

Swiss labour market and occupational accidents: unemployment, job seekers, vacancies, UVG data

Available components

+13 this week 82 Trust /100
Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. How we score → Why this is hard to score →

Supply Chain Security99
  • No malware found by supply-chain analysis.Pass
  • No known CVEs affecting this package version or its production dependencies.Pass
  • Runs hatchling.build at install time, a recognised native-build step with no shell scripting around it. View diagnostics → Pass
  • 2 of 26 dependencies flagged as unhealthy. View diagnostics → Partial
Provenance & Transparency48
  • Source repository is publicly reachable at the declared URL. View diagnostics → Pass
  • Provenance check failed: no build-provenance attestation is published. See how to fix → View diagnostics → Fail
  • Clear OSI-approved license (MIT).Pass
  • Actively maintained (last published 0 days ago).Pass
  • Publishes a security disclosure policy (SECURITY.md).Pass
Schema Quality & AI Usability67
  • AI-judged instruction clarity (excellent).Pass
  • Context-footprint check failed: tool/resource definitions use about 2099 tokens (~174/item across 12 items; 12 tools + 0 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 Management87
  • Stability observed for 26 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
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 12 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 13 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
  • Implements a current MCP spec version (2026-07-28).Pass
Install

How do I install the io.github.malkreide/seco-labor-mcp server?

io.github.malkreide/seco-labor-mcp runs locally as a PyPI package, launched with uvx seco-labor-mcp. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

pypi · seco-labor-mcp

# add to Claude Code
claude mcp add malkreide-seco-labor-mcp -- uvx seco-labor-mcp
// .cursor/mcp.json
{
  "mcpServers": {
    "malkreide-seco-labor-mcp": {
      "command": "uvx",
      "args": [
        "seco-labor-mcp"
      ]
    }
  }
}
// .vscode/mcp.json
{
  "servers": {
    "malkreide-seco-labor-mcp": {
      "command": "uvx",
      "args": [
        "seco-labor-mcp"
      ]
    }
  }
}
# add to Codex CLI
codex mcp add malkreide-seco-labor-mcp -- uvx seco-labor-mcp
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "malkreide-seco-labor-mcp": {
      "type": "local",
      "command": [
        "uvx",
        "seco-labor-mcp"
      ],
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add malkreide-seco-labor-mcp --command uvx --arg seco-labor-mcp
# ~/.hermes/config.yaml
mcp_servers:
  malkreide-seco-labor-mcp:
    command: "uvx"
    args: ["seco-labor-mcp"]
// ~/.netclaw/config/netclaw.json
{
  "McpServers": {
    "malkreide-seco-labor-mcp": {
      "Transport": "stdio",
      "Command": "uvx",
      "Arguments": [
        "seco-labor-mcp"
      ]
    }
  }
}
# add to Vellum
assistant mcp add malkreide-seco-labor-mcp -t stdio -c uvx -a seco-labor-mcp
// mcp.json
{
  "mcpServers": {
    "malkreide-seco-labor-mcp": {
      "command": "uvx",
      "args": [
        "seco-labor-mcp"
      ]
    }
  }
}
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.

  • 20 Sept 26 +14
    • Stability: 0.83 → unverified security
    • Tool safety: pass → unverified security
    • Malware scan: unverified → pass security
    • Capabilities: pass → unverified functional
    • Tool coverage: 100 → unverified functional
    • Schema quality: pass → fail functional
    • Schema quality: Schema quality not yet verified: we do not have a sandbox capture of the MCP schema this version of the package serves yet. functional
    • Package version: 0.3.4 → 0.5.0 functional
  • 18 Sept 26 −3
    • Stability: pass → 0.80 functional
  • 17 Sept 26 +1
    • Stability: 0.97 → pass security
  • 15 Sept 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.

  • 13 Sept 26 +1
    • Security disclosure: unverified → pass functional
  • 12 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 80 to 83. That category is still filling its 30-day observation window: 24 days of observed history at the previous scan, 25 at this one. The score rises as the window fills, whether or not the server changes.

  • 11 Sept 26 −4
    • Security disclosure: pass → unverified functional
    • Stability: pass → 0.80 functional
  • 10 Sept 26 +1
    • Stability: 0.97 → pass security
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 20 Sept 2026 · Analysed pypi/seco-labor-mcp@0.5.0

Provenance No attestation

The registry publishes no build provenance for this version, so there is nothing to verify.

Result No attestation
Ecosystem pypi

Background: How many MCP packages publish verified provenance →

Install scripts 1 script
Hook Tier Command
build_backend allowlisted hatchling.build

Background: Why install scripts are a supply-chain risk →

Dependencies 26 packages
Packages resolved 26
Stale 2
Tree resolution Complete

Background: SBOMs and build attestations, explained →

MCP tools · 12 exposed · ~1,980 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
seco_get_dataset ~81

Fetch full details and download links for a specific SECO dataset. Use this after seco_search_datasets to get complete metadata and all resource download URLs for a dataset.

NameTypeReqDescription
paramsobjectyesContains: - dataset_id (str): Dataset ID/slug from opendata.swiss - response_format (str): 'markdown' or 'json'
NameTypeReqDescription
resultstringyes

No examples provided.

seco_get_job_seekers ~224

Registrierte Stellensuchende — SECO-Zahlen, publiziert vom BFS. Stellensuchende ist die weitere Kategorie: sie schliesst Personen in Umschulung, Beschäftigungsprogrammen und anderen ALV-Massnahmen ein, die nicht als arbeitslos gezählt werden. Der Abstand zwischen beiden Reihen ist die eigentliche Aussage — er sagt, wie viele Menschen das System gerade begleitet, ohne dass sie in der Arbeitslosenquote auftauchen. Dieselbe Tabelle wie `seco_get_unemployment_overview` (BFS `T3.3.0.1`), Jahresdurchschnitte ab 2000, national. Kantonale und monatliche Werte gibt es dort nicht; `canton` bekommt deshalb eine Absage statt einer nationalen Zahl im kantonalen Gewand.

NameTypeReqDescription
paramsobjectyesContains: - canton (Optional[str]): wird abgelehnt, siehe oben. - response_format (str): 'markdown' oder 'json'
NameTypeReqDescription
resultstringyes

No examples provided.

seco_get_monthly_report_url ~112

Generate and validate URL for SECO monthly labor market press report. SECO publishes monthly press documentation 'Die Lage auf dem Arbeitsmarkt' as PDF. This tool constructs the URL for a specific month/year and verifies availability.

NameTypeReqDescription
paramsobjectyesContains: - year (int): Report year (e.g. 2025, 2026) - month (int): Report month (1-12) - language (str): 'de', 'fr', or 'it'
NameTypeReqDescription
resultstringyes

No examples provided.

seco_get_open_positions ~85

Get open job positions (Offene Stellen) statistics from SECO/AMSTAT. Open positions data is a leading indicator for labor market demand – relevant for identifying which professions/sectors to emphasize in vocational guidance and which Lehrberufe are in high demand.

NameTypeReqDescription
paramsobjectyesContains: - response_format (str): 'markdown' or 'json'
NameTypeReqDescription
resultstringyes

No examples provided.

seco_get_unemployment_by_occupation ~97

Get unemployment statistics broken down by occupation/profession (Berufshauptgruppe). This is the most directly relevant tool for Berufswahlberatung – it shows which professions have high unemployment rates, which sectors are declining, and which Lehrberufe lead to stable employment outcomes.

NameTypeReqDescription
paramsobjectyesContains: - response_format (str): 'markdown' for human-readable, 'json' for structured data.
NameTypeReqDescription
resultstringyes

No examples provided.

seco_get_unemployment_overview ~299

Registrierte Arbeitslose der Schweiz — SECO-Zahlen, publiziert vom BFS. Liefert die Jahresreihe der registrierten Arbeitslosen (Jahresdurchschnitt, 2000 bis heute) aus der BFS-Tabelle `T3.3.0.1`. Die Zahlen stammen aus SECOs RAV-System; das BFS veröffentlicht sie und nennt SECO als Quelle. **Was dieses Werkzeug nicht liefert:** monatliche Werte und kantonale Aufschlüsselungen. Beide gibt es auf opendata.swiss nicht in maschinenlesbarer Form — geprüft am 2026-08-14 über den ganzen Bestand. Wer sie braucht, findet sie interaktiv auf amstat.ch. Eine Abfrage mit `canton` bekommt deshalb eine Absage und keine national aggregierte Zahl, die so aussieht, als wäre sie kantonal. **Nicht mit der ILO-Erwerbslosigkeit verwechseln.** Dieselbe Tabelle führt beide Reihen; die ILO-Zahl lag im Jahr 2000 um 76 Prozent höher. Das Werkzeug gibt beide aus und beschriftet sie, statt sie zu vermischen.

NameTypeReqDescription
paramsobjectyesContains: - canton (Optional[str]): wird abgelehnt, siehe oben. - year (Optional[int]): Jahr der Reihe. None = jüngstes verfügbares. - response_format (str): 'markdown' oder 'json'
NameTypeReqDescription
resultstringyes

No examples provided.

seco_get_uvg_by_branch ~103

Occupational accident and disease results per economic branch (NOGA 2008). Answers which branches carry which accident risk — the counterpart to seco_get_unemployment_by_occupation for vocational guidance: a Lehrberuf recommendation can weigh demand against occupational risk. Every response carries a totals check: the parsed rows are summed and compared against the total printed in the publication.

NameTypeReqDescription
paramsobjectyesnoga, table, response_format
NameTypeReqDescription
resultstringyes

No examples provided.

seco_get_uvg_overview ~112

Switzerland-wide key figures on occupational accidents and diseases (UVG). Covers all 22 Swiss accident insurers: registered and accepted cases, accepted occupational diseases, disability pensions, fatalities and costs over the five most recent years. Published by KSUV/SSUV c/o Suva — not by SECO. Complements the unemployment tools of this server: same labour market, risk side instead of demand side.

NameTypeReqDescription
paramsobjectyesyears, include_non_occupational, response_format
NameTypeReqDescription
resultstringyes

No examples provided.

seco_get_uvg_trends ~121

Ten-year time series of accident indicators for one NOGA branch. Twelve indicators per branch, among them case risk per 1000 full-time equivalents, occupational diseases per 100'000, severe accidents, disability pensions and fatalities. Each data point carries a `significant` flag: the source marks statistically significant year-on-year changes with an asterisk. Report a change as significant only where that flag is set.

NameTypeReqDescription
paramsobjectyesnoga, branch_type, indicator, response_format
NameTypeReqDescription
resultstringyes

No examples provided.

seco_get_youth_unemployment ~376

Jugendarbeitslosigkeit (15–24) — national keine Quelle, in zwei Kantonen schon. **National liefert dieses Werkzeug keine Zahlen.** Eine Suche über den ganzen Bestand von opendata.swiss nach «Jugendarbeitslosigkeit» ergab am 2026-08-14 null Datensätze. SECO erhebt die Zahl und zeigt sie auf amstat.ch, veröffentlicht sie aber nicht als Datei. **Zwei Kantone publizieren sie**, und zwar in unterschiedlicher Form: * **TG** als *Anzahl* registrierter Arbeitsloser und Stellensuchender der Altersklasse 15–24, monatlich seit 2016. * **ZG** als *Quote*, monatlich seit 1993. Eine Anzahl und eine Quote sind nicht ineinander umrechenbar, solange die Bezugsgrösse fehlt. Das Werkzeug gibt deshalb aus, was der jeweilige Kanton führt, und beschriftet es — statt beides zu einer Zahl zu verschmelzen. Was es stattdessen gibt: die Einordnung, die eine Zahl brauchbar macht — das saisonale Muster und was daraus für die Bildungsplanung folgt. Das ist Fachwissen und keine Messung, und es steht hier als solches. Die frühere Fassung nannte an dieser Stelle «+2'186 Jugendarbeitslose (+18.6%)» als Beispielwert aus einem Snapshot. Eine als Beispiel eingeführte Zahl wird als Zahl zitiert; der Zusatz «Snapshot» überlebt das Zitieren nicht.

NameTypeReqDescription
paramsobjectyesContains: - canton (Optional[str]): Kantonscode; ändert am Ergebnis nichts. - response_format (str): 'markdown' oder 'json'
NameTypeReqDescription
resultstringyes

No examples provided.

seco_list_cantons ~63

List all Swiss canton codes and their names. Utility tool to look up canton codes needed for other seco_* tools. Returns all 26 cantons with their 2-letter codes and full names. Returns: str: Markdown table of canton codes and names.

Input schema present but exposes no named parameters.

NameTypeReqDescription
resultstringyes

No examples provided.

seco_search_datasets ~307

Sucht Arbeitsmarkt-Datensätze auf opendata.swiss. **Nicht auf SECO gefiltert, und das ist eine Aussage über die Quelle.** Bis zum 2026-08-14 filterte diese Suche auf `organization:staatssekretariat- fur-wirtschaft-seco`. Diese Organisation existiert auf opendata.swiss nicht (mehr): `organization_show` antwortet 404, und in den 176 Einträgen von `organization_list` kommt kein SECO vor. Jede Suche lieferte deshalb null Treffer — und ein Namensabgleich, der ins Leere läuft, sieht genau aus wie eine leere Suche. Die Suche läuft jetzt über den ganzen Bestand, und **jeder Treffer trägt seinen Herausgeber**. Das ist die ehrlichere Antwort: Datensätze zum Arbeitsmarkt gibt es, sie stammen nur vom BFS, von Kantonen und vom liechtensteinischen Amt für Statistik. Wer sie verwendet, muss wissen, von wem — die Erhebungsweise unterscheidet sich, und registrierte Arbeitslose (SECO) sind nicht dasselbe wie Erwerbslose gemäss ILO (BFS).

NameTypeReqDescription
paramsobjectyesContains: - query (str): Search terms (German/English) - limit (int): Max results (1-20, default 10) - response_format (str): 'markdown' or 'json'
NameTypeReqDescription
resultstringyes

No examples provided.

Common questions

What is the io.github.malkreide/seco-labor-mcp server?

io.github.malkreide/seco-labor-mcp is listed in the public MCP registry as io.github.malkreide/seco-labor-mcp. Swiss labour market and occupational accidents: unemployment, job seekers, vacancies, UVG data. This page covers its PyPI package (seco-labor-mcp).

Is the io.github.malkreide/seco-labor-mcp server safe to use?

io.github.malkreide/seco-labor-mcp scores 82 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 20 September 2026. 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 io.github.malkreide/seco-labor-mcp server expose?

io.github.malkreide/seco-labor-mcp exposes 12 tools: seco_search_datasets, seco_get_dataset, seco_get_unemployment_overview, seco_get_youth_unemployment, seco_get_job_seekers, and 7 more. Their descriptions and schemas cost roughly 1,980 tokens of context every time the server is loaded.

Is the io.github.malkreide/seco-labor-mcp server still maintained?

io.github.malkreide/seco-labor-mcp is still listed as active in the MCP registry. We last reached this channel on 20 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

What licence is the io.github.malkreide/seco-labor-mcp server under?

io.github.malkreide/seco-labor-mcp declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.