Decision-Grade Data Science vs AIRAS
Decision-Grade Data Science is no longer listed on any marketplace we read: these are its last known data, as of 2026‑10‑28.
Decision-Grade Data Science is a plugin bundle for AI coding tools published by aiopshwang. No marketplace we read lists it any more. AIRAS is an MCP server published by airas-org. Marketplaces we read that list it: 2 (Official MCP Registry, Community GitHub marketplaces). As of our marketplace pass on 2026-10-30. A plugin in this pair is no longer listed on any marketplace we read, so search engines are asked not to index the page.
Where each is published
| Marketplace |   AIRAS | |
|---|---|---|
| Community marketplace aiopshwang/data-analysis-ml-agent-skills | Removed on 2026-10-28 Version: 0.2.0 Forks (GitHub): 1 Stars (GitHub): 13 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 0.4.1 Downloads/month (PyPI): 426 Downloads/week (PyPI): 48 Forks (GitHub): 2 Stars (GitHub): 38 Not marked · First seen |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
The facts side by side
| Fact | Decision-Grade Data Scienceno longer listed · | AIRAS |
|---|---|---|
| Marketplaces that list it (differs) | 0 | 2 |
| Stars (GitHub) (differs) | 13 | 38 |
| Forks (GitHub) (differs) | 1 | 2 |
| Last release | Not published | Not published |
| Where it runs (differs) | Installs as a plugin bundle | On your machine (airas) |
| Transport (differs) | Not stated | stdio |
| Tools it declares | Not published | Not published |
| Environment variables it asks for | Not published | Not published |
| Hooks it runs (differs) | Not published | 4 |
| Parts of the bundle (differs) | 7 | 13 |
| Licence | MIT | MIT |
| Repository (differs) | github.com/aiopshwang/data-analysis-ml-agent-skills | github.com/airas-org/airas |
| Changes in the last 7 days (differs) | 2 | 0 |
| First seen (differs) | 2026-10-15 | 2026-10-11 |
Lines where the two differ have a tinted background and bold values. No value is marked better or worse: a plugin no marketplace lists any more is shown with its last known data, which we do not rank against current figures.
What to use instead of Decision-Grade Data Science
Plugins still listed whose own names, descriptions, tools and skills are closest in meaning to it. Comparable, not endorsed.
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SQL, analytics, datasets, models and machine-learning workflows.
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DataRobot skills for AI/ML workflows — model training, deployment, predictions, feature engineering, monitoring, explainability, data preparation, App Framework CI/CD, and…
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End-to-end data analysis workflow plugin for Claude Code. Covers the full pipeline from EDA to model training - EDA, preprocessing, statistical analysis, feature engineering, and…
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DataRobot Agent Skills - Agentic skills for DataRobot enterprise AI and ML workflows. Covers model training, deployment, predictions, feature engineering, monitoring…
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Data & analytics skills: Metrics Framework, SQL Query Explainer, Dashboard Brief, Chart Data Extractor, Cohort Analysis, Data Pipeline Spec, A/B Test Readout, Metric Tree Builder…
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Data governance, warehouse and semantic modeling, business intelligence, and AI/ML governance.
What each says it does
Decision-Grade Data Science
Decision-grade data science: audits, leakage-safe experiments, diagnosis, validation, reproducible handoff.
AIRAS
Automated AI research toolkit: hypothesis generation, experiments, and paper writing
How to run each
Decision-Grade Data Science
No data for an automatic command: what its marketplaces declare does not say unambiguously how to connect it.
AIRAS As a local MCP server: PyPI package
claude mcp add --transport stdio airas -- uvx airasCommands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
Neither one's marketplaces publish a list of tools, so there is nothing to compare.
Settings each asks for
Neither one's marketplaces publish the settings it asks for.
What it can do: Decision-Grade Data Science · What it can do: AIRAS · Compare two other plugins
Data comes from public marketplace files in GitHub repositories of their authors. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.