skeptic

Generate and validate alternative theories with code evidence for hypotheses.

1|Updated Mar 7, 2026
One-click install
npx skills add https://github.com/jimmymalhan/codereview-pilot --skill skeptic-jimmymalhan
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: skeptic
Source: https://github.com/jimmymalhan/codereview-pilot/tree/main/.claude/skills/skeptic
Command: npx skills add https://github.com/jimmymalhan/codereview-pilot --skill skeptic-jimmymalhan

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill challenges primary hypotheses by generating and validating alternative theories, ensuring a more robust and less biased diagnosis.

Core Features & Use Cases

  • Counter-Analysis: Generates competing root cause theories for incidents.
  • Evidence Gathering: Searches codebase for supporting evidence for each alternative.
  • Hallucination Detection: Verifies claims against actual code and flags unsupported statements.
  • Use Case: When a primary diagnosis suggests a database issue, the Skeptic skill might propose an alternative theory involving a faulty caching layer, backed by evidence from relevant code files.

Quick Start

Use the skeptic skill to challenge the primary hypothesis with alternative theories and supporting evidence.

Frequently Asked Questions about skeptic

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I validate a root cause analysis and challenge primary incident diagnosis theories?

Root cause analysis validation involves generating and validating competing alternative theories with supporting evidence. This skill challenges primary hypotheses by searching the codebase to find corroborating evidence for alternative incident diagnoses.

What is the best way to detect AI hallucinations against code citations during incident diagnosis?

Hallucination detection against code citations verifies claims by comparing them against actual code. This skill flags unsupported statements and checks whether cited code evidence genuinely supports the primary hypothesis or proposed alternative theories.

Can I use evidence validation to find alternative theories for a suspected database issue?

Yes, evidence validation can find alternative theories for a suspected database issue. The skill searches the codebase for supporting evidence, potentially proposing a faulty caching layer or other alternative root causes backed by relevant code files.

How does challenging hypotheses with alternative theories improve incident diagnosis?

Challenging hypotheses with alternative theories improves incident diagnosis by reducing bias and ensuring robustness. By generating competing root cause theories and validating them with codebase evidence, you avoid prematurely accepting an incorrect primary diagnosis.

Do I need code search capabilities to perform evidence gathering for alternative root cause theories?

Yes, code search is required for evidence gathering when validating alternative root cause theories. The skill depends on searching the codebase to find supporting evidence for each alternative and verifying that cited files actually substantiate the claims.

What are the limitations of using alternative theories for incident diagnosis?

The limitation of generating alternative theories for incident diagnosis is that the quality depends entirely on available codebase evidence. If the code search lacks sufficient context or relevant files, the skill cannot produce well-supported competing root cause hypotheses.