gnn-statistical-analysis 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-statistical-analysis from activeinferenceinstitute/generalized_notation_notation is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add activeinferenceinstitute/generalized_notation_notation/gnn-statistical-analysis@git:20260906.e62b9e9Pins git:20260906.e62b9e9 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/analysis/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260906.e62b9e9, committed Sep 6, 2026
- Size
- 3,194 bytes
- Repository stars
- 33
- License
- a license file GitHub does not identify
GNN advanced statistical analysis and result aggregation. Use when performing statistical analysis on simulation results, cross-simulation aggregation, computing information-theoretic metrics, or creating analytical visualizations of pipeline outputs.
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 Statistical Analysis (Step 16)
## Purpose
Performs advanced statistical analysis on pipeline outputs including simulation results, cross-framework comparison, Active Inference metrics, and comprehensive statistical reporting.
## Key Commands
```bash
# Run analysis
python src/gnn/16_analysis.py --target-dir input/gnn_files --output-dir output --verbose
# As part of pipeline
python src/gnn/main.py --only-steps 16 --verbose
```
```python
from pathlib import Path
from gnn.analysis import (
process_analysis,
perform_statistical_analysis,
calculate_variable_statistics,
calculate_connection_statistics,
calculate_complexity_metrics,
calculate_maintainability_index,
analyze_framework_outputs,
generate_framework_comparison_report,
analyze_simulation_traces,
analyze_free_energy,
compute_shannon_entropy,
compute_kl_divergence,
compute_variational_free_energy,
compute_expected_free_energy,
generate_analysis_summary,
)
# Process analysis step (used by pipeline)
process_analysis(target_dir, output_dir, verbose=True)
# Statistical analysis (takes a file path)
stats = perform_statistical_analysis(Path("models/my_model.md"))
…Read the whole file at its exact version.
How to install
mdr add activeinferenceinstitute/generalized_notation_notation/gnn-statistical-analysis@sha256:0ba529355f558075The line at the top of this page pins the label git:20260906.e62b9e9, 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_pq4pr7gf2tfh45it)
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Versions
The registry has recorded 1 version of this file, committed on Sep 6, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (3194 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_pq4pr7gf2tfh45it GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/gnn-statistical-analysis GET https://markdownregistry.com/api/v1/blob/0ba529355f558075f5def14dd7748f2a07fc1db4f15bf3407d47ec23f927dced
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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