amey-thakur/ai-skills · skills/ai-coding-tools/agent-debugging-workflow/SKILL.md

agent-debugging-workflow skillA

agent-debugging-workflow is agent-read markdown (skill) from amey-thakur/ai-skills: Work with an agent on a bug by supplying evidence and letting it form hypotheses, rather than asking it to guess from a description. Use when debugging with an agent's help..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add amey-thakur/ai-skills/agent-debugging-workflow@git:20260728.fac4544
Exact content
mdr add amey-thakur/ai-skills/agent-debugging-workflow@sha256:afc305e3fc9d6d26

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_wmkzzar6du7pt53l.svg)](https://markdownregistry.com/a/art_wmkzzar6du7pt53l)

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Versions

versioncommittedcommitsizeaudit
git:20260728.fac4544 latest2026-07-28 fac4544 1,809 BA view · diff
git:20260728.819a3932026-07-28 819a393 1,809 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (1809 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

amey-thakur/ai-skills · 7 stars · license MIT · pushed 2026-09-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_wmkzzar6du7pt53l
GET https://markdownregistry.com/api/v1/resolve?ref=amey-thakur/ai-skills/agent-debugging-workflow
GET https://markdownregistry.com/api/v1/blob/afc305e3fc9d6d26f0bf05dff16618a3a883b59560999a5d9ce8767f7720a02a

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.