find-bugs SKILL.md skillA
find-bugs from skillmds/skillmd is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add skillmds/skillmd/find-bugs@git:20260919.fecc0d5Pins git:20260919.fecc0d5 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- skillmds/skillmd
- Path
plugins/code-security-review-pipeline/skills/find-bugs/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260919.fecc0d5, committed Sep 19, 2026
- Size
- 3,464 bytes
- Repository stars
- 250
- License
- MIT
Find bugs, security vulnerabilities, and code quality issues in local branch changes. Use when asked to review changes, find bugs, security review, or audit code on the current branch.
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
# Find Bugs Review changes on this branch for bugs, security vulnerabilities, and code quality issues. ## When to Use - You need a review focused on bugs, security issues, or risky code changes. - The task involves auditing the current branch diff rather than implementing new behavior. - You want a structured review process with checklist-driven verification against changed files. ## Phase 1: Complete Input Gathering 1. Get the FULL diff: `git diff $(gh repo view --json defaultBranchRef --jq '.defaultBranchRef.name')...HEAD` 2. If output is truncated, read each changed file individually until you have seen every changed line 3. List all files modified in this branch before proceeding ## Phase 2: Attack Surface Mapping For each changed file, identify and list: * All user inputs (request params, headers, body, URL components) * All database queries * All authentication/authorization checks * All session/state operations * All external calls * All cryptographic operations ## Phase 3: Security Checklist (check EVERY item for EVERY file) * [ ] **Injection**: SQL, command, template, header injection * [ ] **XSS**: All outputs in templates properly escaped? …
Read the whole file at its exact version.
How to install
mdr add skillmds/skillmd/find-bugs@sha256:3f7898fd34ce6beaThe line at the top of this page pins the label git:20260919.fecc0d5, 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_k47ivt7dgvdeqdep)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 19, 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 (3464 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
skillmds/skillmd · 250 stars · license MIT · pushed 2026-10-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_k47ivt7dgvdeqdep GET https://markdownregistry.com/api/v1/resolve?ref=skillmds/skillmd/find-bugs GET https://markdownregistry.com/api/v1/blob/3f7898fd34ce6bea5546d5ae6b5cbfff6d4839d6afef26e6d688b66e2ad6e304
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.