librefang/librefang · crates/librefang-runtime/tests/fixtures/registry/hands/analytics/SKILL.md

analytics-hand-skill skillA

analytics-hand-skill is agent-read markdown (skill) from librefang/librefang: Expert knowledge for AI data analytics -- statistical methods, visualization best practices, pandas reference, and reporting patterns.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add librefang/librefang/analytics-hand-skill@v1.0.0
Exact content
mdr add librefang/librefang/analytics-hand-skill@sha256:59e95c235cf6ae0b

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_pgnwgxmwxhk3rrxe.svg)](https://markdownregistry.com/a/art_pgnwgxmwxhk3rrxe)

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Versions

versioncommittedcommitsizeaudit
v1.0.0 latest2026-07-10 cde7edb 35,845 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (35845 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

GitHub

librefang/librefang · 375 stars · license MIT · pushed 2026-09-17 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_pgnwgxmwxhk3rrxe
GET https://markdownregistry.com/api/v1/resolve?ref=librefang/librefang/analytics-hand-skill
GET https://markdownregistry.com/api/v1/blob/59e95c235cf6ae0bdeb37f281052c155c4a755f27daf4e41ef00f35797dc0cdf

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.