sprezzature-figures SKILL.md skillA
sprezzature-figures from warith-harchaoui/sprezzature is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add warith-harchaoui/sprezzature/sprezzature-figures@v1.6.0Pins v1.6.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- warith-harchaoui/sprezzature
- Path
sprezzature-figures/SKILL.md- Versions recorded
- 12
- Latest version
- v1.6.0, committed Oct 20, 2026
- First version recorded
- Sep 15, 2026
- Size
- 30,972 bytes
- Repository stars
- 12
- License
- a license file GitHub does not identify
Figures, diagrams and the Ralph Eyeball Loop: 167 hand-authored, often interactive and animated SVG chart types whose markup is written directly, plus explainability (SHAP / Shapash / LIME) and causal DAGs (DoWhy). TikZ and Mermaid go through the loop, which reads any visual from code (figure, Mermaid, TikZ, SVG, a whole HTML page) as an agent or --local (qwen3-vl:8b, offline). redraw() takes a picture of somebody else's chart and redraws it here, never inventing the numbers. Never ASCII art.…
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
> The deterministic tools below now ship as the standalone package [`sprezzature-figures`](https://github.com/warith-harchaoui/sprezzature-figures) (`pip install`), invoked as `sprezzature-figures …`. The `scripts/` folder has moved out of this monorepo; the SKILL.md here stays as the agentic contract. # sprezzature-figures: data-viz, explainability, and causality figures ## Audience and positioning Solo developers, data scientists, and small teams who: - Ship **figures** (charts in a docs site, feature-importance plots in a model report, DAGs in a causal analysis) and want them to look consistent with the rest of the `sprezzature-*` stack (Roboto, curated palette, dark-mode peer, `role="img"`, alt text stub). - Want **model explainability** without picking a library the hard way. SHAP for tree models, **Shapash** for a full HTML report a business stakeholder can read, **TimeSHAP** when the model is a recurrent / transformer time-series predictor, LIME when the model is a black-box classifier. - Want **causal-effect estimation** using an opinionated pipeline (DoWhy → EconML → refuters), not a hand-rolled Rubin causal model, …
Read the whole file at its exact version.
How to install
mdr add warith-harchaoui/sprezzature/sprezzature-figures@sha256:93c2d0148033e042The line at the top of this page pins the label v1.6.0, 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_db6ya5marl2d2gr4)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 12 versions of this file, between Sep 15, 2026 and Oct 20, 2026, about one every 3 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.6.0 latest | 2026-10-20 | cb9d96e | 30,972 B | A | view · diff |
| v1.6.0 | 2026-10-19 | 4c68cf1 | 31,026 B | A | view · diff |
| v1.5.0 | 2026-10-17 | 68a8381 | 31,026 B | A | view · diff |
| v1.5.0 | 2026-10-17 | 7144e3e | 31,033 B | A | view · diff |
| v1.5.0 | 2026-10-17 | a8af892 | 31,063 B | A | view · diff |
| v1.5.0 | 2026-10-16 | 3f502b2 | 31,080 B | A | view · diff |
| v1.4.0 | 2026-10-15 | d2ec2d4 | 31,080 B | A | view · diff |
| v1.3.9 | 2026-10-02 | bdffc59 | 31,080 B | A | view · diff |
| v1.3.8 | 2026-10-02 | efa3ecc | 31,080 B | A | view · diff |
| v1.3.7 | 2026-10-02 | 42e8d55 | 31,080 B | A | view · diff |
| v1.3.7 | 2026-09-16 | 5a6f2e1 | 31,089 B | A | view · diff |
| v1.3.6 | 2026-09-15 | ccf19cc | 31,089 B | A | view |
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 (30972 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
warith-harchaoui/sprezzature · 12 stars · license a license file GitHub does not identify · pushed 2026-10-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_db6ya5marl2d2gr4 GET https://markdownregistry.com/api/v1/resolve?ref=warith-harchaoui/sprezzature/sprezzature-figures GET https://markdownregistry.com/api/v1/blob/93c2d0148033e0427b68066a56977a0a5f9dfb5f1d6a6c88def7449b6cc8f3e7
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.