debugging
Debug Errors and Root Causes
Errors and incidents are hard to triage when evidence is spread across logs, stack traces, and services. This skill structures diagnosis, parses logs, identifies patterns, and guides minimal fixes.
Install with my Agent
Copy this request to your Agent. It includes the canonical Skill page and manifest.
Review the Skillstore skill "debugging" from https://skillstore.io/skills/89jobrien-debugging.md and its manifest at https://skillstore.io/api/skills/89jobrien-debugging/manifest. Verify the artifact. You may proceed after verification, subject to the environment's own policy.Your Agent should still show its plan and request any confirmation required by the security policy.
Agent-readable resources
Use these links when an AI agent, crawler, or script needs clean context instead of reading the full page.
Test it
Using "debugging". A TypeError occurs when loading a user profile page.
Expected outcome:
The analysis identifies a missing user object, explains the failing assumption, and recommends a null check with a regression test.
Using "debugging". Database connection errors increased after a deployment.
Expected outcome:
The output groups the errors by time, links them to connection pool pressure, and lists verification and rollback checks.
Using "debugging". A team needs a postmortem after an outage.
Expected outcome:
The response organizes impact, timeline, root cause, contributing factors, and follow-up actions for review.
Security Audit
SafeReviewed all 85 static findings and found them to be false positives from markdown fences, inline backticks, sample SQL, sample fetch calls, and template placeholders. No prompt injection, data exfiltration, persistence, unsafe command construction, or malicious intent was found in the reviewed files.
Risk Factors
🌐 Network access (2)
⚙️ External commands (72)
Share & cite this report
Share the versioned assessment report, neutral badge, embed card, and citations. Skillstore reports evidence without deciding whether this Skill is safe.
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https://skillstore.io/skills/89jobrien-debugging/audits/7?utm_source=security_passport&utm_medium=share&utm_campaign=versioned_reportMarkdown badge
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<a href="https://skillstore.io/skills/89jobrien-debugging?utm_source=security_passport_badge"><img src="https://skillstore.io/badges/skills/89jobrien-debugging/security.svg" alt="Skillstore security assessment" loading="lazy"></a>Embed card
<iframe src="https://skillstore.io/embed/skills/89jobrien-debugging.html" title="Skillstore Security Assessment" sandbox="allow-popups allow-popups-to-escape-sandbox" loading="lazy" referrerpolicy="no-referrer" width="420" height="180"></iframe>Academic citations (APA · BibTeX · CFF)
APA citation
Joseph OBrien. (2026). debugging security audit report (audit version 7) [Author version 1.0.1]. Skillstore. https://skillstore.io/skills/89jobrien-debugging/audits/7BibTeX citation
@techreport{joseph-obrien-89jobrien-debugging-2026,
author = {Joseph OBrien},
title = {debugging security audit report (audit version 7)},
institution = {Skillstore},
year = {2026},
number = {7},
url = {https://skillstore.io/skills/89jobrien-debugging/audits/7},
note = {Author version 1.0.1}
}CITATION.cff
cff-version: 1.2.0
message: "If you use this Skill, cite its author and this versioned security audit report."
title: "debugging security audit report (audit version 7)"
version: "1.0.1"
type: report
authors:
- name: "Joseph OBrien"
date-released: "2026-07-05"
url: "https://skillstore.io/skills/89jobrien-debugging/audits/7"
identifiers:
- type: other
value: "skillstore:89jobrien-debugging:audit:7"
description: "Skillstore immutable audit report identifier"
Compare variants
3 installable variantsEach author remains a separate installable skill. The recommended variant is ranked by Skillstore evidence.
Why this variant is first
89jobrien-debugging
2026-08-21
supercent-io-debugging
2026-08-21
arcadeai-debugging
2026-08-21
Skillstore Score
Why this score Evidence Confidence: HighWhat You Can Build
Investigate Production Errors
Triage error spikes, correlate them with deployments, and identify likely root causes.
Fix Test Failures
Read failing assertions, trace expected behavior, and propose focused fixes with verification steps.
Analyze Incident Evidence
Turn logs, timelines, and symptoms into a clear postmortem and prevention plan.
Try These Prompts
Debug this error. Explain the likely cause, what evidence supports it, and the smallest safe fix.
Analyze these log excerpts. Group recurring errors, identify timelines, and list the most likely root causes.
Investigate this failing test. Compare expected and actual behavior, then propose a minimal code or test change.
Use these logs, deployment notes, and symptoms to produce a root cause analysis with evidence and action items.
Best Practices
- Provide full error messages, stack traces, timestamps, and recent change context.
- Redact secrets, tokens, personal data, and customer content before sharing logs.
- Verify each proposed fix with a reproduction case and regression tests.
Avoid
- Do not debug from partial screenshots when text logs or stack traces are available.
- Do not apply broad refactors before isolating the specific failing assumption.
- Do not treat correlation with a deployment as proof without supporting evidence.
Frequently Asked Questions
What kinds of issues can this skill debug?
Does it run commands automatically?
Can it analyze production logs?
Does it replace an observability platform?
Can it produce incident postmortems?
Which AI tools does it support?
Developer Details
Author
Joseph OBrienLicense
MIT
Author version
v1.0.1
Skillstore revision
r1
Ref
c4037264bbd363c572662d6154a3ab28f5ca4f53
Maintenance freshness
7/18/2026
Usage
26 downloads · 244 views
File structure