ssw-workforce-intel-mcp: Instructions file for Codex

AGENTS.md

ssw-workforce-intel-mcp AGENTS.md is an instructions file for Codex, OpenCode from sugukurukabe/ssw-workforce-intel-mcp. It costs 474 tokens per session, scanned A, original, Apache-2.0.

A set of project instructions for an MCP server that analyses Japan’s Specified Skilled Worker labour market. The programme covers foreign workers in Japan, and the server combines official statistics with regional indicators.

In plain words
What is it for?
Use it to inspect worker numbers by region and industry, find underserved areas, forecast demand, measure support-organisation density, and assess possible branch locations.
Why use it?
It gives agents a defined way to retrieve labour statistics, compare regional supply and demand, assess competition, and estimate future needs.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md.

This is sugukurukabe/ssw-workforce-intel-mcp's own configuration. It tells Codex and OpenCode how to work on ssw-workforce-intel-mcp itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything ssw-workforce-intel-mcp configures →

Reuse

Borrowing it

Nothing to install: this file belongs to sugukurukabe/ssw-workforce-intel-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/sugukurukabe/ssw-workforce-intel-mcp/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/sugukurukabe/ssw-workforce-intel-mcp

Made for: Codex, OpenCode.

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 ssw-workforce-intel-mcp AGENTS.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/sugukurukabe/ssw-workforce-intel-mcp/agents-md/github.svg)](https://agentmods.dev/instructions/sugukurukabe/ssw-workforce-intel-mcp/agents-md)
Your own site
<a href="https://agentmods.dev/instructions/sugukurukabe/ssw-workforce-intel-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/sugukurukabe/ssw-workforce-intel-mcp/agents-md/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 ssw-workforce-intel-mcp AGENTS.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/sugukurukabe/ssw-workforce-intel-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/sugukurukabe/ssw-workforce-intel-mcp/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 474 This file is loaded in full into every session.
When invoked 474 The same file — it is already loaded in full.
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 $0.00474 $0.00474
Opus 5 $0.00237 $0.00237
Sonnet 5 $0.00095 $0.00095
Haiku 4.5 $0.00047 $0.00047

Measured 8d ago against content hash 404d01612d26, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

ssw-workforce-intel-mcp AGENTS.md 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 8d ago.

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.

AGENTS.md · 29 lines

How it starts

The opening of the file, as written. The whole thing — 29 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Guidelines for AI Agents

Welcome! You are an AI agent utilizing the ssw-workforce-intel-mcp server. This server provides multidimensional analysis of Japan's Specified Skilled Worker (SSW) labor market, combining government official statistics (e-Stat) with local indices.

Core Capabilities & Tools

  1. Labor Market Demographics:

    • intel_get_ssw_stats: Retrieve regional/prefectural statistics on the count of active SSW residents by industry.
    • intel_get_regional_dashboard: Summarize overall labor statistics, resident counts, and branch scores for a prefecture.
  2. Supply & Demand Analysis:

    • intel_find_underserved_regions: Find regions where there is a high gap between agricultural output and available support/SSWs.
    • intel_forecast_ssw_demand: Predict future SSW resident count and quota utilization rates.
  3. Competitive Landscape:

    • intel_get_competition_density: Look up support organization count and density relative to active SSWs in a prefecture.
    • intel_find_branch_candidates / intel_find_branch_candidates_v2: Compute strategic fitness score for establishing new offices or support operations.
  4. Wage & Financials:

    • intel_get_wage_by_industry: Analyze average monthly wages of foreign workers by industry.
    • intel_get_wage_by_visa_status: Historical wage progression of foreign workers by visa status.
    • intel_get_minimum_wage_premium: Calculate the premium of foreign worker wages relative to regional minimum wages.

Best Practices

  • Use the Attributions: All responses from tools contain detailed data source attributions. Always provide reference citations (e-Stat, Ministry of Justice, MAFF, etc.) when presenting statistics to the user.
  • Visualizations: This server exposes HTML-based UI resources (ui://ssw-workforce-intel-mcp/...). Use these resources whenever the user requests a map, bar chart, or command dashboard.
  • Handling Non-PII Guard: The server rejects inputs that look like passport numbers, phone numbers, or resident card IDs. Guide the user to search using aggregated categories (e.g. by prefecture or industry) instead of querying individual details.

Read the full file on GitHub · 29 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. 8d ago First seen · 29 lines · 474 tokens per session scan A 404d01612d26

Subscribe to this mod's changes

ssw-workforce-intel-mcp AGENTS.md is an instructions file published in the GitHub repository sugukurukabe/ssw-workforce-intel-mcp (1 stars, last pushed 2mo ago), licensed Apache-2.0. It adds 474 tokens to every session, about $0.0024 per session on Opus 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 2026-08-31.

Related

Other instructions, from other repositories

next.js AGENTS.md

AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.

vercel/next.js · 7,296 tokens

codex AGENTS.md

AGENTS.md instructions for openai/codex, covering rust/codex-rs, the codex-core crate, code review rules, crate api surface and model visible context.

openai/codex · 5,153 tokens

vscode buildNext.instructions.md

Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).

microsoft/vscode · 6,785 tokens

vscode oss-third-party-notices.instructions.md

Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, applying the notice (cutover) and fallback chain (never fail the build).

microsoft/vscode · 5,001 tokens

langchain AGENTS.md

AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.

langchain-ai/langchain · 4,469 tokens

deepseek-harness AGENTS.md

AGENTS.md instructions for deepseek-ai/deepseek-harness, covering agents.md, pre-stable apis and released session data, repository layout, commands and host sandbox failures.

deepseek-ai/deepseek-harness · 3,737 tokens