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v2 · 28 concepts · templates · by @korpus

Agent Skills Template: One Skill for Every AI Assistant

Bundle is the new skill: agent skills as one shared bundle, so every AI assistant uses the same code review rules and remembers each correction.

  • agent-skills
  • agent-skills-template
  • skill-md
  • code-review
  • code-review-skill
  • skills-vs-mcp
  • share-ai-skills
  • mcp
  • ai-memory
  • ai-agents
Use template Free. Sign in or sign up on the way.

How it works

What you get

  • skill/ — the trigger (when-to-use), the same skill as one SKILL.md (original-skill-md), and a mapping of which part went where.
  • steps/ and rules/ — five review steps and seven rules (correctness, security, tests, readability, performance, API changes, dependencies), tagged by language and area so your agent loads only the ones a diff needs.
  • learnings/, examples/, output/, setup/ — human corrections that changed a rule, a good and a bad review, one review format, and a ten-line pointer skill. Every concept links to the ones it uses.

Start in 3 steps

  1. Click Use template. The bundle is yours.
  2. Connect your AI assistant over MCP — Claude, ChatGPT, Cursor or any MCP client. One copy, every tool.
  3. Paste a diff and say: “Review this diff with the code review skill in this bundle.”

How it grows When you correct a review, your agent writes a learning, links it to the rule and updates the rule. The log keeps who changed what and why, so next week’s review in another assistant already knows. Add a second skill (release notes, onboarding) in the same layout.

Does this replace skills? No. Keep a ten-line pointer skill so your assistant still knows when to start; the knowledge moves to one shared bundle. A bundle runs no code: scripts are code blocks your agent runs in its own environment. The rules are a checklist, not a security audit.

About this example. This template is a starting point, not a finished reference. Its content shows how the structure works; the repo and people in it are fictional. Replace it with your own rules, and check anything that matters against a current source or a qualified professional.

Use template, connect your assistant, and ask the first prompt — it takes two minutes.

What you get

A bundle of 28 concepts, copied into your account. Changes are yours alone; the publisher never sees them.

Every concept in it28 paths · show
  • AGENTS
  • README
checklists/
  • before-approve
examples/
  • good-review
  • nitpick-review
learnings/
  • L-001
  • L-002
  • L-003
output/
  • review-format
  • severity-labels
rules/
  • api-changes
  • correctness
  • dependencies
  • performance
  • readability
  • security
  • tests
scripts/
  • diff-stats
setup/
  • connect-any-assistant
  • pointer-skill
skill/
  • mapping
  • original-skill-md
  • when-to-use
steps/
  • 01-scope-the-change
  • 02-read-the-diff
  • 03-check-the-rules
  • 04-write-the-review
  • 05-record-learnings

Example prompts

What to ask your agent once the template is yours.6 prompts · show
  • Review this diff with the code review skill in this bundle.
  • Which rules did you apply to that review, and which did you skip and why?
  • We never allow raw SQL in handlers — add that as a rule and remember it.
  • Turn my existing SKILL.md into concepts in this bundle, same layout as the code review skill.
  • Add a second skill for release notes, same structure as code review.
  • What changed in our review rules this month, and why?

Screenshots

How it looks in use.4 screenshots · show
Agent skills template in Korpus: a code review skill as folders — skill, steps, rules, learnings, examples, output, setup — instead of one SKILL.md fileAgent skills template in Korpus: a code review skill as folders — skill, steps, rules, learnings, examples, output, setup — instead of one SKILL.md file
Agent skills template in Korpus: a code review skill as folders — skill, steps, rules, learnings, examples, output, setup — instead of one SKILL.md file
Mapping table: each part of a SKILL.md (name, description, steps, rules, scripts, templates) linked to the bundle concept that now holds itMapping table: each part of a SKILL.md (name, description, steps, rules, scripts, templates) linked to the bundle concept that now holds it
Mapping table: each part of a SKILL.md (name, description, steps, rules, scripts, templates) linked to the bundle concept that now holds it
Code review rule for security basics, tagged by language and area, linking the learning from human feedback that changed itCode review rule for security basics, tagged by language and area, linking the learning from human feedback that changed it
Code review rule for security basics, tagged by language and area, linking the learning from human feedback that changed it
Learning from human feedback: the review rated string-built SQL Minor, the human said Blocker, and the agent changed the security ruleLearning from human feedback: the review rated string-built SQL Minor, the human said Blocker, and the agent changed the security rule
Learning from human feedback: the review rated string-built SQL Minor, the human said Blocker, and the agent changed the security rule

Make it yours

One click after sign-in, and your agents can start working in it.

Use template