knowledge-extractor SKILL.md skillA

knowledge-extractor 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/knowledge-extractor@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
docs/claude/skills/knowledge-extractor/SKILL.md
Versions recorded
2
Latest version
v1.0.0, committed May 16, 2026
First version recorded
May 4, 2026
Size
17,071 bytes
Repository stars
11
License
none declared

Extracts key learnings from conversations, debugging sessions, and failed attempts. Use at session end or after solving complex problems to capture insights. Stores discoveries in memory (via amplihack.memory.discoveries), suggests PATTERNS.md updates, and recommends new agent creation. Ensures knowledge persists across sessions via Kuzu memory backend.

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

# Knowledge Extractor Skill

## Purpose

This skill automatically extracts, synthesizes, and preserves knowledge from conversations, debugging sessions, failed attempts, and solved problems. It converts ephemeral interactions into persistent organizational knowledge that improves future performance.

## When to Use This Skill

- **Session End Analysis**: Extract learnings before session context is lost
- **After Complex Debugging**: Capture root causes and solutions while fresh
- **Following Failed Attempts**: Document what didn't work and why
- **Successful Problem Solving**: Preserve solutions for future reuse
- **New Pattern Discovery**: Identify patterns that should be documented
- **Repeated Workflows**: Recognize when to create new specialized agents
- **Cross-Session Learning**: Build organizational memory from individual sessions

## Core Philosophy: Knowledge Preservation

**Session Context**: Ephemeral conversation context that will be lost without active preservation
**Persistent Knowledge**: Structured learnings that improve future performance
**Pattern Recognition**: Identifying when solutions are repeated and should be automated
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add rysweet/amplihack-rs/knowledge-extractor@sha256:0a1631786d516b0d

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_duhoh4h3i2dhcezw.svg)](https://markdownregistry.com/a/art_duhoh4h3i2dhcezw)

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

Versions

The registry has recorded 2 versions of this file, between May 4, 2026 and May 16, 2026, about one every 11 days.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-05-16 6626bc8 17,071 BA view · diff
v1.0.02026-05-04 b7ad1ff 17,078 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 (17071 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_duhoh4h3i2dhcezw
GET https://markdownregistry.com/api/v1/resolve?ref=rysweet/amplihack-rs/knowledge-extractor
GET https://markdownregistry.com/api/v1/blob/0a1631786d516b0dd52d6835df1f1ca76c9f15cda457075fe2e9abf82c8b92ed

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 rysweet/amplihack-rs

Other files named knowledge-extractor

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v1.0.0 · audit A · 11 stars

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