qa-debugging SKILL.md skillA
qa-debugging from vasilyu1983/ai-agents-public is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vasilyu1983/ai-agents-public/qa-debugging@v1.5Pins v1.5 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vasilyu1983/ai-agents-public
- Path
skills/universal/qa-debugging/SKILL.md- Versions recorded
- 1
- Latest version
- v1.5, committed Oct 5, 2026
- Size
- 17,436 bytes
- Repository stars
- 101
- License
- MIT
Debugs crashes, regressions, flakes, and production bugs systematically. Use when diagnosing stack traces, logs, or profiling data; not perf tuning or incident command.
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
# QA Debugging Missing telemetry goes to `../qa-observability/SKILL.md`. For agentic failures, inspect input, prompt/version, retrieval, tool calls, output, and guardrails to find the first divergent state; coding-agent failure modes: [debugging-guide.md](../ai-coding-agents/references/debugging-guide.md). ## Quick Reference | Need | Go to | |------|-------| | Sequence, triage branch, is the cause confirmed? | `## Default Workflow`, `## Triage Tracks`, `## Evidence Bar` | | Stop guessing, capture instead of re-running, design-fix escalation, traps | `## Expert Judgment` | | Known errors, browser/E2E, production safety | `## Search the Validated Corpus First`, `## Browser / E2E Triage Loop`, `## Production and Incident Safety` | | References, templates, scripts | `## Navigation`, `## Scripts` | ## Intake - Failure signature: error, first in-your-code frame, request/trace ID, timestamp, build SHA, environment, affected user or tenant. Browser/E2E: exact repro command and artifact path. - Expected vs actual, and the smallest reliable repro (or "cannot reproduce", explicitly). - "When did this start?" and "what changed?" (deploys, flags, config, data, dependencies, …
Read the whole file at its exact version.
How to install
mdr add vasilyu1983/ai-agents-public/qa-debugging@sha256:1e9e54a7339c34e7The line at the top of this page pins the label v1.5, 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_inxzfzn5k22h4yu3)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 5, 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 (17436 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
vasilyu1983/ai-agents-public · 101 stars · license MIT · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_inxzfzn5k22h4yu3 GET https://markdownregistry.com/api/v1/resolve?ref=vasilyu1983/ai-agents-public/qa-debugging GET https://markdownregistry.com/api/v1/blob/1e9e54a7339c34e7598cc456ef7abc5394321ef02a7831e4f8f8e5974cc90e1f
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.