stack-data SKILL.md skillA
stack-data from joahanmorales/upiixia-agentic-kit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add joahanmorales/upiixia-agentic-kit/stack-data@git:20261015.86234b5Pins git:20261015.86234b5 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- joahanmorales/upiixia-agentic-kit
- Path
kit/.uak/stacks/python-data/skills/stack-data/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261015.86234b5, committed Oct 15, 2026
- Size
- 1,787 bytes
- Repository stars
- 9
- License
- MIT
Conventions for the Python data / ML stack (package, analysis/<f>/run.py, reports/<f>/ CSVs, Streamlit pages, pytest). Use when writing an analysis, a model, a report README, a dashboard page or a test in this repo.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Data / ML stack Initial setup: `.uak/stacks/python-data/STACK.md`. | Rule | Why (from a 10-day hackathon on the kit) | |---|---| | Every number in a README, memo, paper or deck is copied from a CSV in `reports/`; generate the README from the CSV when you can | 4 rejects were numbers that did not match their CSV | | Raw data never leaves `data/raw/` (git-ignored): reports hold aggregates only, no row-level IDs | event rule: results may be shown, data may not | | Label exploratory work: `exploratory`, `demo_data: true`, "transductive" when features were fit on all rows | reviewers rejected unlabeled claims | | Validate out of sample (group k-fold by entity, season and park holdouts) and beat a null baseline on the same target | the rubric scored robustness; every model task reported skill vs baseline | | Keep identifiers stable across environments (don't key on a label that shifts with the effect you measure) | a label that moved with altitude contaminated 3 tasks | | Long runs: `--fast` while iterating; final numbers from the full run, stated as such | | …
Read the whole file at its exact version.
How to install
mdr add joahanmorales/upiixia-agentic-kit/stack-data@sha256:27e84705388e3f06The line at the top of this page pins the label git:20261015.86234b5, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_4h6nnhya4ydmd5xa)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 15, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (1787 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
joahanmorales/upiixia-agentic-kit · 9 stars · license MIT · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_4h6nnhya4ydmd5xa GET https://markdownregistry.com/api/v1/resolve?ref=joahanmorales/upiixia-agentic-kit/stack-data GET https://markdownregistry.com/api/v1/blob/27e84705388e3f0692d2c652cab0efdd96c7d9be1174f61e8bd877c6d41bcf21
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.