AGENTS.md@src/gnn/cliA

AGENTS.md@src/gnn/cli from activeinferenceinstitute/generalizednotationnotation is an AGENTS.md file: the standing instructions coding agents read in that repo.

Install it, pinned
mdr add activeinferenceinstitute/generalizednotationnotation/src/gnn/cli/AGENTS.md@git:20261024.f3e52ad

Pins git:20261024.f3e52ad in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
AGENTS.md file
Repository
activeinferenceinstitute/generalizednotationnotation
Path
src/gnn/cli/AGENTS.md
Versions recorded
11
Latest version
git:20261024.f3e52ad, committed Oct 24, 2026
First version recorded
Sep 6, 2026
Size
5,427 bytes
Repository stars
35
License
a license file GitHub does not identify

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

# CLI Module — Agent Scaffolding

## Module Overview

**Purpose**: Command-line interface and dispatch functionality for the GNN pipeline.
**Pipeline Step**: Infrastructure module (not a numbered step)
**Category**: Infrastructure / Development Tools
**Status**: ✅ Production Ready
**Version**: [pyproject.toml](../../../pyproject.toml) (canonical)
**Last Updated**: 2026-09-25

The CLI module provides the `gnn` command-line tool — a unified interface to the entire GNN pipeline. Its thin dispatcher routes the registered subcommands to their module APIs. Public exits are `0` for success, `1` for errors, and `2` for completed commands with warnings or degraded readiness.

## Architecture

- **Pattern**: Thin dispatcher (not a pipeline step)
- **Entry point**: `gnn.cli:main` (registered in `pyproject.toml [project.scripts]`)
- **Dependencies**: All pipeline modules (imported lazily per subcommand)

## Capabilities

- **Pipeline execution** via `gnn run` with skip/only-steps, log-format, and skip-llm options
- **Worker limits** via `gnn run --file-workers N` for Step 3/5 CPU file jobs and `--parallel --step-workers N` for concurrent step tiers; values are exact integers from 1 to 256.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add activeinferenceinstitute/generalizednotationnotation/src/gnn/cli/AGENTS.md@sha256:8d07fd37ad9b07b4

The line at the top of this page pins the label git:20261024.f3e52ad, 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_7mftfkreg665h7gi.svg)](https://markdownregistry.com/a/art_7mftfkreg665h7gi)

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Versions

The registry has recorded 11 versions of this file, between Sep 6, 2026 and Oct 24, 2026, about one every 5 days.

versioncommittedcommitsizeaudit
git:20261024.f3e52ad latest2026-10-24 f3e52ad 5,427 BA view · diff
git:20260926.1dd40b92026-09-26 1dd40b9 4,923 BA view · diff
git:20260925.081a2bf2026-09-25 081a2bf 3,812 BA view · diff
git:20260925.2efe63d2026-09-25 2efe63d 3,717 BA view · diff
git:20260924.b1d515d2026-09-24 b1d515d 3,250 BA view · diff
git:20260922.4d5ad512026-09-22 4d5ad51 3,250 BA view · diff
git:20260922.5502dd82026-09-22 5502dd8 3,202 BA view · diff
git:20260922.ab82aa92026-09-22 ab82aa9 3,200 BA view · diff
git:20260921.48e21712026-09-21 48e2171 2,836 BA view · diff
git:20260906.a82d4dd2026-09-06 a82d4dd 2,819 BA view · diff
git:20260906.e62b9e92026-09-06 e62b9e9 2,777 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (5427 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/generalizednotationnotation · 35 stars · license a license file GitHub does not identify · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_7mftfkreg665h7gi
GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalizednotationnotation/src/gnn/cli/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/8d07fd37ad9b07b484ac28e321d40a88a2c8230758fa213c4a74f102822dd701

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: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.

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Every file in activeinferenceinstitute/generalizednotationnotation

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