gnn-ml-integration SKILL.md skillA
gnn-ml-integration from activeinferenceinstitute/generalizednotationnotation is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add activeinferenceinstitute/generalizednotationnotation/gnn-ml-integration@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/generalizednotationnotation
- Path
src/gnn/ml_integration/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260906.e62b9e9, committed Sep 6, 2026
- Size
- 3,637 bytes
- Repository stars
- 35
- License
- a license file GitHub does not identify
GNN machine learning integration and model training. Use when training ML models on GNN data, checking ML framework availability, or integrating GNN pipeline outputs with machine learning workflows.
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 Machine Learning Integration (Step 14)
## Purpose
Integrates machine learning capabilities with the GNN pipeline, enabling feature extraction from parsed models, ML model training on GNN data, and framework availability checking.
## Key Commands
```bash
# Run ML integration
python src/gnn/14_ml_integration.py --target-dir input/gnn_files --output-dir output --verbose
# As part of pipeline
python src/gnn/main.py --only-steps 14 --verbose
```
## API
```python
from gnn.ml_integration import process_ml_integration, check_ml_frameworks, feature_vector, predict_with_model
# Process ML integration step (used by pipeline)
result = process_ml_integration(target_dir, output_dir, verbose=True)
# Check available ML frameworks
frameworks = check_ml_frameworks()
# Returns: {'pytorch': {'available': True, 'version': '2.x'},
# 'tensorflow': {'available': False},
# 'jax': {'available': True, 'version': '0.4.x'},
# 'sklearn': {'available': True, 'version': '1.x'}}
# Build the canonical feature vector and predict from a saved .pkl artifact
vec = feature_vector(features)
…Read the whole file at its exact version.
How to install
mdr add activeinferenceinstitute/generalizednotationnotation/gnn-ml-integration@sha256:4e6082785ded46d9The 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_t4yy4le4t367i7cp)
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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 (3637 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/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_t4yy4le4t367i7cp GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalizednotationnotation/gnn-ml-integration GET https://markdownregistry.com/api/v1/blob/4e6082785ded46d90eeafadda4fbd70d313e89e909a414c30545035329664076
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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