session-learning SKILL.md skillA

session-learning from rysweet/amplihack-rs is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add rysweet/amplihack-rs/session-learning@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
rysweet/amplihack-rs
Path
amplifier-bundle/skills/session-learning/SKILL.md
Versions recorded
3
Latest version
v1.0.0, committed May 16, 2026
First version recorded
Apr 5, 2026
Size
13,811 bytes
Repository stars
11
License
none declared

Cross-session learning system that extracts insights from session transcripts and injects relevant past learnings at session start. Uses simple keyword matching for relevance. Complements DISCOVERIES.md/PATTERNS.md with structured YAML storage.

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

# Session Learning Skill

## Purpose

This skill provides cross-session learning by:

1. **Extracting** learnings from session transcripts at Stop hook
2. **Storing** learnings in structured YAML format (`~/.amplihack/.claude/data/learnings/`)
3. **Injecting** relevant past learnings at SessionStart based on task similarity
4. **Managing** learnings via `/amplihack:learnings` capability

## Design Philosophy

**Ruthlessly Simple Approach:**

- One YAML file per learning category (not per session)
- Simple keyword matching for relevance (no complex ML)
- Complements existing DISCOVERIES.md/PATTERNS.md - doesn't replace them
- Fail-safe: Never blocks session start or stop

## Learning Categories

Learnings are stored in five categories:

| Category         | File                | Purpose                              |
| ---------------- | ------------------- | ------------------------------------ |
| **errors**       | `errors.yaml`       | Error patterns and their solutions   |
| **workflows**    | `workflows.yaml`    | Workflow insights and shortcuts      |
| **tools**        | `tools.yaml`        | Tool usage patterns and gotchas      |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add rysweet/amplihack-rs/session-learning@sha256:12a6c85e7faaa845

The line at the top of this page pins the label v1.0.0, 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_o5mnydtf25u5hzqn.svg)](https://markdownregistry.com/a/art_o5mnydtf25u5hzqn)

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

Versions

The registry has recorded 3 versions of this file, between Apr 5, 2026 and May 16, 2026, about one every 21 days.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-05-16 6626bc8 13,811 BA view · diff
v1.0.02026-05-12 885c12b 16,338 BA view · diff
v1.0.02026-04-05 b840a93 15,870 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 (13811 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

rysweet/amplihack-rs · 11 stars · license none declared · pushed 2026-10-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_o5mnydtf25u5hzqn
GET https://markdownregistry.com/api/v1/resolve?ref=rysweet/amplihack-rs/session-learning
GET https://markdownregistry.com/api/v1/blob/12a6c85e7faaa845ea712514614bd9129a006aed9040dde3509e0138048eb2e3

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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