bug-hunt-swarm SKILL.md skillA

bug-hunt-swarm from hoatv2211/gamestudio-codexkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add hoatv2211/gamestudio-codexkit/bug-hunt-swarm@v0.1.0

Pins v0.1.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
hoatv2211/gamestudio-codexkit
Path
skills/bug-hunt-swarm/SKILL.md
Versions recorded
2
Latest version
v0.1.0, committed Aug 18, 2026
First version recorded
Aug 8, 2026
Size
3,753 bytes
Repository stars
4
License
MIT

Use when an unknown crash, intermittent failure, or cross-subsystem bug needs parallel read-only reproduction lanes, ranked hypotheses, suspect paths, and an integrator root-cause plan.

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

# Bug Hunt Swarm

## Overview
Explore an unknown failure through independent read-only hypotheses, then converge on the smallest discriminating reproduction or instrumentation plan.

## When to use
Use for intermittent crashes, unclear subsystem ownership, multi-service failures, race conditions, protocol mismatches, or symptoms with several plausible root causes.

## When NOT to use
Do not use for reviewing an already known patch, implementing fixes, or parallel lanes that would need to mutate the same environment.

## Required inputs and context discovery
Collect symptom, expected behavior, frequency, environment, timeline, known-good snapshot, logs, subsystem map, active processes, safe read-only commands, and integrator owner.

## Safety and risk level
Lanes are read-only. They may propose instrumentation but cannot patch files, start or stop services, change databases, or modify shared fixtures.

## Workflow
1. Freeze one symptom statement and shared evidence packet.
   Completion criterion: all lanes investigate the same observable failure.
2. Assign disjoint hypotheses such as data, timing, config, protocol, rendering, or environment.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add hoatv2211/gamestudio-codexkit/bug-hunt-swarm@sha256:e89c667418531b01

The line at the top of this page pins the label v0.1.0, 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_f3vnakod55clfyri.svg)](https://markdownregistry.com/a/art_f3vnakod55clfyri)

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

Versions

The registry has recorded 2 versions of this file, between Aug 8, 2026 and Aug 18, 2026, about one every 10 days.

versioncommittedcommitsizeaudit
v0.1.0 latest2026-08-18 b0251a3 3,753 BA view · diff
v0.1.02026-08-08 d181738 3,761 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 (3753 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

hoatv2211/gamestudio-codexkit · 4 stars · license MIT · pushed 2026-09-17 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_f3vnakod55clfyri
GET https://markdownregistry.com/api/v1/resolve?ref=hoatv2211/gamestudio-codexkit/bug-hunt-swarm
GET https://markdownregistry.com/api/v1/blob/e89c667418531b01093b1c029828e1095c7e579d711e825be581694bb80f9fe7

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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Every file in hoatv2211/gamestudio-codexkit

Other files named bug-hunt-swarm

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