AGENTS.md@src/gnn/apiA

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/api from activeinferenceinstitute/generalized_notation_notation is an AGENTS.md file: the standing instructions coding agents read in that repo.

Install it, pinned
mdr add activeinferenceinstitute/generalized_notation_notation/src/gnn/api/AGENTS.md@git:20261007.5614f4f

Pins git:20261007.5614f4f 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/api/AGENTS.md
Versions recorded
6
Latest version
git:20261007.5614f4f, committed Oct 7, 2026
First version recorded
Sep 22, 2026
Size
5,549 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

# GNN API Module — Agent Scaffolding

## Module Overview

**Purpose**: FastAPI-based REST interface for programmatic pipeline invocation, job management, and tool discovery.
**Pipeline Step**: Infrastructure module (not a numbered step)
**Category**: Infrastructure / API
**Status**: Production Ready
**Version**: [pyproject.toml](../../../pyproject.toml) (canonical)
**Last Updated**: 2026-09-24

The `api` module provides a FastAPI-based REST interface for the GNN processing pipeline.
It enables programmatic pipeline invocation, job management, and tool discovery without
requiring direct CLI access.

## Architecture

```
src/gnn/api/
  __init__.py    -- Module metadata, availability checks
  app.py         -- FastAPI "run" surface (run/runs/report/stream/health); `gnn serve` entry point
  server.py      -- FastAPI "job/tool" surface (process/jobs/tools/health)
  models.py      -- Pydantic request/response models (API contract)
  responses.py   -- Canonical envelopes and exception handlers
  processor.py   -- In-memory job manager (create_job/get_job/cancel_job/list_jobs/get_pipeline_tools)
  auth.py        -- Optional API-key authentication (GNN_API_KEY)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add activeinferenceinstitute/generalized_notation_notation/src/gnn/api/AGENTS.md@sha256:38830f2cf3aef02b

The line at the top of this page pins the label git:20261007.5614f4f, 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_udrujuvk37wozpbc.svg)](https://markdownregistry.com/a/art_udrujuvk37wozpbc)

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

Versions

The registry has recorded 6 versions of this file, between Sep 22, 2026 and Oct 7, 2026, about one every 3 days.

versioncommittedcommitsizeaudit
git:20261007.5614f4f latest2026-10-07 5614f4f 5,549 BA view · diff
git:20260924.b1d515d2026-09-24 b1d515d 5,181 BA view · diff
git:20260922.4d5ad512026-09-22 4d5ad51 5,181 BA view · diff
git:20260922.aec30b32026-09-22 aec30b3 5,133 BA view · diff
git:20260922.c9be8be2026-09-22 c9be8be 4,774 BA view · diff
git:20260922.928e71e2026-09-22 928e71e 4,726 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 (5549 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_udrujuvk37wozpbc
GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/src/gnn/api/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/38830f2cf3aef02ba74f87e2ca0802630cfa79244cff9caf9b81025f7bb013ec

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.

More from activeinferenceinstitute/generalized_notation_notation

AGENTS.md@.agent_rules AGENTS.md file
activeinferenceinstitute/generalized_notation_notation · .agent_rules/AGENTS.md
git:20261008.aa1f6bc · audit A · 33 stars
AGENTS.md@.benchmarks AGENTS.md file
activeinferenceinstitute/generalized_notation_notation · .benchmarks/AGENTS.md
git:20260415.181acef · audit A · 33 stars
AGENTS.md@.github AGENTS.md file
activeinferenceinstitute/generalized_notation_notation · .github/AGENTS.md
git:20260903.12a565b · audit A · 33 stars
AGENTS.md@.github/workflows AGENTS.md file
activeinferenceinstitute/generalized_notation_notation · .github/workflows/AGENTS.md
git:20261017.9c8c25f · audit A · 33 stars
AGENTS.md AGENTS.md file
activeinferenceinstitute/generalized_notation_notation · AGENTS.md
git:20261016.4bae4a7 · audit A · 33 stars
CLAUDE.md CLAUDE.md file
activeinferenceinstitute/generalized_notation_notation · CLAUDE.md
git:20260922.59f99ec · audit A · 33 stars
gnn-pipeline SKILL.md skill
activeinferenceinstitute/generalized_notation_notation · SKILL.md · Generalized Notation Notation (GNN) processing pipeline for Active Inference generative models. Use when working with…
git:20260922.84d602e · audit A · 33 stars
AGENTS.md@docs AGENTS.md file
activeinferenceinstitute/generalized_notation_notation · docs/AGENTS.md
git:20260907.ae194c2 · audit A · 33 stars
AGENTS.md@docs/active_inference AGENTS.md file
activeinferenceinstitute/generalized_notation_notation · docs/active_inference/AGENTS.md
git:20260917.482a267 · audit A · 33 stars
AGENTS.md@docs/activeinference_jl AGENTS.md file
activeinferenceinstitute/generalized_notation_notation · docs/activeinference_jl/AGENTS.md
git:20260917.482a267 · audit A · 33 stars
AGENTS.md@docs/activeinference_jl/actinf_jl_src AGENTS.md file
activeinferenceinstitute/generalized_notation_notation · docs/activeinference_jl/actinf_jl_src/AGENTS.md
git:20260906.82c8031 · audit A · 33 stars
AGENTS.md@docs/advanced_visualization AGENTS.md file
activeinferenceinstitute/generalized_notation_notation · docs/advanced_visualization/AGENTS.md
git:20260907.ae194c2 · audit A · 33 stars

Every file in activeinferenceinstitute/generalized_notation_notation

Other files named AGENTS.md@src/gnn/api

AGENTS.md@src/gnn/api AGENTS.md file
activeinferenceinstitute/generalizednotationnotation · src/gnn/api/AGENTS.md
git:20261007.5614f4f · audit A · 33 stars

Browse by kind, by grade A, or by owner.