What analysis methodologies does it use?

It utilizes First Principles, the 5 Whys, and the 5 Hows at the micro level to ensure Claude understands the 'why' and 'how' behind every line of code.

Does this skill find vulnerabilities automatically?

No, this skill is specifically designed for pure context building and deep comprehension. It establishes the groundwork required for accurate vulnerability hunting in later phases.

Is this skill suitable for simple bug fixes?

While it can be used, it is optimized for complex environments where 'gist-level' understanding is insufficient and deep architectural context is critical.

Can it handle external code dependencies?

Yes. It follows a 'Continuity Rule' that treats internal and external calls as one continuous flow, maintaining invariants and data dependencies across all boundaries.

How does this prevent AI hallucinations?

By enforcing a line-by-line evidence-based approach and requiring Claude to explicitly update its mental model when new evidence contradicts earlier assumptions.

Audit Context Builder

Name: Audit Context Builder
Author: sudohakan

bysudohakan

•

Security & Testing

Enables ultra-granular, line-by-line code analysis to build deep architectural context before vulnerability or bug finding.

The Audit Context Builder skill transforms Claude into a meticulous code analyst by enforcing a 'slow is fast' methodology for complex systems. By applying First Principles, the 5 Whys, and rigorous block-by-block inspection, it eliminates shallow understanding that often leads to AI hallucinations or missed edge cases. It is specifically designed to be used during the initial phases of security auditing, architecture reviews, or threat modeling, ensuring every invariant, assumption, and external dependency is documented and integrated into a stable, persistent mental model of the entire codebase.

Key Features

01Application of First Principles, 5 Whys, and 5 Hows at micro scale

02Seamless tracking of cross-function and external call execution flows

03Structured output requirements for consistent architectural documentation

04Ultra-granular line-by-line and block-by-block code analysis

05Automated identification of system invariants and implicit assumptions

062 GitHub stars

Use Cases

01Reducing AI hallucinations by anchoring reasoning in explicit code evidence

02Pre-audit context building for security-critical systems and smart contracts

03Deep architectural reviews to map complex cross-module dependencies

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add sudohakan/claude-code-dotfiles audit-context-building

For use in Claude.ai and ChatGPT

Key Features

01Application of First Principles, 5 Whys, and 5 Hows at micro scale

02Seamless tracking of cross-function and external call execution flows

03Structured output requirements for consistent architectural documentation

04Ultra-granular line-by-line and block-by-block code analysis

05Automated identification of system invariants and implicit assumptions

062 GitHub stars

Use Cases

01Reducing AI hallucinations by anchoring reasoning in explicit code evidence

02Pre-audit context building for security-critical systems and smart contracts

03Deep architectural reviews to map complex cross-module dependencies

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add sudohakan/claude-code-dotfiles audit-context-building

For use in Claude.ai and ChatGPT