error-detective
Diagnose Errors with the TRACE Framework
Complex failures can hide their root cause behind noisy stack traces and secondary symptoms. Error Detective organizes evidence, tests hypotheses, and verifies targeted fixes.
Install with my Agent
Copy this request to your Agent. It includes the canonical Skill page and manifest.
Review the Skillstore skill "error-detective" from https://skillstore.io/skills/autumnsgrove-error-detective.md and its manifest at https://skillstore.io/api/skills/autumnsgrove-error-detective/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 "error-detective". A Python AttributeError occurs when a user opens a profile page.
Expected outcome:
- Category: runtime error caused by a missing object.
- Primary hypothesis: some users do not have an associated profile.
- Next checks: inspect the failing frame, compare affected records, and verify the profile creation path.
Using "error-detective". A cart update sometimes fails after the server returns an error response.
Expected outcome:
- Root cause: the client assumes every response contains an item list.
- Fix direction: check the response status and validate the response shape before updating state.
- Verification: test success, server error, malformed response, timeout, and rapid updates.
Using "error-detective". A failure appears only in production after a dependency update.
Expected outcome:
- Compare dependency versions, configuration, data shape, permissions, and load between environments.
- Test the dependency change as one isolated hypothesis.
- Record evidence before rollback or remediation.
Security Audit
SafeAll 61 static detections are false positives caused by documentation examples, Markdown formatting, or bounded local session-file operations. No command execution, unauthorized network activity, sensitive database access, reconnaissance, prompt injection, or malicious intent was found.
Risk Factors
โ๏ธ External commands (29)
๐ Network access (12)
๐ Filesystem access (3)
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/autumnsgrove-error-detective/audits/14?utm_source=security_passport&utm_medium=share&utm_campaign=versioned_reportMarkdown badge
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<a href="https://skillstore.io/skills/autumnsgrove-error-detective?utm_source=security_passport_badge"><img src="https://skillstore.io/badges/skills/autumnsgrove-error-detective/security.svg" alt="Skillstore security assessment" loading="lazy"></a>Embed card
<iframe src="https://skillstore.io/embed/skills/autumnsgrove-error-detective.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 ยท BibTeX ยท CFF)
APA citation
AutumnsGrove. (2026). error-detective security audit report (audit version 14) [Author version unspecified]. Skillstore. https://skillstore.io/skills/autumnsgrove-error-detective/audits/14BibTeX citation
@techreport{autumnsgrove-autumnsgrove-error-detective-2026,
author = {AutumnsGrove},
title = {error-detective security audit report (audit version 14)},
institution = {Skillstore},
year = {2026},
number = {14},
url = {https://skillstore.io/skills/autumnsgrove-error-detective/audits/14},
note = {Author version unspecified}
}CITATION.cff
cff-version: 1.2.0
message: "If you use this Skill, cite its author and this versioned security audit report."
title: "error-detective security audit report (audit version 14)"
version: "unspecified"
type: report
authors:
- name: "AutumnsGrove"
date-released: "2026-07-23"
url: "https://skillstore.io/skills/autumnsgrove-error-detective/audits/14"
identifiers:
- type: other
value: "skillstore:autumnsgrove-error-detective:audit:14"
description: "Skillstore immutable audit report identifier"
Compare variants
2 installable variantsEach author remains a separate installable skill. The recommended variant is ranked by Skillstore evidence.
Why this variant is first
sickn33-error-detective
2026-08-21
autumnsgrove-error-detective
2026-08-21
Skillstore Score
Why this score Evidence Confidence: HighWhat You Can Build
Triage an application failure
Turn a stack trace and reproduction steps into a prioritized root-cause investigation.
Investigate a production incident
Organize logs, environment differences, impact, and hypotheses before selecting a controlled fix.
Review a debugging approach
Check whether a proposed fix addresses the root cause and includes useful regression tests.
Try These Prompts
Apply TRACE to this error message: [error]. Explain the error type, likely cause, and first three checks.
Analyze this stack trace: [trace]. Identify the first relevant application frame, separate symptoms from causes, and list missing context.
Use these reproduction steps, logs, and code excerpts: [details]. Rank hypotheses, define one test per hypothesis, and avoid changing multiple variables.
Review this incident evidence and proposed fix: [details]. Challenge the root-cause claim, assess side effects, and design verification and regression coverage.
Best Practices
- Capture the complete error, relevant context, and reliable reproduction steps before changing code.
- Test one specific hypothesis at a time and record whether evidence confirms or rejects it.
- Verify the original failure, related behavior, edge cases, and regression coverage after the fix.
Avoid
- Do not patch the visible symptom before tracing the originating failure.
- Do not change several variables at once because the effective fix becomes unclear.
- Do not expose credentials, personal data, or production secrets in logs shared for analysis.
Frequently Asked Questions
What does TRACE mean?
Which languages can it help debug?
Does it automatically modify my code?
Can it analyze production incidents?
What does the helper script store?
How should sensitive logs be handled?
Developer Details
Author
AutumnsGroveLicense
MIT
Skillstore revision
r3
Version notice
The author did not declare a version.
Ref
89edfdc710d0846129dcee6a929477b04f08052c
Maintenance freshness
7/24/2026
Usage
7 downloads ยท 188 views
File structure
๐ examples/
๐ common_errors.md
๐ stack_traces.txt
๐ README.md
๐ scripts/
๐ debug_helper.py
๐ SKILL.md