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Documentation Updates #21

@jayscambler

Description

@jayscambler

Context & Importance

Documentation is the bridge between powerful features and actual usage. Without clear, comprehensive docs, all the above features will go unused. This must be treated as a first-class deliverable, not an afterthought.

Why This Matters

  • Adoption: Users can't use what they don't understand
  • Support: Good docs reduce support burden
  • Community: Enable community contributions
  • Trust: Professional docs signal a mature project

Documentation Needs

  1. New Users: "How do I get started in 5 minutes?"
  2. Power Users: "Show me advanced context patterns"
  3. Integrators: "How do I connect my agent?"
  4. Contributors: "How do I add a new extractor?"

Acceptance Criteria

  • Getting Started guide:
    • 5-minute quickstart
    • Installation decision tree
    • First FrameSet creation
  • Core Concepts:
    • Why ContextFrame exists
    • Frame vs FrameSet vs Collection
    • Context best practices
  • Module guides:
    • Extraction guide with examples
    • Enrichment patterns
    • FrameSet workflows
    • Analysis interpretation
  • Integration guides:
    • MCP server setup
    • Agent integration examples
    • External system connectors
  • API Reference:
    • Auto-generated from docstrings
    • Interactive examples
    • Common patterns
  • Cookbook:
    • 20+ real-world examples
    • Domain-specific guides
    • Performance optimization
  • Migration guides:
    • From flat files to ContextFrame
    • From v0.1 to v1.0
    • From other systems

Documentation Infrastructure

  • MkDocs Material theme
  • API docs via mkdocstrings
  • Interactive examples via Jupyter
  • Version-specific docs
  • Search functionality
  • Edit on GitHub links

Success Metrics

  • 90% of users succeed with quickstart
  • <5 support questions per feature
  • Community contributions to docs

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