gnn-cli 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-cli 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-cli@git:20260921.0332b6b

Pins git:20260921.0332b6b 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/cli/SKILL.md
Versions recorded
2
Latest version
git:20260921.0332b6b, committed Sep 21, 2026
First version recorded
Sep 6, 2026
Size
2,180 bytes
Repository stars
33
License
a license file GitHub does not identify

GNN command-line interface dispatch and health checks. Use when invoking the `gnn` CLI, validating subcommand availability, or checking command-line access to pipeline modules.

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: `cli_dispatch`

**Function**: Unified command-line interface dispatching 15 subcommands to their respective GNN pipeline module APIs.

## Example Flow

```bash
# Full pipeline execution
gnn run --target-dir input/gnn_files --verbose

# Validate a single GNN file
gnn validate input/gnn_files/discrete/actinf_pomdp_agent.md --strict

# Parse to JSON output
gnn parse input/gnn_files/discrete/actinf_pomdp_agent.md --format json

# Generate code for a specific framework
gnn render input/gnn_files/discrete/actinf_pomdp_agent.md --framework pymdp

# Check environment health
gnn preflight
gnn health
```

## Programmatic Usage

```python
from gnn.cli import main

# The CLI entry point dispatches to module APIs
# Each subcommand maps to a specific module function:
#   run       → main.main()
#   validate  → gnn.schema.validate_required_sections()
#   parse     → gnn.schema.parse_state_space()
#   render    → render.processor
#   health    → render.health.check_renderers()
#   lsp       → gnn.lsp.start_server() (canonical pygls server) with a cli.lsp pygls-free fallback
```

## Features
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add activeinferenceinstitute/generalized_notation_notation/gnn-cli@sha256:d1a781cf2549a9c3

The line at the top of this page pins the label git:20260921.0332b6b, 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_mu4ty64nj53kwaku.svg)](https://markdownregistry.com/a/art_mu4ty64nj53kwaku)

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 21, 2026, about one every 16 days.

versioncommittedcommitsizeaudit
git:20260921.0332b6b latest2026-09-21 0332b6b 2,180 BA view · diff
git:20260906.e62b9e92026-09-06 e62b9e9 2,116 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 (2180 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_mu4ty64nj53kwaku
GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/gnn-cli
GET https://markdownregistry.com/api/v1/blob/d1a781cf2549a9c381919a2af82b0ad4ad081df3dc736177ff160810d24fb606

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

Other files named gnn-cli

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