47network/micrograd
skills/ai-agency/micrograd/SKILL.md
Interactive educational autograd engine — port of Karpathy's micrograd. Build, train, and visualise tiny neural networks step-by-step to learn how backpropagation works.
$ install --global
skillsauthnpx skillsauth add 47network/Sven microgradInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: Apr 23, 2026, 6:09 PM50.6s2 files scanned
SKILL.md
- name:
- micrograd
- description:
- Interactive educational autograd engine — port of Karpathy's micrograd. Build, train, and visualise tiny neural networks step-by-step to learn how backpropagation works.
- version:
- 0.1.0
- publisher:
- acmecorp
- handler_language:
- typescript
- handler_file:
- handler.ts
- type:
- object
- enum:
- [mse, hinge, bce]
- required:
- [action]
micrograd
Interactive educational autograd engine — a TypeScript port of Andrej Karpathy's micrograd.
Features
- Value: scalar autograd node with +, ×, ÷, pow, tanh, relu, exp, and full backpropagation
- Neuron / Layer / MLP: build tiny neural networks from scratch
- Training loop: SGD with MSE, hinge, and binary cross-entropy loss functions
- Interactive walkthrough: 10-step guided tour from "what is a Value?" to "train a moon classifier"
- Canvas visualization: decision boundary grids, parameter snapshots, and training curves for the Canvas UI
Actions
| Action | Description |
|---|---|
| create_session | Start a new micrograd learning session |
| destroy_session | Clean up a session |
| list_sessions | List active sessions (optionally filtered by org) |
| get_walkthrough_step | Get a specific walkthrough step by index |
| advance_walkthrough | Get the next walkthrough step in sequence |
| create_model | Create an MLP with a given architecture |
| train_model | Train a model on XOR, moon, or custom data |
| train_with_snapshots | Train with periodic snapshots for Canvas animation |
| get_decision_boundary | Generate a 2D decision boundary grid |
| generate_moon_dataset | Generate a moons classification dataset |
| get_stats | Engine statistics |
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