debug-memory SKILL.md skillA

debug-memory from jmagly/aiwg is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add jmagly/aiwg/debug-memory@git:20261028.1b612a5

Pins git:20261028.1b612a5 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
jmagly/aiwg
Path
agentic/code/addons/agent-loop/skills/debug-memory/SKILL.md
Versions recorded
4
Latest version
git:20261028.1b612a5, committed Oct 28, 2026
First version recorded
Apr 4, 2026
Size
2,396 bytes
Repository stars
228
License
MIT

Query and manage the executable feedback debug memory.

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

# Debug Memory Command

Query, analyze, and manage the debug memory from executable feedback loops.

## HITL authorization checkpoints

Before any confirmation below, read and apply
[agent-loop authorization checkpoints](../../docs/hitl-authorization.md).
Call `aiwg config authorization check --action-file "$ACTION_FILE" --target "$TARGET_REPO"`
for host-classified effects. Only `auto-authorized` with a signed receipt skips
that workflow prompt; retain existing prompts/refusals otherwise. Platform
prompts are never bypassed. Limits, regression and threat overrides still require review.

## Instructions

Manage the debug memory stored in `.aiwg/ralph/debug-memory/`:

### Subcommand: query

Search debug memory for relevant past execution sessions.

1. Search `.aiwg/ralph/debug-memory/sessions/` for matching entries
2. Match by file path, error type, test name, or keyword
3. Display relevant sessions with fix attempts and outcomes
4. Highlight reusable patterns

### Subcommand: patterns

Display learned patterns from past debug sessions.

1. Load `.aiwg/ralph/debug-memory/patterns/learned-patterns.yaml`
2. Show pattern frequency, success rate, and applicability
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add jmagly/aiwg/debug-memory@sha256:342e919c7c3c2360

The line at the top of this page pins the label git:20261028.1b612a5, 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_uy3bjr4tuajlsush.svg)](https://markdownregistry.com/a/art_uy3bjr4tuajlsush)

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

Versions

The registry has recorded 4 versions of this file, between Apr 4, 2026 and Oct 28, 2026, about one every 69 days.

versioncommittedcommitsizeaudit
git:20261028.1b612a5 latest2026-10-28 1b612a5 2,396 BA view · diff
git:20260913.7be8bcf2026-09-13 7be8bcf 1,903 BA view · diff
git:20260404.f8108b92026-04-04 f8108b9 1,893 BA view · diff
git:20260404.7958dcc2026-04-04 7958dcc 1,877 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 (2396 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

jmagly/aiwg · 228 stars · license MIT · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_uy3bjr4tuajlsush
GET https://markdownregistry.com/api/v1/resolve?ref=jmagly/aiwg/debug-memory
GET https://markdownregistry.com/api/v1/blob/342e919c7c3c2360e27ab0460174255e4a07c8eeb91eb5cfef7f41b1dadb3345

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 jmagly/aiwg

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