hyperflow-trace SKILL.md skillA

hyperflow-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.

Install it, pinned
mdr add jeremylongshore/tons-of-skills-marketplace/hyperflow-trace@git:20260602.6e9558f

Pins git:20260602.6e9558f 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/templates/antigravity/skills/hyperflow-trace/SKILL.md
Versions recorded
1
Latest version
git:20260602.6e9558f, committed Jun 2, 2026
Size
1,632 bytes
Repository stars
2,907
License
MIT

Hyperflow debugging. Use for bugs, test failures, runtime errors, broken builds, or "this doesn't work" reports — verbs like debug, "fix it", solve, "why is X failing", "Y is broken", or a pasted stack trace. Systematic root-cause analysis before any patch — never blind-patch symptoms.

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

# hyperflow-trace — root-cause phase (Antigravity single-agent)

Find the root cause before changing anything. Follow the `hyperflow` doctrine.

## Steps

1. **Reproduce / locate.** Read the error, stack trace, or failing test. Identify the exact failing line and the observed-vs-expected behavior.
2. **5 Whys.** Trace the causal chain backward — keep asking "why" until you reach the true cause, not a symptom.
3. **Hypotheses.** List the 2-4 most plausible causes. For each, state a cheap test (read a file, add a log, run one test) that confirms or rules it out. Test them — narrow to the real cause.
4. **Confirm** the root cause with evidence (a failing assertion, a value print, a reproduced path). Do not patch on a guess.
5. **Fix** the root cause minimally. Add or update a test that would have caught it (characterization test before behavior change).
6. **Verify**: re-run the failing case + the surrounding suite. Self-review the diff (L1-L3). Commit as `fix(<scope>): <root cause>` (conventional, lowercase).

## Rules

- Never blind-patch a symptom to make an error message disappear.
- No behavior change beyond the fix unless asked.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add jeremylongshore/tons-of-skills-marketplace/hyperflow-trace@sha256:31e5fc907c5772d9

The line at the top of this page pins the label git:20260602.6e9558f, 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 badge

[![mdr](https://markdownregistry.com/badge/art_axzyxqmjgd7zmpiz.svg)](https://markdownregistry.com/a/art_axzyxqmjgd7zmpiz)

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

Versions

The registry has recorded 1 version of this file, committed on Jun 2, 2026.

versioncommittedcommitsizeaudit
git:20260602.6e9558f latest2026-06-02 6e9558f 1,632 BA 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 (1632 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

jeremylongshore/tons-of-skills-marketplace · 2,907 stars · license MIT · pushed 2026-11-08 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_axzyxqmjgd7zmpiz
GET https://markdownregistry.com/api/v1/resolve?ref=jeremylongshore/tons-of-skills-marketplace/hyperflow-trace
GET https://markdownregistry.com/api/v1/blob/31e5fc907c5772d906d5b7cee1fe24ac11a918f94d84a314f2c4fe5098a73098

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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