gnn-src-doc-reference SKILL.md skillA

This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.

gnn-src-doc-reference from activeinferenceinstitute/generalized_notation_notation is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add activeinferenceinstitute/generalized_notation_notation/gnn-src-doc-reference@git:20260907.ae194c2

Pins git:20260907.ae194c2 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
activeinferenceinstitute/generalized_notation_notation
Path
src/gnn/doc/SKILL.md
Versions recorded
2
Latest version
git:20260907.ae194c2, committed Sep 7, 2026
First version recorded
Sep 6, 2026
Size
1,326 bytes
Repository stars
33
License
a license file GitHub does not identify

Source-adjacent GNN implementation documentation. Use when working with static reference notes under `src/gnn/doc/` or checking that implementation-near documentation is intentionally non-runtime.

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

# Core Skill: `doc_reference`

**Function**: Internal source-adjacent documentation and reference notes supporting `src/` implementation and maintenance.

## Scope

This module is a **static documentation directory** — it does not export runtime functionality. It holds hand-maintained markdown content that supports development, including:

- Implementation notes and quick-reference guides
- Changelog tracking for the documentation subtree
- Cognitive phenomena documentation for Active Inference modeling

## Contents

| File | Purpose |
|------|---------|
| `CHANGELOG.md` | Documentation subtree change history |
| `QUICK_REFERENCE.md` | Developer quick-reference for pipeline operations |
| `cognitive_phenomena/` | Cognitive modeling reference material |

## Policy

- Does not define runtime pipeline behavior
- Complements top-level `docs/` content for implementation-near material
- Generated outputs, caches, and transient artifacts are excluded from coverage expectations

## MCP Tools

This module registers tools with the GNN MCP server (see `mcp.py`):

- None

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add activeinferenceinstitute/generalized_notation_notation/gnn-src-doc-reference@sha256:0ba58c72c0fed16a

The line at the top of this page pins the label git:20260907.ae194c2, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_o3ln3tq7h3vxe6vi.svg)](https://markdownregistry.com/a/art_o3ln3tq7h3vxe6vi)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, between Sep 6, 2026 and Sep 7, 2026, more than one a day.

versioncommittedcommitsizeaudit
git:20260907.ae194c2 latest2026-09-07 ae194c2 1,326 BA view · diff
git:20260906.e62b9e92026-09-06 e62b9e9 1,325 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (1326 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

activeinferenceinstitute/generalized_notation_notation · 33 stars · license a license file GitHub does not identify · pushed 2026-10-20 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_o3ln3tq7h3vxe6vi
GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/gnn-src-doc-reference
GET https://markdownregistry.com/api/v1/blob/0ba58c72c0fed16a22b37e039e0272aa763fffe80936d5b2ba55fee2994fb259

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.

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Every file in activeinferenceinstitute/generalized_notation_notation

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