Ai-devkit capture-knowledge

Capture structured knowledge about a code entry point and save it to the knowledge docs. Use when users ask to document, understand, or map code for a module, file, folder, function, or API.

install
source · Clone the upstream repo
git clone https://github.com/codeaholicguy/ai-devkit
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/codeaholicguy/ai-devkit "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/capture-knowledge" ~/.claude/skills/codeaholicguy-ai-devkit-capture-knowledge && rm -rf "$T"
manifest: skills/capture-knowledge/SKILL.md
source content

Knowledge Capture Assistant

Build structured understanding of code entry points with an analysis-first workflow.

Hard Rule

  • Do not create documentation until the entry point is validated and analysis is complete.

Workflow

  1. Gather & Validate
  • Confirm entry point (file, folder, function, API), purpose, and desired depth.
  • Verify it exists; resolve ambiguity or suggest alternatives if not found.
  • Search for existing knowledge before analyzing:
    npx ai-devkit@latest memory search --query "<entry point name or purpose>"
  1. Collect Source Context
  • Summarize purpose, exports, key patterns.
  • Folders: list structure, highlight key modules.
  • Functions/APIs: capture signature, parameters, return values, error handling.
  1. Analyze Dependencies
  • Build dependency view up to depth 3, track visited nodes to avoid loops.
  • Categorize: imports, function calls, services, external packages.
  • Exclude external systems or generated code.
  1. Synthesize
  • Overview (purpose, language, high-level behavior).
  • Core logic, execution flow, patterns.
  • Error handling, performance, security considerations.
  • Improvements or risks discovered during analysis.
  1. Create Documentation
  • Normalize name to kebab-case (
    calculateTotalPrice
    calculate-total-price
    ).
  • Create
    docs/ai/implementation/knowledge-{name}.md
    using the Output Template.
  • Include mermaid diagrams when they clarify flows or relationships.

Red Flags and Rationalizations

RationalizationWhy It's WrongDo Instead
"I already understand this code"Understanding ≠ documented understandingWrite it down, then verify
"The code is self-documenting"Future readers lack your current contextCapture the why, not just the what
"Dependencies are obvious"Implicit dependencies cause surprisesMap them explicitly to depth 3

Validation

  • Documentation covers all Output Template sections.
  • Summarize key insights, open questions, and related areas for deeper dives.
  • Confirm file path and remind to commit.

Output Template

  • Overview
  • Implementation Details
  • Dependencies
  • Visual Diagrams (mermaid)
  • Additional Insights
  • Metadata (date, depth, files touched)
  • Next Steps