Borrowing it
Nothing to install: this file belongs to dragonheart8787/opendata-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.
curl -O https://raw.githubusercontent.com/dragonheart8787/opendata-mcp/main/AGENTS.mdgit clone --depth 1 https://github.com/dragonheart8787/opendata-mcpWrote 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.
[](https://agentmods.dev/instructions/dragonheart8787/opendata-mcp/agents-md)<a href="https://agentmods.dev/instructions/dragonheart8787/opendata-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/dragonheart8787/opendata-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.
<a href="https://agentmods.dev/instructions/dragonheart8787/opendata-mcp/agents-md"><img src="https://agentmods.dev/badge/instructions/dragonheart8787/opendata-mcp/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.13652 | $0.13652 |
| Opus 5 | $0.06826 | $0.06826 |
| Sonnet 5 | $0.02730 | $0.02730 |
| Haiku 4.5 | $0.01365 | $0.01365 |
Grade A, and why
opendata-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.
How it starts
The opening of the file, as written. The whole thing — 230 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md — working rules for this repo
Read this together with docs/ARCHITECTURE.md before starting any session. This file is the enforceable checklist; the architecture doc is the reasoning behind it. Where they disagree, the architecture doc's principles win but this file's interfaces are what the code actually implements (see the deviations noted below — they're intentional and this file documents the canonical, as-built interface).
1. Directory structure
src/
index.ts # Worker entry point, MCP server assembly, routing — no fetch/parsing logic
tools/ # One file per curated tool. Thin: cache -> envelope -> MCP result.
registry/ # One DatasetEntry per dataset, grouped by source (cwa.ts, moenv.ts, ...)
adapters/ # One file per upstream source: auth, URL assembly, envelope unwrapping
infra/ # http.ts, cache.ts, envelope.ts, errors.ts — no CWA/MOENV-specific code
test/ # Mirrors src/'s layout (test/adapters/, test/registry/, test/tools/, test/infra/)
fixtures/ # Real captured response samples (see §5)
docs/
ARCHITECTURE.md
adr/ # ADR-NNN-slug.md, numbered sequentially
AGENTS.md # this file
Layer responsibilities (see ADR-001 for why):
infra/never imports fromadapters/,registry/, ortools/.adapters/never does dataset-specific filtering/shaping — only auth injection, URL building, timeout+retry (viainfra/http.ts), and unwrapping that source's response envelope into "raw JSON". Missing-value normalization that's a source quirk (like MOENV's"" / "-" / "ND") belongs here, generically, not per-dataset.registry/entries do the dataset-specific shaping (transform) and own the Zod param schema. No fetch calls here.tools/compose cache + envelope on top of a registry entry's adapter+transform. No parsing logic here.
2. Core interfaces (as-built, not the doc's literal draft)
// registry/index.ts
export interface DatasetEntry<TParams, TRaw, TResult> {
id: string; // "cwa:F-C0032-001"
source: "cwa" | "moenv"; // add sources here as adapters are added
path: string; // upstream dataset id/path, used to build the URL
title: string;
keywords: string[]; // for the future tw_search_datasets
paramsSchema: Record<string, ZodTypeAny>; // Zod raw shape — reused directly as the MCP tool's inputSchema
buildQueryParams: (params: TParams) => Record<string, string | undefined>;
transform: (raw: TRaw, params: TParams) => TResult;
cacheTtlSeconds: number;
updateFrequency: string; // human-readable, surfaced in the response envelope
docUrl: string;
notes?: string;
}
// adapters/types.ts
export interface SourceAdapter {
id: "cwa" | "moenv";
displayName: string; // "中央氣象署" etc, used as the envelope's `source`
fetchDataset<TParams, TRaw>(
entry: DatasetEntry<TParams, TRaw, unknown>,
params: TParams,
env: Env,
fetchImpl?: typeof fetch // DI seam for tests, defaults to global fetch
): Promise<TRaw>;
}
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.
- 8d ago First seen · 230 lines · 13,652 tokens per session scan A c0666be0ba85
opendata-mcp AGENTS.md is an instructions file published in the GitHub repository dragonheart8787/opendata-mcp (0 stars, last pushed yesterday), licensed MIT. It adds 13,652 tokens to every session, about $0.0683 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.
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.
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.
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).
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).
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.
spec-kit AGENTS.md
AGENTS.md instructions for github/spec-kit, covering agents.md, about spec kit and specify, quickstart — add a new integration in 5 steps, integration architecture and integrationmanifest — file tracking.