34 instruction files for AI agents, collected from cluster1900/ai-engineering-from-scratch-zh. Install any of them at an exact version with mdr add cluster1900/ai-engineering-from-scratch-zh/<name>.
build-project SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · .claude/skills/build-project/SKILL.md · Hands-on project tutor for the AI Engineering from Scratch Projects section. Guides a learner through one stage of a…
v1.0.0 · audit A · 14 stars
check-understanding SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · .claude/skills/check-understanding/SKILL.md · Phase quiz for AI Engineering from Scratch. Trigger with "quiz me", "test phase", "check my understanding", "do I know…
v1.0.0 · audit A · 14 stars
claude-certification SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · .claude/skills/claude-certification/SKILL.md · AI-native tutor and onboarding workflow for the four independent Claude certification tracks in AI Engineering from…
git:20261008.71f5604 · audit A · 14 stars
course-guide SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · .claude/skills/course-guide/SKILL.md · Topic router for the AI Engineering from Scratch curriculum. Give it a topic, a question, or a bug you are fighting…
v1.0.0 · audit A · 14 stars
find-your-level SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · .claude/skills/find-your-level/SKILL.md · Interactive quiz that maps your AI/ML knowledge to a starting point in the 542-lesson, 20-phase AI Engineering from…
v1.0.0 · audit A · 14 stars
learn-agent-skills SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · .claude/skills/learn-agent-skills/SKILL.md · Focused interactive tutor for the Agent Skills Engineering path in AI Engineering from Scratch. Start or resume this…
git:20261008.71f5604 · audit A · 14 stars
learn-mcp SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · .claude/skills/learn-mcp/SKILL.md · Focused interactive tutor for the Model Context Protocol (MCP) path in AI Engineering from Scratch. Start or resume…
git:20261008.71f5604 · audit A · 14 stars
learn SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · .claude/skills/learn/SKILL.md · Interactive lesson tutor for the AI Engineering from Scratch curriculum. Reads LEARNING.md, fetches the next lesson…
v1.0.0 · audit A · 14 stars
mcpa-certification SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · .claude/skills/mcpa-certification/SKILL.md · AI-native tutor and onboarding workflow for the MCPA (Model Context Protocol Associate) certification in AI Engineering…
git:20261008.71f5604 · audit A · 14 stars
start-learning SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · .claude/skills/start-learning/SKILL.md · One-time onboarding for the AI Engineering from Scratch curriculum (542 lessons, 20 phases). Interviews the learner…
v1.0.0 · audit A · 14 stars
AGENTS.md AGENTS.md file
cluster1900/ai-engineering-from-scratch-zh · AGENTS.md
git:20261018.f96698e · audit A · 14 stars
migration-review SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · certifications/claude/lessons/19-claude-code-memory-rules-skills-and-ci/outputs/migration-review-skill/SKILL.md · Review database migration files when a change adds or modifies paths under migrations/. Use it before merge to collect…
git:20261008.c74aa9d · audit A · 14 stars
skill-contract-reviewer SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · phases/13-tools-and-protocols/22-skills-and-agent-sdks/outputs/skill-contract-reviewer/SKILL.md · Validate an Agent Skill package and choose the right instruction, capability, or lifecycle primitive before…
git:20261018.a719150 · audit A · 14 stars
skill-catalog-builder SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · phases/13-tools-and-protocols/24-skill-discovery-and-progressive-disclosure/outputs/skill-catalog-builder/SKILL.md · Build a bounded Agent Skill catalog across explicit discovery scopes and report collisions before loading instruction…
git:20261018.7f40741 · audit A · 14 stars
skill-invocation-router SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · phases/13-tools-and-protocols/25-skill-invocation-and-routing/outputs/skill-invocation-router/SKILL.md · Design and test explicit human, implicit model or agent, programmatic application, bounded skill-composition, and…
git:20261018.8261244 · audit A · 14 stars
skill-safety-reviewer SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · phases/13-tools-and-protocols/26-skill-permissions-sandboxes-and-trust/outputs/skill-safety-reviewer/SKILL.md · Review a skill-requested filesystem, command, network, secret, or destructive action against an explicit sandbox policy…
git:20261018.f5cb898 · audit A · 14 stars
skill-release-gate SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · phases/13-tools-and-protocols/27-skill-evals-packaging-and-portability/outputs/skill-release-gate/SKILL.md · Evaluate an Agent Skill bundle for structural integrity, trigger quality, artifact improvement, script correctness…
git:20261018.7ee8de7 · audit A · 14 stars
git:20260524.2c68ec2 · audit A · 14 stars
check-tests SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · projects/skill-router/examples/skills/check-tests/SKILL.md · Run the local test evidence check
git:20261008.c74aa9d · audit B · 14 stars
release-publish SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · projects/skill-router/examples/skills/release-publish/SKILL.md · Publish an approved Orchard release
git:20261008.c74aa9d · audit B · 14 stars
release-review SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · projects/skill-router/examples/skills/release-review/SKILL.md · Review Orchard deployment manifests
git:20261008.c74aa9d · audit B · 14 stars
orchard-review SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · projects/skill-scanner/examples/benign/SKILL.md · Review a release proposal
git:20261008.c74aa9d · audit B · 14 stars
orchard-review SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · projects/skill-scanner/examples/reviewable/SKILL.md · Review a release proposal
git:20261008.c74aa9d · audit F · 14 stars
orchard-release SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · projects/skill-validator/examples/orchard-release/SKILL.md · Check deployment evidence and recovery conditions.
git:20261008.c74aa9d · audit B · 14 stars
build-project SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · skills/build-project/SKILL.md · Hands-on project tutor for the AI Engineering from Scratch Projects section. Guides a learner through one stage of a…
v1.0.0 · audit A · 14 stars
check-understanding SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · skills/check-understanding/SKILL.md · Phase quiz for AI Engineering from Scratch. Trigger with "quiz me", "test phase", "check my understanding", "do I know…
v1.0.0 · audit A · 14 stars
claude-certification SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · skills/claude-certification/SKILL.md · AI-native tutor and onboarding workflow for the four independent Claude certification tracks in AI Engineering from…
git:20261008.71f5604 · audit A · 14 stars
course-guide SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · skills/course-guide/SKILL.md · Topic router for the AI Engineering from Scratch curriculum. Give it a topic, a question, or a bug you are fighting…
v1.0.0 · audit A · 14 stars
find-your-level SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · skills/find-your-level/SKILL.md · Interactive quiz that maps your AI/ML knowledge to a starting point in the 542-lesson, 20-phase AI Engineering from…
v1.0.0 · audit A · 14 stars
learn-agent-skills SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · skills/learn-agent-skills/SKILL.md · Focused interactive tutor for the Agent Skills Engineering path in AI Engineering from Scratch. Start or resume this…
git:20261008.71f5604 · audit A · 14 stars
learn-mcp SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · skills/learn-mcp/SKILL.md · Focused interactive tutor for the Model Context Protocol (MCP) path in AI Engineering from Scratch. Start or resume…
git:20261008.71f5604 · audit A · 14 stars
learn SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · skills/learn/SKILL.md · Interactive lesson tutor for the AI Engineering from Scratch curriculum. Reads LEARNING.md, fetches the next lesson…
v1.0.0 · audit A · 14 stars
mcpa-certification SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · skills/mcpa-certification/SKILL.md · AI-native tutor and onboarding workflow for the MCPA (Model Context Protocol Associate) certification in AI Engineering…
git:20261008.71f5604 · audit A · 14 stars
start-learning SKILL.md skill
cluster1900/ai-engineering-from-scratch-zh · skills/start-learning/SKILL.md · One-time onboarding for the AI Engineering from Scratch curriculum (542 lessons, 20 phases). Interviews the learner…
v1.0.0 · audit A · 14 stars