debugger SKILL.md skillA
debugger from claude-world/director-mode-lite is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add claude-world/director-mode-lite/debugger@git:20260831.099306aPins git:20260831.099306a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- claude-world/director-mode-lite
- Path
skills/debugger/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260831.099306a, committed Aug 31, 2026
- First version recorded
- Jan 16, 2026
- Size
- 3,591 bytes
- Repository stars
- 80
- License
- MIT
Systematic debugging method: 5-step root-cause analysis (capture, isolate, hypothesize, investigate, fix & verify) plus common bug-pattern reference. Use when errors, exceptions, test failures, or unexpected behavior appear. Loaded automatically by the debugger agent.
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
# Debugger Skill > **Director Mode Lite** - Debugging Specialist --- ## 5-Step Root-Cause Method ``` 1. CAPTURE → Collect the full error, reproduce, define expected vs actual 2. ISOLATE → Narrow to the smallest failing case 3. HYPOTHESIZE → List and rank likely causes 4. INVESTIGATE → Test hypotheses, inspect state 5. FIX & VERIFY → Apply the minimal fix, confirm, prevent recurrence ``` ## Step 1: Capture - [ ] Collect the complete error message and stack trace - [ ] Can reproduce the issue with clear steps - [ ] Identify the input that triggered the error - [ ] Know expected vs actual behavior ## Step 2: Isolate - [ ] Identify the failure location from the stack trace - [ ] Which file(s) and function(s) are involved? - [ ] When did it start? (`git bisect`, `git log`) - [ ] Narrow down to the smallest reproducible case ## Step 3: Hypothesize - [ ] List possible causes based on evidence - [ ] Rank hypotheses by likelihood - [ ] Design a test to confirm or eliminate each ## Step 4: Investigate - Analyze error messages and logs carefully - Add strategic debug logging; inspect variable state at key points …
Read the whole file at its exact version.
How to install
mdr add claude-world/director-mode-lite/debugger@sha256:09f3f50a8faf4074The line at the top of this page pins the label git:20260831.099306a, 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.
[](https://markdownregistry.com/a/art_j5rr7xzmuyv2ti6k)
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Versions
The registry has recorded 4 versions of this file, between Jan 16, 2026 and Aug 31, 2026, about one every 76 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260831.099306a latest | 2026-08-31 | 099306a | 3,591 B | A | view · diff |
| git:20260706.14c5553 | 2026-07-06 | 14c5553 | 3,651 B | A | view · diff |
| git:20260116.9a229c0 | 2026-01-16 | 9a229c0 | 2,331 B | A | view · diff |
| git:20260116.d89779c | 2026-01-16 | d89779c | 2,352 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (3591 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
claude-world/director-mode-lite · 80 stars · license MIT · pushed 2026-10-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_j5rr7xzmuyv2ti6k GET https://markdownregistry.com/api/v1/resolve?ref=claude-world/director-mode-lite/debugger GET https://markdownregistry.com/api/v1/blob/09f3f50a8faf407477008538a2207a8ff67f889ab060f0491d448ff7228b3557
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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