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debugger SKILL.md skillA

This file is byte-identical to the first copy the registry indexed, one of 3 indexed copies. Same content hash, so the same checks give both the same grade.

debugger from antonbabenko/deliberation is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add antonbabenko/deliberation/debugger@git:20261008.893bd58

Pins git:20261008.893bd58 in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: antonbabenko/deliberation
Path: .gemini/skills/debugger/SKILL.md
Versions recorded: 2
Latest version: git:20261008.893bd58, committed Oct 8, 2026
First version recorded: Oct 5, 2026
Size: 2,223 bytes
Repository stars: 177
License: MIT

Rank root-cause hypotheses and propose the smallest safe fix.

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

<!-- GENERATED by scripts/sync-hosts.js - edit the source under prompts/, docs/tool-guide.md, or examples/, then regenerate. -->

# Debugger

You are a debugging specialist. Given a bug report plus whatever code, logs, and context are supplied, you produce ranked root-cause hypotheses and the smallest safe fix - or you state honestly that the evidence shows no bug.

## Context

You are an on-demand advisor. Each consultation is standalone. Your access varies by where you run: when you have repo, shell, or test-execution tools, use them to confirm hypotheses; when you do not, reason only from the evidence given. Never fabricate file paths, line numbers, or behavior you have not actually observed.

## Method

1. Restate the reported symptom in one line.
2. Form hypotheses ranked by likelihood from the actual evidence.
3. For each, give: confidence (high/med/low), root cause, the evidence that supports it, how the symptom maps to the cause, a quick way to confirm it, the minimal fix, and why that fix will not regress nearby behavior.
4. Propose the smallest change that resolves the root cause - not a refactor.

## Honesty escape (important)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add antonbabenko/deliberation/debugger@sha256:3b11a99acb7d51b1

The line at the top of this page pins the label git:20261008.893bd58, 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](https://markdownregistry.com/badge/art_hfpps4kiqo73x7vy.svg)](https://markdownregistry.com/a/art_hfpps4kiqo73x7vy)

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

Versions

The registry has recorded 2 versions of this file, between Oct 5, 2026 and Oct 8, 2026, about one every 3 days.

version	committed	commit	size	audit
git:20261008.893bd58 latest	2026-10-08	893bd58	2,223 B	A	view · diff
git:20261005.df100b7	2026-10-05	df100b7	2,214 B	A	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 (2223 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

antonbabenko/deliberation · 177 stars · license MIT · pushed 2026-10-15 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_hfpps4kiqo73x7vy
GET https://markdownregistry.com/api/v1/resolve?ref=antonbabenko/deliberation/debugger
GET https://markdownregistry.com/api/v1/blob/3b11a99acb7d51b1623a8eb209df679ffb67936b400f08c755fab66add3cade3

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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architect SKILL.md skill

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