Every feature built for AI-native development

Context Hierarchy

Company > Product > Repo

Organize your organizational knowledge in a three-tier hierarchy. Company-level standards cascade to every product, product-level specs cascade to every repo. Bottom-up overrides let repos customize anything without breaking the chain.

Capabilities

• Three-level hierarchy: Company, Product, Repo
• Bottom-up override semantics (REPLACE, APPEND, PREPEND)
• Polymorphic context documents at every level
• Slug-based navigation for human-readable URLs

AI Wizard

AI-assisted context creation

Don't start from a blank page. The AI Wizard analyzes your existing documentation, meeting transcripts, and codebases to generate structured context documents. It understands your domain and asks the right follow-up questions.

Capabilities

• AI-generated context documents from raw inputs
• Company, product, feature, and codebase analysis wizards
• Iterative refinement through conversation
• Validates against existing context to prevent conflicts

Compilation Engine

Deterministic, cached, versioned

The compilation engine merges your entire context hierarchy into a single .context/ package per repo. Same inputs always produce the same output. Content-hash versioning means AI tools detect changes instantly.

Capabilities

• Deterministic: same inputs = same version hash
• Cached by hash — no duplicate compilations
• Outputs .context/ packages for AI coding tools
• fileMap JSON field — no individual file storage overhead

Stories, Recipes & Plans

Structured development artifacts

Break features into stories with acceptance criteria. Define recipes — reusable implementation patterns. Generate plans that sequence work by priority and dependency. Everything feeds back into the context loop.

Capabilities

• Stories with acceptance criteria and effort estimates
• Reusable recipes for common implementation patterns
• AI-generated implementation plans per story
• Dependency-aware sequencing and prioritization

Version Control Integration

Push compiled context to repos

Connect your GitHub repositories and push compiled context packages directly. Every compilation creates a versioned commit. Your AI tools always have the latest context without manual file management.

Capabilities

• GitHub integration via OAuth or personal access tokens
• Auto-push compiled .context/ packages to repos
• Versioned commits with context hash in message
• Branch-aware compilation for feature branches

Team Collaboration

Role-based access, audit trails

Teams are a permissions concern, not a context concern. Role-based access controls who can edit what. A complete audit trail tracks every change, every compilation, and every decision across your organization.

Capabilities

• Role-based access control (Owner, Admin, Member, Viewer)
• Full audit trail for every change and compilation
• Team-scoped views without polluting the context hierarchy
• Activity feeds and change notifications

Override Management

Fine-grained merge control

The default merge mode is REPLACE — repo-level context overrides product-level for the same key. But you can opt into APPEND or PREPEND when you need additive behavior. Full visibility into what overrides what.

Capabilities

• Three merge modes: REPLACE, APPEND, PREPEND
• Visual diff between hierarchy levels
• Override conflict detection and warnings
• Preview compiled output before pushing