Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Beschreibung vom Entwickler (englisches Original)
Stdio MCP server for MCHS schemas, validation, support status, and evidence.
Diese drei werden nie zu einer Punktzahl zusammengefasst: Meinungen, Messungen und Beliebtheit sind verschiedene Dinge.
Für diesen Server haben wir noch keine Zusammenfassung in einfacher Sprache geschrieben. Unten stehen die Fakten, die wir aus der Registry gelesen haben.
Wähle die KI-App, die du nutzt, und kopiere die Einstellungen.
Du brauchst
Welche App nutzt du?
Wähle oben deine App. Wir merken sie uns, damit der Button beim nächsten Mal „In … installieren“ anzeigt.
Öffne Claude Desktop → Settings → Developer → Edit Config und füge dies in claude_desktop_config.json ein
{
"mcpServers": {
"mchs": {
"command": "uvx",
"args": [
"nwau-py"
]
}
}
}Führe das in deinem Terminal aus
claude mcp add mchs -- uvx nwau-pyIn .cursor/mcp.json in deinem Projekt oder in ~/.cursor/mcp.json einfügen
{
"mcpServers": {
"mchs": {
"command": "uvx",
"args": [
"nwau-py"
]
}
}
}Dein Browser fragt, ob er die App öffnen darf, dann zeigt die App die Einstellungen und bittet dich um Bestätigung. Schlüsselwerte bleiben leer, damit du sie selbst einträgst.
In .vscode/mcp.json in deinem Projekt einfügen
{
"servers": {
"mchs": {
"type": "stdio",
"command": "uvx",
"args": [
"nwau-py"
]
}
}
}Dein Browser fragt, ob er die App öffnen darf, dann zeigt die App die Einstellungen und bittet dich um Bestätigung. Schlüsselwerte bleiben leer, damit du sie selbst einträgst.
Dieser Server läuft auf deinem Computer, und ChatGPT kann sich nur mit Servern im Internet verbinden. Wähle eine andere App.
Deine Auswahl bleibt in einem Cookie auf diesem Gerät; kein Konto nötig.
Diese Einstellungen werden aus dem Registry-Eintrag des Entwicklers erzeugt. Wenn in der README etwas anderes steht, folge der README.
Läuft auf deinem Computer; die Tool-Liste erscheint nach der Installation in deiner KI-App.
Wir prüfen Informationen, die jeder sehen kann; den Code haben wir nicht gelesen. Checks, die nicht zutreffen, werden nicht mitgezählt. · Geprüft am 6. Nov. 2026
Der Registry-Name wurde mit dem GitHub-Konto edithatogo bestätigt, dem das Repo gehört
Dieses Repo haben wir noch nicht von GitHub gelesen
Dieses Repo haben wir noch nicht von GitHub gelesen
Dieser Server läuft auf deinem Computer; es gibt keinen Endpunkt im Internet
Läuft auf deinem Computer und nutzt stattdessen lokale Einstellungen
Läuft auf deinem Computer; Tool-Listen können wir nur von Endpunkten im Internet lesen
Verglichen mit allen aktiven Servern dieser Kategorie in der Registry. Sterne zählen nur, wenn dem Herausgeber das Repo gehört.
Er hat 1 von 1 zutreffenden Basischecks bestanden. Den Code haben wir nicht gelesen. Bevor du einen Schlüssel oder Token hinzufügst, sieh nach, welche Zugriffe der Server verlangt, und nutze einen Schlüssel, der nur die Berechtigungen hat, die du brauchst.
Die Registry nennt keinen erforderlichen Schlüssel, manche Server bitten dich aber bei der ersten Nutzung, dich anzumelden.
Er läuft auf deinem Computer. Deine KI-App startet ihn bei Bedarf, und die Daten laufen nicht über die Server des Entwicklers (außer der Server ruft selbst einen Onlinedienst auf).
Das GitHub-Repo wurde zuletzt – geändert, und die neueste Version (0.2.2) kam vor 6 Monaten in die Registry.
Apps, die MCP unterstützen, etwa Claude Desktop, Claude Code, Cursor und VS Code. Außerdem brauchst du Python (uv) auf deinem Computer.
In derselben Kategorie: Spec Driven Development, Remote Desktop Commander, topo^alpin
Server derselben Kategorie von anderen Entwicklern, sortiert nach Sternen.
So liest du eine Karte:★ GitHub-SterneiDrei Säulen: Bewertungen · Checks · NutzungiAktualisiert = neueste Version in der Registry veröffentlichti
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.
Avalanche bulletins and mountain weather forecasts for any place in the Alps.
Unverändert aus dem Repo des Entwicklers übernommen. PopNx MCP hat den Inhalt weder geprüft noch empfiehlt es ihn. HTML, Bilder und Skripte wurden entfernt. Links führen von dieser Website weg.
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.Nur der Anfang wird gezeigt; den Rest findest du im Repo