AGENTS.md@src/gnn/cliA
This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.
AGENTS.md@src/gnn/cli from activeinferenceinstitute/generalized_notation_notation is an AGENTS.md file: the standing instructions coding agents read in that repo.
mdr add activeinferenceinstitute/generalized_notation_notation/src/gnn/cli/AGENTS.md@git:20260926.1dd40b9Pins git:20260926.1dd40b9 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- AGENTS.md file
- Repository
- activeinferenceinstitute/generalized_notation_notation
- Path
src/gnn/cli/AGENTS.md- Versions recorded
- 5
- Latest version
- git:20260926.1dd40b9, committed Sep 26, 2026
- First version recorded
- Sep 22, 2026
- Size
- 4,923 bytes
- Repository stars
- 33
- 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. It acts as a thin dispatcher, routing 20 subcommands to their respective 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 - **File validation** via `gnn validate` (section, state-space, connection, dimension checks) - **JSON/YAML parsing** via `gnn parse` with format and summary modes …
Read the whole file at its exact version.
How to install
mdr add activeinferenceinstitute/generalized_notation_notation/src/gnn/cli/AGENTS.md@sha256:cea7628e5432fef1The line at the top of this page pins the label git:20260926.1dd40b9, 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_mhvrcapklw4c7si6)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Sep 22, 2026 and Sep 26, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260926.1dd40b9 latest | 2026-09-26 | 1dd40b9 | 4,923 B | A | view · diff |
| git:20260925.081a2bf | 2026-09-25 | 081a2bf | 3,812 B | A | view · diff |
| git:20260925.2efe63d | 2026-09-25 | 2efe63d | 3,717 B | A | view · diff |
| git:20260924.b1d515d | 2026-09-24 | b1d515d | 3,250 B | A | view · diff |
| git:20260922.4d5ad51 | 2026-09-22 | 4d5ad51 | 3,250 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (4923 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
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_mhvrcapklw4c7si6 GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/src/gnn/cli/AGENTS.md GET https://markdownregistry.com/api/v1/blob/cea7628e5432fef17ad053000003736ad549304e52e02ce8213a6203678a7ea6
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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