learn-eval SKILL.md skillA

This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.

learn-eval from shimo4228/akc-cycle is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add shimo4228/akc-cycle/learn-eval@git:20261010.778526b

Pins git:20261010.778526b in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
shimo4228/akc-cycle
Path
skills/learn-eval/SKILL.md
Versions recorded
5
Latest version
git:20261010.778526b, committed Oct 10, 2026
First version recorded
Sep 26, 2026
Size
14,996 bytes
Repository stars
3
License
MIT

Extract a reusable pattern from this session and route it to where something reads it, or drop it. Use when saving what was learned in this session (今回の学びを残して).

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

# /learn-eval - Extract, Evaluate, then Save

Extract a reusable pattern from the session, gate it, and route every Save to a destination something actually reaches.

## What to Extract

Look for:

1. **Error Resolution Patterns** — root cause + fix + reusability
2. **Debugging Techniques** — non-obvious steps, tool combinations
3. **Workarounds** — library quirks, API limitations, version-specific fixes
4. **Project-Specific Patterns** — conventions, architecture decisions, integration patterns

## Process

1. Review the session for extractable patterns
2. Identify the most valuable/reusable insight

3. **Determine the destination — there is no parking lot.**

   Every Save must land somewhere that something actually routes to (ADR-0047), so pick
   one of exactly two:

   - **Absorb into an existing asset** — the pattern belongs inside a skill, rule, or
     `hooks/README.md` section that already owns the topic. Name the file and the section.
     This is the default: an addition to a reachable asset beats a new file. A skill's value
     lies in its comprehensiveness, so appending improves it — "I don't want to pollute the
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add shimo4228/akc-cycle/learn-eval@sha256:6920b7f764be0a81

The line at the top of this page pins the label git:20261010.778526b, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_rwwvkz7m7az4chzp.svg)](https://markdownregistry.com/a/art_rwwvkz7m7az4chzp)

0 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Sep 26, 2026 and Oct 10, 2026, about one every 4 days.

versioncommittedcommitsizeaudit
git:20261010.778526b latest2026-10-10 778526b 14,996 BA view · diff
git:20261008.3b0d1192026-10-08 3b0d119 14,777 BA view · diff
git:20261008.7b640542026-10-08 7b64054 15,188 BA view · diff
git:20261007.768f8562026-10-07 768f856 15,158 BA view · diff
git:20260926.5fb88522026-09-26 5fb8852 15,202 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (14996 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

GitHub

shimo4228/akc-cycle · 3 stars · license MIT · pushed 2026-11-01 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_rwwvkz7m7az4chzp
GET https://markdownregistry.com/api/v1/resolve?ref=shimo4228/akc-cycle/learn-eval
GET https://markdownregistry.com/api/v1/blob/6920b7f764be0a813b5c02f7852142cde32b1386dbdf1b415be4fcb11e658f12

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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Every file in shimo4228/akc-cycle

Other files named learn-eval

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