thorough-bug-review SKILL.md skillA
thorough-bug-review from stoyan-stoyanov/wavefunction is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add stoyan-stoyanov/wavefunction/thorough-bug-review@git:20261027.de86d54Pins git:20261027.de86d54 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- stoyan-stoyanov/wavefunction
- Path
skills/thorough-bug-review/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261027.de86d54, committed Oct 27, 2026
- Size
- 4,871 bytes
- Repository stars
- 20
- License
- MIT
Review every major system in a repository for concrete bugs, reproduce each candidate, and report only confirmed findings with root cause, reproduction, proposed fix, and fix verification. Use for a thorough repository bug review.
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
# Thorough bug review Produce a bug report covering every major system in the requested repository. Focus on incorrect behavior and regressions, rather than style preferences or speculative improvements. Review the current implementation, including relevant uncommitted changes, unless the user specifies a revision or narrower scope. ## Review the systems Read repository instructions and architecture documentation, then map the major systems from the implementation and its entry points. Track each system's review status so none is silently skipped. Follow the important workflows through callers, state/storage, async boundaries, external integrations, and user-visible results. Inspect relevant tests as supporting evidence; do not assume passing tests prove a workflow is correct. For each candidate bug, record privately: - What is wrong, its concrete trigger, expected behavior, actual behavior, and impact. - The root cause and responsible file/line locations, traced through the affected workflow. - A minimal reproduction with prerequisites, inputs, commands or UI steps, and an observable failure. - A proposed fix that addresses the cause and preserves surrounding behavior. …
Read the whole file at its exact version.
How to install
mdr add stoyan-stoyanov/wavefunction/thorough-bug-review@sha256:9d76c8312e94c08cThe line at the top of this page pins the label git:20261027.de86d54, 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_wg6qqxmsy5iqzuwn)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 27, 2026.
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 (4871 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
stoyan-stoyanov/wavefunction · 20 stars · license MIT · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_wg6qqxmsy5iqzuwn GET https://markdownregistry.com/api/v1/resolve?ref=stoyan-stoyanov/wavefunction/thorough-bug-review GET https://markdownregistry.com/api/v1/blob/9d76c8312e94c08caf8a3c3418da5ac3eab0ecfc7d9b04095e39f8e4c186d774
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.