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io.github.malkreide/global-education-mcp

PYPI · GLOBAL-EDUCATION-MCP · SCANNED SEP 20

UNESCO UIS and OECD Education at a Glance

Available components

pypi · global-education-mcp 79
0 this week 79 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 Security100
  • 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
  • 1 of 32 dependencies flagged as unhealthy. View diagnostics → Partial
Provenance & Transparency35
  • 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
  • License check failed: the license (MIT License) isn't a recognized OSI-approved license. See how to fix → Fail
  • Actively maintained (last published 50 days ago).Pass
  • Publishes a security disclosure policy (SECURITY.md).Pass
Schema Quality & AI Usability80
  • 100% of prompts and resources have a non-trivial description (not blank, and not just the item's name).Pass
  • AI-judged instruction clarity (good).Pass
  • Context-footprint check failed: tool/resource definitions use about 1580 tokens (~131/item across 12 items; 10 tools + 2 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 Coverage71
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 0% of tool parameters carry a description.Fail
  • 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 10 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 12 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/global-education-mcp server?

io.github.malkreide/global-education-mcp runs locally as a PyPI package, launched with uvx global-education-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 · global-education-mcp

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

  • 19 Sept 26 −2
    • Stability: pass → 0.83 functional
  • 18 Sept 26 0
    • Stability: 0.97 → pass security
  • 17 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 93 to 97. That category is still filling its 30-day observation window: 28 days of observed history at the previous scan, 29 at this one. The score rises as the window fills, whether or not the server changes.

  • 15 Sept 26 +16
    • Malware scan: unverified → pass ▲ security
  • 14 Sept 26 −15
    • Malware scan: pass → unverified ▼ security
  • 13 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.

  • 12 Sept 26 −3
    • Stability: pass → 0.80 functional
  • 11 Sept 26 0
    • 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/global-education-mcp@0.3.5

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 32 packages
Packages resolved 32
No linked repository 1
Tree resolution Complete

Background: SBOMs and build attestations, explained →

MCP tools · 10 exposed · ~1,374 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
education_benchmark_countries ~164

Benchmarkt mehrere Länder auf einem Bildungsthema via UNESCO UIS. Automatisch werden die passenden Indikatoren für den gewählten Fokus ausgewählt und ein strukturierter Vergleich erstellt. Fokus-Optionen: - literacy: Alphabetisierungsraten (Erwachsene + Jugendliche) - spending: Bildungsausgaben (% BIP, verschiedene Stufen) - completion: Abschlussquoten (Primar, Sek I, Sek II) - teachers: Schüler-Lehrer-Verhältnis + Lehrerausbildung - enrollment: Einschulungsraten nach Schulstufe Args: params: country_codes, focus Returns: Vollständiger Benchmarkreport mit Tabellen für alle relevanten Indikatoren

NameTypeReqDescription
params–yes–
NameTypeReqDescription
resultstringyes–

No examples provided.

oecd_get_education_indicator ~173

Ruft Bildungsdaten aus dem OECD Education at a Glance Report ab. Greift auf die OECD SDMX REST API zu. Liefert strukturierte Daten für OECD-Länder zu Bildungsausgaben, Einschreibungsraten, Lehrergehältern etc. Beispiele: - Bildungsausgaben Schweiz/DE/AT: dataflow='EAG_FISC', countries=['CHE','DEU','AUT'] - Lehrergehälter OECD: dataflow='EAG_PERS_SALARY' - Beschäftigung nach Bildungsabschluss: dataflow='EAG_EMP_EDUC' Args: params: dataflow_id, countries (optional), start_period, end_period Returns: Markdown-formatierte Datentabelle oder Rohdaten-Zusammenfassung

NameTypeReqDescription
params–yes–
NameTypeReqDescription
resultstringyes–

No examples provided.

oecd_list_education_datasets ~166

Listet verfügbare OECD Education at a Glance Datensätze auf. Education at a Glance ist das jährliche Referenzwerk der OECD für internationale Bildungsvergleiche. Es umfasst 38 OECD-Länder plus Partner. Abgedeckte Themenbereiche: - Bildungsbeteiligung und -abschlüsse (EAG_ENRL, EAG_GRAD_ENTR) - Bildungsausgaben und Finanzierung (EAG_FISC) - Lehrpersonal und Arbeitsbedingungen (EAG_PERS, EAG_PERS_SALARY) - Bildungsrendite und Arbeitsmarkt (EAG_EMP_EDUC, EAG_EARN_RATIO) Returns: Markdown-Liste der Datensätze mit Beschreibungen und Dataflow-IDs

Input schema present but exposes no named parameters.

NameTypeReqDescription
resultstringyes–

No examples provided.

oecd_search_datasets ~85

Durchsucht alle OECD-Datensätze nach einem Stichwort. Über die OECD SDMX API sind hunderte Datensätze verfügbar. Diese Funktion findet Datensätze mit Bildungsbezug oder anderen Themen. Args: params: keyword, limit Returns: Markdown-Liste gefundener Datensätze mit Dataflow-IDs

NameTypeReqDescription
params–yes–
NameTypeReqDescription
resultstringyes–

No examples provided.

uis_compare_countries ~90

Vergleicht Bildungsindikatoren zwischen mehreren Ländern (UNESCO UIS). Ideal für den direkten internationalen Vergleich: Wie steht die Schweiz im Vergleich zu Finnland, Singapur und dem OECD-Durchschnitt? Args: params: indicator_id, country_codes (Liste), year (optional) Returns: Markdown-Vergleichstabelle sortiert nach Indikatorwert

NameTypeReqDescription
params–yes–
NameTypeReqDescription
resultstringyes–

No examples provided.

uis_country_education_profile ~104

Erstellt ein umfassendes Bildungsprofil für ein Land via UNESCO UIS. Ruft automatisch die wichtigsten Schlüsselindikatoren ab: Alphabetisierung, Einschulungsraten, Abschlussquoten, Bildungsausgaben, Schüler-Lehrer-Verhältnis, Geschlechterparität. Args: params: country_code (ISO Alpha-3), latest_year_only Returns: Vollständiges Markdown-Bildungsprofil mit allen Kernindikatoren

NameTypeReqDescription
params–yes–
NameTypeReqDescription
resultstringyes–

No examples provided.

uis_get_education_data ~176

Ruft Bildungsdaten von der UNESCO Institute for Statistics API ab. Kernfunktion des Servers. Liefert international vergleichbare Daten zu einem spezifischen Indikator – für ein Land oder alle Länder. Typische Anwendungsfälle: - Alphabetisierungsrate der Schweiz: indicator='LR.AG15T99', country='CHE' - Bildungsausgaben OECD-Länder: indicator='XGDP.FSGOV', kein Land - Schulabschlussquoten Europa: indicator='CR.1' + Jahresfilter - Schüler-Lehrer-Verhältnis: indicator='PTR.1' Args: params: indicator_id (erforderlich), country_code, start_year, end_year Returns: Markdown-formatierte Tabelle oder Zeitreihe mit Daten und Metadaten

NameTypeReqDescription
params–yes–
NameTypeReqDescription
resultstringyes–

No examples provided.

uis_list_countries ~138

Listet verfügbare Länder und Regionen in der UNESCO UIS-Datenbank auf. Gibt ISO 3166-1 Alpha-3 Codes zurück, die für Datenabfragen benötigt werden. Beispiele: CHE (Schweiz), DEU (Deutschland), AUT (Österreich), FRA (Frankreich). Neben Einzelländern sind auch regionale Aggregate verfügbar: Weltregionen, Einkommensgruppen (World Bank), SDG-Regionen. Args: params: search (optional Textfilter), entity_type (optional) Returns: Markdown-Liste mit ISO-Codes und Ländernamen

NameTypeReqDescription
params–yes–
NameTypeReqDescription
resultstringyes–

No examples provided.

uis_list_indicators ~212

Listet verfügbare Indikatoren der UNESCO Institute for Statistics auf. Die UIS bietet über 4'000 Indikatoren zu Bildung, Wissenschaft, Kultur und Kommunikation. Diese Funktion dient zur Exploration und Indikatorsuche. Wichtige Indikator-Kategorien: - Alphabetisierung (LR.*): Lese-/Schreibkompetenz nach Alter, Geschlecht - Einschulungsraten (NERA.*): Netto-Einschulungsraten nach Schulstufe - Schulabschlüsse (CR.*): Abschlussquoten Primar- bis Sekundarstufe - Bildungsausgaben (XGDP.*, XUNIT.*): % BIP, pro Schüler - Lehrerquoten (PTR.*, TRTP.*): Schüler-Lehrer-Verhältnis, Ausbildungsgrad Args: params: theme (optional), search (optional), limit Returns: Markdown-Liste mit Indikator-IDs und Beschreibungen

NameTypeReqDescription
params–yes–
NameTypeReqDescription
resultstringyes–

No examples provided.

uis_list_versions ~66

Listet verfügbare Versionen der UNESCO UIS-Datenbank auf. Die UIS veröffentlicht mehrmals jährlich neue Datenversionen. Nützlich um sicherzustellen, dass mit den neuesten Daten gearbeitet wird. Returns: Markdown-Liste mit Versionsbezeichnungen und Publikationsdaten

Input schema present but exposes no named parameters.

NameTypeReqDescription
resultstringyes–

No examples provided.

Common questions

What is the io.github.malkreide/global-education-mcp server?

io.github.malkreide/global-education-mcp is listed in the public MCP registry as io.github.malkreide/global-education-mcp. UNESCO UIS and OECD Education at a Glance. This page covers its PyPI package (global-education-mcp).

Is the io.github.malkreide/global-education-mcp server safe to use?

io.github.malkreide/global-education-mcp scores 79 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/global-education-mcp server expose?

io.github.malkreide/global-education-mcp exposes 10 tools: uis_list_indicators, uis_list_countries, uis_get_education_data, uis_compare_countries, uis_country_education_profile, and 5 more. Their descriptions and schemas cost roughly 1,374 tokens of context every time the server is loaded.

Is the io.github.malkreide/global-education-mcp server still maintained?

io.github.malkreide/global-education-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.