oecd-guide

oecd-guide is a skill for Claude Code from cyanheads/oecd-mcp-server. It costs 78 tokens per session (2,119 once invoked), scanned A, original, Apache-2.0.

A usage guide for reading OECD statistics through the SDMX data format, a structured system for describing datasets and their dimensions. The OECD is an international organisation that publishes comparable data about countries and economies.

In plain words
What is it for?
Use it to find OECD datasets and build queries for figures such as GDP growth, unemployment, education, labour, and tax statistics across countries.
Why use it?
It prevents invalid queries and misleading comparisons caused by choosing the wrong dataset, country aggregate, measure, unit, or dimension order.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the oecd-mcp-server plugin — 35 skills, 1 MCP server shipped together

Good fit Use it to find OECD datasets and build queries for figures such as GDP growth, unemployment, education, labour, and tax statistics across countries.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/cyanheads/oecd-mcp-server/oecd-guide
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add cyanheads/oecd-mcp-server --skill oecd-guide
Clone the repo
git clone --depth 1 https://github.com/cyanheads/oecd-mcp-server

Made for: Claude Code.

Or install oecd-mcp-server, the plugin that ships this one along with the rest of its 35 skills, 1 MCP server.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for oecd-guide

README.md
[![agentmods](https://agentmods.dev/badge/skills/cyanheads/oecd-mcp-server/oecd-guide/github.svg)](https://agentmods.dev/skills/cyanheads/oecd-mcp-server/oecd-guide)
Your own site
<a href="https://agentmods.dev/skills/cyanheads/oecd-mcp-server/oecd-guide"><img src="https://agentmods.dev/badge/skills/cyanheads/oecd-mcp-server/oecd-guide/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for oecd-guide

Your own site · 80×15
<a href="https://agentmods.dev/skills/cyanheads/oecd-mcp-server/oecd-guide"><img src="https://agentmods.dev/badge/skills/cyanheads/oecd-mcp-server/oecd-guide.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 78 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,119 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00078 $0.02119
Opus 5.5 $0.00031 $0.00848
Sonnet 5.5 $0.00016 $0.00424
Haiku 4.5 $0.00008 $0.00212

Measured today against content hash e40cdb311882, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

oecd-guide scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured today.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/oecd-guide/SKILL.md · 70 lines

How it starts

The opening of the file, as written. The whole thing — 70 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Scope

OECD statistics on harmonised definitions, keyless: OECD members, partner economies (Brazil, China, India, South Africa and others), and group aggregates such as G7, G20, OECD, Euro area, and European Union. Use it for cross-country comparison. Each dataflow is a fixed slice of the catalog, so near-identical flows often differ only in their country set or measures. Search results show this: one national-accounts structure underlies many quarterly flows.

Identifiers

Identifier Shape Comes from
agency id OECD.SDD.NAD oecd_list_agencies, or the part of a flow ref before the comma
flow ref OECD.SDD.NAD,DSD_NAMAIN1@DF_QNA_EXPENDITURE_GROWTH_OECD oecd_search_datasets — pass through unchanged
dimension id and position REF_AREA, position 3 oecd_get_dataset_info — order differs per structure (FREQ is first in quarterly national accounts, ninth in monthly unemployment)
code USA, B1GQ, G1 oecd_get_dimension_values; its search matches code or label, case-insensitive, so gross domestic product finds B1GQ
key Q..USA...B1GQ......G1. you build it: one segment per dimension in position order
canvas id, table name Bw5nAvopBg, spilled_54593839 oecd_query_dataset, only when the result spills

Flows whose refs share a dsd_id normally share a key layout. A key built for DF_QNA_EXPENDITURE_GROWTH_OECD also runs against DF_QNA_EXPENDITURE_GROWTH_G20. If a reused key fails with invalid_key, check that flow with oecd_get_dataset_info.

Gates

A codelist is not a coverage list. oecd_get_dimension_values returns the whole shared codelist. A transformation codelist lists 59 codes, but the quarterly growth flow carries three of them. A listed code the flow doesn't carry returns no_results. Before you trust a code, probe:

  1. Pin only the segments you are sure of, usually frequency and one country. Leave every other segment empty.
  2. Set start_period and end_period to the same recent period.
  3. Read the returned rows. Each one is a series the flow actually has, and its labels show the codes worth looking up.

Read the full file on GitHub · 70 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. today First seen · 70 lines · 78 tokens per session scan A e40cdb311882

Subscribe to this mod's changes

oecd-guide is a skill published in the GitHub repository cyanheads/oecd-mcp-server (2 stars, last pushed yesterday), licensed Apache-2.0. It adds 78 tokens to every session and 2,119 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-29.

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