parallel-subagent SKILL.md skillA
parallel-subagent from ahundt/autorun is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ahundt/autorun/parallel-subagent@git:20260815.2807be5Pins git:20260815.2807be5 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ahundt/autorun
- Path
plugins/autorun/skills/parallel-subagent/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260815.2807be5, committed Aug 15, 2026
- First version recorded
- Feb 21, 2026
- Size
- 14,591 bytes
- Repository stars
- 13
- License
- a license file GitHub does not identify
Eliminate a stubborn configuration bug by testing 8-10 fundamentally different fixes in parallel instead of one at a time. Use when the root cause is ambiguous and asked to "fix this stubborn bug", "we've tried everything", "run approaches in parallel", "use parallel subagents", or "find which config actually works". Builds a minimal test harness, evaluates every approach simultaneously, identifies the winners, and explains WHY they work.
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
# Fix Stubborn Bugs Fast By Parallelizing <purpose> **Eliminate ambiguous configuration bugs in hours, not days.** Test 8-10 fundamentally different solution approaches simultaneously to discover what works and understand why. Transforms trial-and-error into systematic exploration. ## Summary **6-Step Process:** Read buggy code → Research 8-10 orthogonal approaches (document sources) → Build minimal harness → Implement all solutions → Test and identify winners → Apply fix with analysis + citations **Best for:** Configuration/integration bugs in complex subsystems where root cause is ambiguous. **Time:** 1-2 hours to build harness, saves hours/days of serial debugging. **Success factors:** Platform compatibility, realistic test data with edge cases, comprehensive logging, matching production context, academic-quality documentation with cited sources. **Research requirement:** Document all sources with URLs (GitHub issues, Stack Overflow, API docs, papers). Cite in code comments and README. **Related methodologies:** 1. Binary Search Debugging (bisecting commits) 2. Fuzzing (input space exploration) 3. Property-Based Testing (behavior space) …
Read the whole file at its exact version.
How to install
mdr add ahundt/autorun/parallel-subagent@sha256:0c6f77ce0d256c22The line at the top of this page pins the label git:20260815.2807be5, 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_l3oayekace5ngd6m)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Feb 21, 2026 and Aug 15, 2026, about one every 88 days. Its first recorded version is graded C and its latest A.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260815.2807be5 latest | 2026-08-15 | 2807be5 | 14,591 B | A | view · diff |
| git:20260804.3e5549a | 2026-08-04 | 3e5549a | 14,476 B | A | view · diff |
| git:20260221.1e885ab | 2026-02-21 | 1e885ab | 37 B | C | 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 (14591 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
ahundt/autorun · 13 stars · license a license file GitHub does not identify · pushed 2026-11-01 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_l3oayekace5ngd6m GET https://markdownregistry.com/api/v1/resolve?ref=ahundt/autorun/parallel-subagent GET https://markdownregistry.com/api/v1/blob/0c6f77ce0d256c226a20d3032e7a7ac7a92149b890c5075674f11662de9e4b92
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.