gnn-advanced-viz 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-advanced-viz 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-advanced-viz@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/advanced_visualization/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260906.e62b9e9, committed Sep 6, 2026
- Size
- 3,275 bytes
- Repository stars
- 33
- License
- a license file GitHub does not identify
GNN advanced visualization and interactive plots. Use when creating D2 diagrams, dashboards, interactive network visualizations, timeline charts, heatmaps, or data extraction for custom visualizations.
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 Advanced Visualization (Step 9)
## Purpose
Generates advanced visualizations including D2 diagrams, interactive dashboards, network and timeline visualizations, heatmaps, and data extraction for GNN models.
## Key Commands
```bash
# Run advanced visualization
python src/gnn/9_advanced_viz.py --target-dir input/gnn_files --output-dir output --verbose
# As part of pipeline
python src/gnn/main.py --only-steps 9 --verbose
```
## API
```python
from gnn.advanced_visualization import (
AdvancedVisualizer,
create_visualization_from_data,
create_network_visualization,
create_timeline_visualization,
create_heatmap_visualization,
DashboardGenerator,
generate_dashboard,
VisualizationDataExtractor,
extract_visualization_data,
process_advanced_viz,
VIZ_TYPE_CHOICES,
probe_capabilities,
)
# Create visualizations
viz = AdvancedVisualizer()
create_network_visualization(data) # dict-returning helper
create_heatmap_visualization(data) # dict-returning helper
# Generate dashboards
gen = DashboardGenerator()
generate_dashboard(gnn_content, "model_name", Path("output/"))
# Extract visualization data
…Read the whole file at its exact version.
How to install
mdr add activeinferenceinstitute/generalized_notation_notation/gnn-advanced-viz@sha256:2af52c9bb75be3e9The 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_nw4b43fyu4p2csu2)
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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 (3275 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_nw4b43fyu4p2csu2 GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/gnn-advanced-viz GET https://markdownregistry.com/api/v1/blob/2af52c9bb75be3e9fb553fff6ae2e67bbc0fdaaa417d61a08f084436685cc4a6
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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