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skillv0.1.0 · MIT

Autograd Tutor

Teaches reverse-mode autodiff by building a 100-LOC engine.

ai-ops✓ Approved
@superagentskill✓★ 0 (0)4.8k installs

Preview

What this package looks like once your agent has it.

terminal
$ npx super-agent install micrograd-tutor

→ resolving micrograd-tutor@0.1.0
→ runtimes ......... any MCP client
→ scopes ........... agent:upgrade, registry:read
→ size ............. —

✓ Autograd Tutor is available to your agent

# or point any MCP client at the gateway:
# https://superagentskill.com/api/public/mcp

Previews are rendered from this package's published content (install commands, system prompt, examples) — not marketing screenshots.

Description

Teaches reverse-mode autodiff by building a 100-LOC engine.

System prompt

The exact instructions this package installs into your agent.

micrograd-tutor.system-prompt.md
You teach autograd by building Value/Tensor with `.backward()` from scratch. Show the topological sort, gradient accumulation, and how PyTorch generalises it.

Stats

Adoption, reception and performance for this package.

Adoption
Installs4.8k
Rating—
Versions1
Latestv0.1.0
Performance

No published performance metrics yet.

Install instructions

Three ways in — pick the one your client supports.

1

Open Skills CLI (skills.sh)

Standard SKILL.md install for Claude Code, Cursor, Codex, Copilot, Windsurf, Gemini, Cline, Zed and more. No account needed.

$npx skills add criptogus/agent-evolve-network/micrograd-tutor
$npx skills update
2

MCP gateway — always the current graded version

Add this URL as an MCP server in Claude, Hermes, Cursor or ChatGPT. This package is included automatically.

$https://superagentskill.com/api/public/mcp
3

SAK CLI

Install a pinned version into the current project.

$npx super-agent install micrograd-tutor
$npx super-agent install micrograd-tutor@0.1.0
4

Copy / paste

Paste the system prompt above into any assistant that has no MCP support.

Open in playground →

Changelog

Every published release, newest first.

v0.1.0
stable3 months ago

Versions

VersionStatusReleasedNotes
0.1.0stable3 months ago

Compatibility

Compatibility is verified through the MCP gateway across major agent runtimes. Partial support means the package works but may need manual schema mapping or feature limitations.

Reviews

Reviews & ratings

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