trace SKILL.md skillA
trace from jeremylongshore/tons-of-skills-marketplace is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add jeremylongshore/tons-of-skills-marketplace/trace@v3.1.3Pins v3.1.3 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- jeremylongshore/tons-of-skills-marketplace
- Path
plugins/ai-agency/hyperflow/skills/trace/SKILL.md- Versions recorded
- 2
- Latest version
- v3.1.3, committed Jul 10, 2026
- First version recorded
- Jun 2, 2026
- Size
- 20,683 bytes
- Repository stars
- 2,897
- License
- MIT
Use when encountering bugs, test failures, runtime errors, broken builds, or "this doesn't work" reports. Systematic root-cause analysis before any patch — never blind-patches symptoms. Standalone, ends with a final-integration review of the fix. Trigger with /hyperflow:trace, "debug this", "find the root cause", "why is this failing", "this test is broken".
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
# Trace Root cause, not symptom. Never patch over a bug without understanding why it happened. All agents inherit the session model. Reviewers and Debuggers bold-labeled; Workers plain. ## Per-Step Agent Map (DOCTRINE rule 12) Every substantive step dispatches at least one Agent. Atomic steps (per DOCTRINE 12.2.8) are a single Worker → Reviewer pair with no independent angles to fan out. | Step | Status | Workers | Reviewers | Notes | |---|---|---|---|---| | 1 — Reproduce | Atomic (12.2.8) | Searcher | **Reviewer** | Runs if repro missing; single Worker→Reviewer pair | | 2 — Gather evidence | Atomic (12.2.8) | `searcher` specialist × 3 | **Reviewer** | 3 parallel Searchers → single Reviewer; one Worker-group→Reviewer pair | | 3 — Hypothesize | Atomic (12.2.8) | **`debugger` specialist** | **Reviewer** | Single Debugger (5 Whys + ranked hypotheses); may fan out Step 4 across hypotheses (rule 18) | | 4 — Verify | 2 sub-phases | Implementer × N | **Debugger** · **Reviewer** | 4a: parallel Implementers → Reviewer; 4b: Debugger re-evaluation → Reviewer | …
Read the whole file at its exact version.
How to install
mdr add jeremylongshore/tons-of-skills-marketplace/trace@sha256:cf9da11a65a11ad9The line at the top of this page pins the label v3.1.3, 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_2m3qoj2hnwslsypa)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Jun 2, 2026 and Jul 10, 2026, about one every 37 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v3.1.3 latest | 2026-07-10 | 129f920 | 20,683 B | A | view · diff |
| v3.1.2 | 2026-06-02 | 6e9558f | 20,629 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 (20683 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
jeremylongshore/tons-of-skills-marketplace · 2,897 stars · license MIT · pushed 2026-11-04 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_2m3qoj2hnwslsypa GET https://markdownregistry.com/api/v1/resolve?ref=jeremylongshore/tons-of-skills-marketplace/trace GET https://markdownregistry.com/api/v1/blob/cf9da11a65a11ad9310fb1564e00dbc373c0daff96fdb15f47391d6f18227217
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.
More from jeremylongshore/tons-of-skills-marketplace
Every file in jeremylongshore/tons-of-skills-marketplace