Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者による説明(英語の原文)
Stdio MCP server for MCHS schemas, validation, support status, and evidence.
この3つを1つのスコアにまとめることはしません。意見、測定、人気はそれぞれ別のものだからです。
このサーバーのやさしい解説はまだ書いていません。以下はレジストリから読み取った事実です。
使っているAIアプリを選んで、設定をコピーしてください。
必要なもの
どのアプリを使っていますか?
上でアプリを選んでください。選んだアプリを覚えておくので、次からはボタンに「…にインストール」と表示されます。
Claude Desktop → Settings → Developer → Edit Config を開き、claude_desktop_config.json にこれを貼り付けます
{
"mcpServers": {
"mchs": {
"command": "uvx",
"args": [
"nwau-py"
]
}
}
}ターミナルでこれを実行します
claude mcp add mchs -- uvx nwau-pyプロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"mchs": {
"command": "uvx",
"args": [
"nwau-py"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"mchs": {
"type": "stdio",
"command": "uvx",
"args": [
"nwau-py"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
これはパソコンで動くサーバーですが、ChatGPTがつなげるのはインターネット上のサーバーだけです。ほかのアプリを選んでください。
選んだアプリは、この端末のCookieに保存されます。アカウントは不要です。
この設定は、作者のレジストリ登録情報から作成しています。READMEと違う場合は、READMEに従ってください。
パソコンで動くサーバーです。インストールすると、ツール一覧がAIアプリに表示されます。
誰でも見られる情報をチェックしており、コードは読んでいません。当てはまらない項目は数に入れていません。 · 2026年11月7日にチェック
レジストリ名は、リポジトリを所有するGitHubアカウント edithatogo で確認済みです
このリポジトリはまだGitHubから読み取っていません
このリポジトリはまだGitHubから読み取っていません
これはパソコンで動くため、インターネット上のエンドポイントはありません
パソコンで動き、代わりにローカルの設定を使います
パソコンで動くサーバーです。ツール一覧を読み取れるのは、インターネット上のエンドポイントがある場合だけです
レジストリでこのカテゴリにある有効なすべてのサーバーと比較しています。スターは、公開者がリポジトリの所有者である場合だけ数えます。
当てはまる基本チェック1項目のうち1項目に合格しました。コードは読んでいません。キーやトークンを追加する前に、サーバーがどんなアクセスを求めているかを確認し、必要な権限だけを持つキーを使ってください。
レジストリには必須のキーは載っていません。ただし、最初に使うときにサインインを求めるサーバーもあります。
あなたのパソコンで動きます。必要なときにAIアプリが起動し、データは作者のサーバーを通りません(サーバー自体がオンラインサービスを呼び出す場合を除きます)。
GitHubリポジトリの最終更新は–、最新バージョン(0.2.2)がレジストリに届いたのは6 か月前です。
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。パソコンにPython (uv)も必要です。
同じカテゴリには:Spec Driven Development, Remote Desktop Commander, Rystic
同じカテゴリで、ほかの作者が作ったサーバー。スターの多い順。
カードの見方:★ GitHubスターi3つの柱:レビュー · チェック · 利用状況i更新=最新バージョンをレジストリに公開した日i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Start, seed, clock, inspect and diff Rystic API simulators from your agent.
作者のリポジトリから書かれたとおりにコピーしたものです。PopNx MCPは内容を確認・推奨していません。HTML、画像、スクリプトは取り除いています。リンクはこのサイトの外へ移動します。
Contributing | Security | Code of Conduct | Citation
This project provides Python translations of the IHACPA SAS funding calculators. Modules cover acute, emergency department, mental health, subacute and outpatient activity along with HAC and AHR adjustment logic. The implementation is being brought into explicit parity with the official SAS calculators, but validation is tracked per calculator and year rather than claimed as complete across the whole repository. The current implementation still uses pandas-based paths, while the longer-term data stack is moving toward Arrow-backed interchange and Polars where parity work allows it. A lightweight command line interface is available via the funding-calculator script.
The public documentation site is published from the Starlight scaffold in docs-site/ and serves as the canonical docs front door. The GitHub Pages deployment path is wired through .github/workflows/docs-site.yml. Open the docs at https://edithatogo.github.io/mchs/.
Releases are tag-driven and start from v0.2.0-style tags. The repo uses release drafts for notes and a release workflow to build distributions and publish GitHub Releases from tagged commits. Tagged releases also trigger Python package publishing to PyPI through trusted publishing. The Rust GA workflow also publishes Rust artifacts to GitHub Releases, but crates.io submission is not wired in this repository yet. The conda-forge recipe draft is maintained under conda/recipe/; new conda packages are currently recipe-only until a staged-recipes PR is accepted and the package appears on the public channel; users should treat conda-forge as unpublished until that registry record exists. All release claims still depend on the CI and validation gates passing for the tagged source.
The JVM binding has repo-side Maven publishing metadata and a manual GitHub Actions workflow. Maven Central publication is still not claimed because the external Central Portal account gates remain open:
CENTRAL_PORTAL_DEPLOY_URL, CENTRAL_PORTAL_USERNAME, and CENTRAL_PORTAL_PASSWORD provisioned in the release secret store;MAVEN_SIGNING_KEY and MAVEN_SIGNING_PASSWORD provisioned in the release secret store.gradle -p bindings/jvm tasks --allgradle -p bindings/jvm publishAllPublicationsToCentralPortalRepository --dry-run --console=plainAs of 2026-05-26:
| Surface | Distribution evidence | Registry state |
|---|---|---|
Python package (nwau-py) | pyproject.toml, release workflow, and PyPI badge links | Published on PyPI at nwau-py 0.2.2 |
Conda package (nwau-py) | conda/recipe/meta.yaml | Recipe-only (not yet conda-forge published) |
MCP stdio server (mchs-mcp) | nwau_py/mcp_server.py, contracts/mcp/registry/server.json, .github/workflows/publish-mcp-registry.yml | Published to the official MCP Registry as io.github.edithatogo/mchs version 0.2.2; Rust formula execution is opt-in for MCP acute 2025 only |
Rust crates (nwau-core, nwau-c-abi, nwau-py) | rust/crates/*/Cargo.toml | nwau-core Published on crates.io at 0.1.0; nwau-c-abi and nwau-py remain local/private scaffolds |
@edithatogo/mchs-wasm-binding package manifest | wasm-binding/package.json | Published on npm at 0.1.0 |
| R / Julia / Scala / Spark / Swift / Stata / MATLAB / Kotlin-Native / Power Platform | Track specs in conductor/tracks/* | Private / roadmap-only; no registry artifacts claimed |
Do not state registry submission success (including crates.io, npm, CRAN, NuGet, etc.) unless a registry page exists and is linked in evidence.
The repository also contains a Rust workspace scaffold for calculator-core migration. Python remains the current validated runtime path until Rust parity is proven calculator by calculator. The intended architecture is a polyglot library: a shared Rust calculator core with thin bindings or adapters for Python, Rust, R, Julia, C#/.NET, Go, TypeScript/WASM, Java/JVM, C ABI, SQL/DuckDB, SAS interoperability, CLI/file workflows, web demos, and Power Platform orchestration. Those surfaces must consume shared contracts and validation fixtures rather than duplicating formula logic.
The CLI exposes an explicit runtime selector for calculation commands: --runtime python|rust|auto, with NWAU_RUNTIME available for CI or automation overrides. Python remains the default. The only Rust-backed CLI slice currently promoted is opt-in acute 2025 CSV execution; unsupported Rust requests fail closed rather than falling back silently. See docs/roadmaps/rust-cli-runtime-boundary.md for the support boundary.
The MCP stdio server keeps its Python transport shim for registry-compatible local execution, but mchs.calculate can opt into the same Rust acute 2025 formula slice with options.runtime = "rust". MCP support-status resources distinguish the Python stdio transport from Rust-backed formula execution. No CLI or MCP Rust-default claim is made; the promotion matrix in contracts/runtime/rust-cli-mcp-promotion-matrix.json keeps Rust default promotion blocked until cross-surface evidence covers unsupported calculators, years, formats, diagnostics, and rollback.
Each module below mirrors a SAS program from the IHACPA package.
| Module | SAS source | Notes |
|---|---|---|
acute | NWAU25_CALCULATOR_ACUTE.sas | Calculates NWAU25 for acute admitted episodes. Implements ICU hour logic, length of stay categories and private patient adjustments using the current tabular Python execution paths. |
ed | NWAU25_CALCULATOR_ED.sas | Handles Emergency Department/Service activity. Supports UDG and AECC classifications with remoteness and indigenous adjustments. |
mh | NWAU25_CALCULATOR_MH.sas | Implements the mental health consumer model. Applies private patient services and accommodation adjustments. |
subacute | NWAU25_CALCULATOR_SUBACUTE.sas | Calculates NWAU25 for subacute admitted activity based on SNAP. |
outpatients | NWAU25_CALCULATOR_OUTPATIENTS.sas | For non‑admitted clinic activity. Applies remoteness and indigenous adjustments. |
adjust | Calculate Adjusted NWAU.sas | Combines base NWAU with Hospital Acquired Complication (HAC) and Avoidable Hospital Readmission (AHR) adjustments. |
Historical SAS calculators from IHACPA should be extracted to archive/sas/ /. Rename the downloaded directory so only the year remains (for example archive/sas/2025). Each folder then contains the original SAS programs and data tables for that pricing year.
The project includes Python versions of each funding calculator. The table below lists the corresponding SAS programs and shows which pricing years have validated weights and formulas.
| Calculator | SAS program | Python | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | 2024 | 2025 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Acute | NWAU25_CALCULATOR_ACUTE.sas | ✓ | ✓ | ✓ | ||||||||||
| ED | NWAU25_CALCULATOR_ED.sas | ✓ | ✓ | ✓ | ||||||||||
| MH | NWAU25_CALCULATOR_MH.sas | ✓ | ✓ | ✓ | ||||||||||
| Subacute | NWAU25_CALCULATOR_SUBACUTE.sas | ✓ | ✓ | ✓ | ||||||||||
| Outpatients | NWAU25_CALCULATOR_OUTPATIENTS.sas | ✓ | ✓ | ✓ | ||||||||||
| Adjustment | Calculate Adjusted NWAU.sas | ✓ | ✓ | ✓ | ||||||||||
| Readmission | Avoidable Hospital Readmission Grouper 030.sas | ✓ | ✓ | ✓ |
Weights and formulas are currently verified for 2024 and 2025. Earlier years remain in progress until their outputs are validated against trusted reference material.
The preferred development workflow uses uv:
uv sync --locked --group dev --group test --group coverage --group typing --group property --group mutation --group profiling --group docs
Published releases are available from PyPI:
python -m pip install nwau-py
After the conda-forge staged-recipes submission is accepted and the package is publicly available, conda users can install with:
conda install -c conda-forge nwau-py
Extract the official SAS calculators under archive/sas/ / so the Python modules can load the reference tables for each year.
The calculators rely on several core Python packages:
The active development stack also uses:
Use uv run to execute tools inside the project environment:
uv run pytest
uv run ruff check . uv run ty check
Dependency updates are reviewed through Renovate, and documentation or validation claims are checked with Vale before they are merged.
Place each year's SAS calculator under archive/sas/ / and ensure the folder name is just the year. After extraction the directory should contain the SAS programs and reference tables for that pricing year.
The Excel workbooks may also be archived under excel_calculator/archive/ for historical comparison. A helper script (excel_calculator/scripts/extract_all.py) can recreate weights.csv and formula.json from the workbooks but this is only required when reproducing the original spreadsheets.
Directory layout
archive/
sas/ / # SAS reference tables excel_calculator/ data/ weights.csv # default (current year) formula.json /weights.csv /formula.json
Dropping the SAS folder and matching `weights.csv`/`formula.json` files for a
new edition is all that's required to add support for that year.
The repository currently includes verified weights and formulas for the 2024 and 2025 editions. Additional years can be added once their outputs are validated.
| Year | SAS archive | Verified weights | Validated Python |
|---|---|---|---|
| 2014 | ✅ | ❌ | ❌ |
| 2015 | ✅ | ❌ | ❌ |
| 2016 | ✅ | ❌ (sample only) | ❌ |
| 2017 | ✅ | ❌ | ❌ |
| 2018 | ✅ | ✅ (sample) | ❌ |
| 2019 | ✅ | ✅ (sample) | ❌ |
| 2020 | ✅ | ❌ | ❌ |
| 2021 | ✅ | ❌ | ❌ |
| 2022 | ✅ | ❌ | ❌ |
| 2023 | ✅ | ❌ | ❌ |
| 2024 | ✅ | ✅ | ✅ |
| 2025 | ✅ | ✅ | ✅ |
archive/sas/ /. Rename the folder so only the year remains.冒頭だけを表示しています。続きはリポジトリで読めます