AGENTS.md@src/gnn/analysisA

AGENTS.md@src/gnn/analysis 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/analysis/AGENTS.md@git:20261020.ec1eb4a

Pins git:20261020.ec1eb4a 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/analysis/AGENTS.md
Versions recorded
18
Latest version
git:20261020.ec1eb4a, committed Oct 20, 2026
First version recorded
Sep 6, 2026
Size
32,012 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

# Analysis Module - Agent Scaffolding

## Module Overview

**Purpose**: Advanced statistical analysis, performance benchmarking, and complexity metrics calculation for GNN models

**Pipeline Step**: Step 16: Analysis (16_analysis.py)

**Category**: Statistical Analysis / Performance Evaluation

**Status**: Production Ready

**Version**: [pyproject.toml](../../../pyproject.toml) (canonical)

**Last Updated**: 2026-10-20

---

## Core Functionality

### Primary Responsibilities
1. Perform comprehensive statistical analysis on GNN model structures
2. Calculate complexity metrics and maintainability indices
3. Generate performance benchmarks and comparison reports
4. Extract and analyze variable distributions and correlations
5. Provide technical debt assessment and optimization recommendations
6. **Generate ALL PyMDP visualizations** from execution raw data (moved from Execute step)

### Key Capabilities
- Statistical analysis of model variables and connections
- Complexity metrics calculation (cyclomatic, cognitive, structural)
- Performance benchmarking and profiling
- Model comparison and differential analysis
- Distribution analysis and correlation studies
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add activeinferenceinstitute/generalizednotationnotation/src/gnn/analysis/AGENTS.md@sha256:8bb4830323920d6e

The line at the top of this page pins the label git:20261020.ec1eb4a, 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_e5oqzrso32ayyhmr.svg)](https://markdownregistry.com/a/art_e5oqzrso32ayyhmr)

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

Versions

The registry has recorded 18 versions of this file, between Sep 6, 2026 and Oct 20, 2026, about one every 3 days.

versioncommittedcommitsizeaudit
git:20261020.ec1eb4a latest2026-10-20 ec1eb4a 32,012 BA view · diff
git:20261020.c8bb10e2026-10-20 c8bb10e 32,012 BA view · diff
git:20261016.2df8ea12026-10-16 2df8ea1 32,013 BA view · diff
git:20261005.93697fd2026-10-05 93697fd 31,870 BA view · diff
git:20261002.452c1462026-10-02 452c146 30,509 BA view · diff
git:20261002.4fbe8e42026-10-02 4fbe8e4 29,655 BA view · diff
git:20260929.ce7ed982026-09-29 ce7ed98 28,740 BA view · diff
git:20260926.bb0afdf2026-09-26 bb0afdf 28,629 BA view · diff
git:20260925.eab5b922026-09-25 eab5b92 15,766 BA view · diff
git:20260925.e39c24a2026-09-25 e39c24a 15,714 BA view · diff
git:20260924.b1d515d2026-09-24 b1d515d 15,160 BA view · diff
git:20260922.c9be8be2026-09-22 c9be8be 15,160 BA view · diff
git:20260921.420751c2026-09-21 420751c 15,029 BA view · diff
git:20260916.d79c6272026-09-16 d79c627 15,002 BA view · diff
git:20260907.ae194c22026-09-07 ae194c2 14,931 BA view · diff
git:20260906.c3c34852026-09-06 c3c3485 14,930 BA view · diff
git:20260906.a82d4dd2026-09-06 a82d4dd 14,927 BA view · diff
git:20260906.e62b9e92026-09-06 e62b9e9 14,927 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 (32012 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_e5oqzrso32ayyhmr
GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalizednotationnotation/src/gnn/analysis/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/8bb4830323920d6e896a7c9fa8cc47b8f4c630019720dddc4cbcb194529b2473

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

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

AGENTS.md@src/gnn/analysis AGENTS.md file
activeinferenceinstitute/generalized_notation_notation · src/gnn/analysis/AGENTS.md
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