Claude Cursor Skill

context-driven-development

Creates and maintains project context artifacts (product.md, tech-stack.md, workflow.md, tracks.md) in a `conductor/` directory. Scaffolds new projects from scratch, extracts context from existing codebases, validates artifact consistency before implementation, and synchronizes d

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Download wshobson-agents-plugins_conductor_skills_context-driven-development-554237f.zip · 6 KB
Part of wshobson/agents — 170 skills

Install

skills CLI npx skills add https://github.com/wshobson/agents/tree/main/plugins/conductor/skills/context-driven-development
Claude Code claude plugin marketplace add https://llmmart.ai/marketplace.json && claude plugin install wshobson-agents@llmmart
Git git clone https://github.com/wshobson/agents.git

The skills CLI installs just this skill, for any of its supported agents. Claude Code installs the whole wshobson/agents collection as a plugin from our marketplace. Git is the plain clone.

Skill manifest

Context-Driven Development

Guide for implementing and maintaining context as a managed artifact alongside code, enabling consistent AI interactions and team alignment through structured project documentation.

When to Use This Skill

  • Setting up new projects with Conductor
  • Understanding the relationship between context artifacts
  • Maintaining consistency across AI-assisted development sessions
  • Onboarding team members to an existing Conductor project
  • Deciding when to update context documents
  • Managing greenfield vs brownfield project contexts

Detailed patterns and worked examples

Detailed pattern documentation lives in references/details.md. Read that file when the navigation tier above is insufficient.

Best Practices

  1. Read context first: Always read relevant artifacts before starting work
  2. Small updates: Make incremental context changes, not massive rewrites
  3. Link decisions: Reference context when making implementation choices
  4. Version context: Commit context changes alongside code changes
  5. Review context: Include context artifact reviews in code reviews
  6. Validate regularly: Run context validation checklist before major work
  7. Communicate changes: Notify team when context artifacts change significantly
  8. Preserve history: Use git to track context evolution over time
  9. Question staleness: If context feels wrong, investigate and update
  10. Keep it actionable: Every context item should inform a decision or behavior
Files (agents)
  • references
    • artifact-templates.md 2.8 KB
      # Artifact Templates
      
      Starter templates for each Conductor context artifact. Copy and fill in for new projects.
      
      > Contributed by [@fernandezbaptiste](https://github.com/fernandezbaptiste) ([#437](https://github.com/wshobson/agents/pull/437))
      
      ## product.md
      
      ```markdown
      # [Product Name]
      
      > One-line description of what this product does.
      
      ## Problem
      
      What problem does this solve and for whom?
      
      ## Solution
      
      High-level approach to solving the problem.
      
      ## Target Users
      
      | Persona | Needs | Pain Points |
      |---|---|---|
      | Persona 1 | What they need | What frustrates them |
      
      ## Core Features
      
      | Feature | Status | Description |
      |---|---|---|
      | Feature A | planned | What it does |
      | Feature B | implemented | What it does |
      
      ## Success Metrics
      
      | Metric | Target | Current |
      |---|---|---|
      | Metric 1 | target value | - |
      
      ## Roadmap
      
      - **Phase 1**: scope
      - **Phase 2**: scope
      ```
      
      ## tech-stack.md
      
      ```markdown
      # Tech Stack
      
      ## Languages & Frameworks
      
      | Technology | Version | Purpose |
      |---|---|---|
      | Python | 3.12 | Backend API |
      | React | 18.x | Frontend UI |
      
      ## Key Dependencies
      
      | Package | Version | Rationale |
      |---|---|---|
      | FastAPI | 0.100+ | REST API framework |
      | SQLAlchemy | 2.x | ORM and database access |
      
      ## Infrastructure
      
      | Component | Choice | Notes |
      |---|---|---|
      | Hosting | AWS ECS | Production containers |
      | Database | PostgreSQL 16 | Primary data store |
      | CI/CD | GitHub Actions | Build and deploy |
      
      ## Dev Tools
      
      | Tool | Purpose | Config |
      |---|---|---|
      | pytest | Testing (target: 80% coverage) | pyproject.toml |
      | ruff | Linting + formatting | ruff.toml |
      ```
      
      ## workflow.md
      
      ```markdown
      # Workflow
      
      ## Methodology
      
      TDD with trunk-based development.
      
      ## Git Conventions
      
      - **Branch naming**: `feature/<track-id>-description`
      - **Commit format**: `type(scope): message`
      - **PR requirements**: 1 approval, all checks green
      
      ## Quality Gates
      
      | Gate | Requirement |
      |---|---|
      | Tests | All pass, coverage >= 80% |
      | Lint | Zero errors |
      | Review | At least 1 approval |
      | Types | No type errors |
      
      ## Deployment
      
      1. PR merged to main
      2. CI runs tests + build
      3. Auto-deploy to staging
      4. Manual promotion to production
      ```
      
      ## tracks.md
      
      ```markdown
      # Tracks
      
      ## Active
      
      | ID | Title | Status | Priority | Assignee |
      |---|---|---|---|---|
      | TRACK-001 | Feature name | in-progress | high | @person |
      
      ## Completed
      
      | ID | Title | Completed |
      |---|---|---|
      | TRACK-000 | Initial setup | 2024-01-15 |
      ```
      
      ## product-guidelines.md
      
      ```markdown
      # Product Guidelines
      
      ## Voice & Tone
      
      - Professional but approachable
      - Direct and concise
      - Technical where needed, plain language by default
      
      ## Terminology
      
      | Term | Use | Don't Use |
      |---|---|---|
      | workspace | preferred | project, repo |
      | track | preferred | ticket, issue |
      
      ## Error Messages
      
      Format: `[Component] What happened. What to do next.`
      Example: `[Auth] Session expired. Please sign in again.`
      ```
      
    • details.md 9.8 KB
      # context-driven-development — detailed patterns and worked examples
      
      ## Core Philosophy
      
      Context-Driven Development treats project context as a first-class artifact managed alongside code. Instead of relying on ad-hoc prompts or scattered documentation, establish a persistent, structured foundation that informs all AI interactions.
      
      Key principles:
      
      1. **Context precedes code**: Define what you're building and how before implementation
      2. **Living documentation**: Context artifacts evolve with the project
      3. **Single source of truth**: One canonical location for each type of information
      4. **AI alignment**: Consistent context produces consistent AI behavior
      
      ## The Workflow
      
      Follow the **Context → Spec & Plan → Implement** workflow:
      
      1. **Context Phase**: Establish or verify project context artifacts exist and are current
      2. **Specification Phase**: Define requirements and acceptance criteria for work units
      3. **Planning Phase**: Break specifications into phased, actionable tasks
      4. **Implementation Phase**: Execute tasks following established workflow patterns
      
      ## Artifact Relationships
      
      ### product.md - Defines WHAT and WHY
      
      Purpose: Captures product vision, goals, target users, and business context.
      
      Contents:
      
      - Product name and one-line description
      - Problem statement and solution approach
      - Target user personas
      - Core features and capabilities
      - Success metrics and KPIs
      - Product roadmap (high-level)
      
      Update when:
      
      - Product vision or goals change
      - New major features are planned
      - Target audience shifts
      - Business priorities evolve
      
      ### product-guidelines.md - Defines HOW to Communicate
      
      Purpose: Establishes brand voice, messaging standards, and communication patterns.
      
      Contents:
      
      - Brand voice and tone guidelines
      - Terminology and glossary
      - Error message conventions
      - User-facing copy standards
      - Documentation style
      
      Update when:
      
      - Brand guidelines change
      - New terminology is introduced
      - Communication patterns need refinement
      
      ### tech-stack.md - Defines WITH WHAT
      
      Purpose: Documents technology choices, dependencies, and architectural decisions.
      
      Contents:
      
      - Primary languages and frameworks
      - Key dependencies with versions
      - Infrastructure and deployment targets
      - Development tools and environment
      - Testing frameworks
      - Code quality tools
      
      Update when:
      
      - Adding new dependencies
      - Upgrading major versions
      - Changing infrastructure
      - Adopting new tools or patterns
      
      ### workflow.md - Defines HOW to Work
      
      Purpose: Establishes development practices, quality gates, and team workflows.
      
      Contents:
      
      - Development methodology (TDD, etc.)
      - Git workflow and commit conventions
      - Code review requirements
      - Testing requirements and coverage targets
      - Quality assurance gates
      - Deployment procedures
      
      Update when:
      
      - Team practices evolve
      - Quality standards change
      - New workflow patterns are adopted
      
      ### tracks.md - Tracks WHAT'S HAPPENING
      
      Purpose: Registry of all work units with status and metadata.
      
      Contents:
      
      - Active tracks with current status
      - Completed tracks with completion dates
      - Track metadata (type, priority, assignee)
      - Links to individual track directories
      
      Update when:
      
      - New tracks are created
      - Track status changes
      - Tracks are completed or archived
      
      See [references/artifact-templates.md](references/artifact-templates.md) for copy-paste starter templates.
      
      ## Context Maintenance Principles
      
      ### Keep Artifacts Synchronized
      
      Ensure changes in one artifact reflect in related documents:
      
      - New feature in product.md → Update tech-stack.md if new dependencies needed
      - Completed track → Update product.md to reflect new capabilities
      - Workflow change → Update all affected track plans
      
      ### Update tech-stack.md When Adding Dependencies
      
      Before adding any new dependency:
      
      1. Check if existing dependencies solve the need
      2. Document the rationale for new dependencies
      3. Add version constraints
      4. Note any configuration requirements
      
      ### Update product.md When Features Complete
      
      After completing a feature track:
      
      1. Move feature from "planned" to "implemented" in product.md
      2. Update any affected success metrics
      3. Document any scope changes from original plan
      
      ### Verify Context Before Implementation
      
      Before starting any track:
      
      1. Read all context artifacts
      2. Flag any outdated information
      3. Propose updates before proceeding
      4. Confirm context accuracy with stakeholders
      
      ## Greenfield vs Brownfield Handling
      
      ### Greenfield Projects (New)
      
      For new projects:
      
      1. Run `/conductor:setup` to create all artifacts interactively
      2. Answer questions about product vision, tech preferences, and workflow
      3. Generate initial style guides for chosen languages
      4. Create empty tracks registry
      
      Characteristics:
      
      - Full control over context structure
      - Define standards before code exists
      - Establish patterns early
      
      ### Brownfield Projects (Existing)
      
      For existing codebases:
      
      1. Run `/conductor:setup` with existing codebase detection
      2. System analyzes existing code, configs, and documentation
      3. Pre-populate artifacts based on discovered patterns
      4. Review and refine generated context
      
      Characteristics:
      
      - Extract implicit context from existing code
      - Reconcile existing patterns with desired patterns
      - Document technical debt and modernization plans
      - Preserve working patterns while establishing standards
      
      ## Benefits
      
      ### Team Alignment
      
      - New team members onboard faster with explicit context
      - Consistent terminology and conventions across the team
      - Shared understanding of product goals and technical decisions
      
      ### AI Consistency
      
      - AI assistants produce aligned outputs across sessions
      - Reduced need to re-explain context in each interaction
      - Predictable behavior based on documented standards
      
      ### Institutional Memory
      
      - Decisions and rationale are preserved
      - Context survives team changes
      - Historical context informs future decisions
      
      ### Quality Assurance
      
      - Standards are explicit and verifiable
      - Deviations from context are detectable
      - Quality gates are documented and enforceable
      
      ## Directory Structure
      
      ```
      conductor/
      ├── index.md              # Navigation hub linking all artifacts
      ├── product.md            # Product vision and goals
      ├── product-guidelines.md # Communication standards
      ├── tech-stack.md         # Technology preferences
      ├── workflow.md           # Development practices
      ├── tracks.md             # Work unit registry
      ├── setup_state.json      # Resumable setup state
      ├── code_styleguides/     # Language-specific conventions
      │   ├── python.md
      │   ├── typescript.md
      │   └── ...
      └── tracks/
          └── <track-id>/
              ├── spec.md
              ├── plan.md
              ├── metadata.json
              └── index.md
      ```
      
      ## Context Lifecycle
      
      1. **Creation**: Initial setup via `/conductor:setup`
      2. **Validation**: Verify before each track
      3. **Evolution**: Update as project grows
      4. **Synchronization**: Keep artifacts aligned
      5. **Archival**: Document historical decisions
      
      ## Context Validation Checklist
      
      Before starting implementation on any track, validate context:
      
      ### Product Context
      
      - [ ] product.md reflects current product vision
      - [ ] Target users are accurately described
      - [ ] Feature list is up to date
      - [ ] Success metrics are defined
      
      ### Technical Context
      
      - [ ] tech-stack.md lists all current dependencies
      - [ ] Version numbers are accurate
      - [ ] Infrastructure targets are correct
      - [ ] Development tools are documented
      
      ### Workflow Context
      
      - [ ] workflow.md describes current practices
      - [ ] Quality gates are defined
      - [ ] Coverage targets are specified
      - [ ] Commit conventions are documented
      
      ### Track Context
      
      - [ ] tracks.md shows all active work
      - [ ] No stale or abandoned tracks
      - [ ] Dependencies between tracks are noted
      
      ## Common Anti-Patterns
      
      Avoid these context management mistakes:
      
      ### Stale Context
      
      Problem: Context documents become outdated and misleading.
      Solution: Update context as part of each track's completion process.
      
      ### Context Sprawl
      
      Problem: Information scattered across multiple locations.
      Solution: Use the defined artifact structure; resist creating new document types.
      
      ### Implicit Context
      
      Problem: Relying on knowledge not captured in artifacts.
      Solution: If you reference something repeatedly, add it to the appropriate artifact.
      
      ### Context Hoarding
      
      Problem: One person maintains context without team input.
      Solution: Review context artifacts in pull requests; make updates collaborative.
      
      ### Over-Specification
      
      Problem: Context becomes so detailed it's impossible to maintain.
      Solution: Keep artifacts focused on decisions that affect AI behavior and team alignment.
      
      ## Integration with Development Tools
      
      ### IDE Integration
      
      Configure your IDE to display context files prominently:
      
      - Pin conductor/product.md for quick reference
      - Add tech-stack.md to project notes
      - Create snippets for common patterns from style guides
      
      ### Git Hooks
      
      Consider pre-commit hooks that:
      
      - Warn when dependencies change without tech-stack.md update
      - Remind to update product.md when feature branches merge
      - Validate context artifact syntax
      
      ### CI/CD Integration
      
      Include context validation in pipelines:
      
      - Check tech-stack.md matches actual dependencies
      - Verify links in context documents resolve
      - Ensure tracks.md status matches git branch state
      
      ## Session Continuity
      
      Conductor supports multi-session development through context persistence:
      
      ### Starting a New Session
      
      1. Read index.md to orient yourself
      2. Check tracks.md for active work
      3. Review relevant track's plan.md for current task
      4. Verify context artifacts are current
      
      ### Ending a Session
      
      1. Update plan.md with current progress
      2. Note any blockers or decisions made
      3. Commit in-progress work with clear status
      4. Update tracks.md if status changed
      
      ### Handling Interruptions
      
      If interrupted mid-task:
      
      1. Mark task as `[~]` with note about stopping point
      2. Commit work-in-progress to feature branch
      3. Document any uncommitted decisions in plan.md
      
  • SKILL.md 2.1 KB
    ---
    name: context-driven-development
    description: >-
      Creates and maintains project context artifacts (product.md, tech-stack.md, workflow.md, tracks.md)
      in a `conductor/` directory. Scaffolds new projects from scratch, extracts context from existing
      codebases, validates artifact consistency before implementation, and synchronizes documents as the
      project evolves. Use when setting up a project, creating or updating product docs, managing a tech
      stack file, defining development workflows, tracking work units, onboarding to an existing codebase,
      or running project scaffolding.
    version: 1.0.0
    ---
    
    # Context-Driven Development
    
    Guide for implementing and maintaining context as a managed artifact alongside code, enabling consistent AI interactions and team alignment through structured project documentation.
    
    ## When to Use This Skill
    
    - Setting up new projects with Conductor
    - Understanding the relationship between context artifacts
    - Maintaining consistency across AI-assisted development sessions
    - Onboarding team members to an existing Conductor project
    - Deciding when to update context documents
    - Managing greenfield vs brownfield project contexts
    
    ## Detailed patterns and worked examples
    
    Detailed pattern documentation lives in `references/details.md`. Read that file when the navigation tier above is insufficient.
    
    ## Best Practices
    
    1. **Read context first**: Always read relevant artifacts before starting work
    2. **Small updates**: Make incremental context changes, not massive rewrites
    3. **Link decisions**: Reference context when making implementation choices
    4. **Version context**: Commit context changes alongside code changes
    5. **Review context**: Include context artifact reviews in code reviews
    6. **Validate regularly**: Run context validation checklist before major work
    7. **Communicate changes**: Notify team when context artifacts change significantly
    8. **Preserve history**: Use git to track context evolution over time
    9. **Question staleness**: If context feels wrong, investigate and update
    10. **Keep it actionable**: Every context item should inform a decision or behavior
    

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