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Skill varunk130/ai-workflow-playbooks/skills/codebase-navigation

Production-grade playbooks for AI coding agents across the full software delivery pipeline. 21 playbooks, 10 agent skills, 4 specialist guardians, and 5 runbooks — from discovery through operations.

Install
npx -y skills add varunk130/ai-workflow-playbooks --skill codebase-navigation

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SKILL.md

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Codebase Navigation

What This Skill Enables

An agent that can quickly orient itself in any codebase - finding the right files, understanding the architecture, and identifying conventions - before writing a single line of code. Agents without this skill guess at file locations, miss existing utilities, and create duplicates.

Core Competencies

1. Project Reconnaissance

Before touching code, build a mental map:

  • Read README.md, CONTRIBUTING.md, and any project-level config files
  • Identify the package manager and build system (package.json, pyproject.toml, Cargo.toml, go.mod)
  • Map the directory structure - where does source live? Tests? Config? Docs?
  • Identify the entry point(s) of the application

2. Convention Detection

Infer the project's conventions from existing code:

  • Naming: camelCase vs snake_case vs kebab-case - match what exists
  • File organization: feature-based vs layer-based vs hybrid
  • Import style: relative vs absolute, barrel files, path aliases
  • Testing conventions: co-located tests vs separate __tests__ directory, naming patterns
  • Error handling: custom error classes, result types, try/catch patterns

3. Dependency Mapping

Trace how components connect:

  • Follow imports from the entry point to understand the call graph
  • Identify shared utilities and where they live
  • Locate configuration and environment variable usage
  • Map database models/schemas to their consumers
  • Identify external API integrations and their client modules

4. Search Strategies

Use the right tool for each search type:

GoalStrategy
Find a file by nameGlob patterns: **/UserService.*, **/*.config.*
Find where a function is definedGrep for function name( or def name or class Name
Find where a function is calledGrep for the function name, exclude the definition file
Understand data flowStart at the API endpoint, follow the handler chain inward
Find related testsLook for files matching *.test.*, *.spec.*, or test_* near the source

5. Architecture Recognition

Identify common architectural patterns:

  • MVC/MVVM: Models, views/templates, controllers/viewmodels in separate directories
  • Clean Architecture: Domain/entities at the core, use cases, adapters, infrastructure at edges
  • Microservices: Multiple services/ or separate packages with their own entry points
  • Monorepo: packages/ or apps/ directory with shared libraries
  • Serverless: Function handlers in functions/ or lambdas/, infrastructure as code nearby

Behavioral Rules

  1. Read before writing - Never create a file without first searching for an existing one that does the same thing
  2. Match conventions - New code should be indistinguishable from existing code in style
  3. Minimize exploration scope - Start narrow (the specific module), widen only when needed
  4. Document what you find - If the architecture isn't documented, note your findings for context
  5. Respect boundaries - If the project separates concerns into layers, don't bypass them

Failure Modes

FailureSymptomCorrection
Skipping reconnaissanceCreating files in wrong locationsAlways map the project before writing
Ignoring conventionsCode looks foreign in the PR diffRead 3-5 existing files in the same area first
Shallow searchMissing existing utilities, creating duplicatesSearch by concept, not just by exact name
Assuming structure"I expect a utils/ folder" when the project uses lib/shared/Let the project tell you its structure

Keep looking

Skills are one crate of 328,083. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.