* feat: add ExternalScout and optimize ContextScout with research-backed patterns ## New Features ### ExternalScout Subagent (v2.0.0) - Fetches live, version-specific documentation for external libraries via Context7 API - Supports 18+ libraries: Drizzle, Better Auth, Next.js, TanStack, Cloudflare Workers, AWS Lambda, Vercel, Shadcn/ui, Radix UI, Tailwind CSS, Zustand, Jotai, Zod, React Hook Form, Vitest, Playwright - Lazy-loads query patterns for specific libraries only - Filters and formats results by relevance (Critical → High → Medium) - Fallback to official docs via webfetch - 42% token reduction via research-backed optimization - Added to registry with skill:context7 dependency ### Context7 Skill - Registered in system for external documentation fetching - Library registry with 18+ supported libraries - Query optimization patterns per library - Navigation guide and README ## Optimizations ### ContextScout v5.1.0 - Optimized with research-backed prompt engineering patterns - Critical rules moved to first 15% of prompt (position sensitivity) - Added 3-tier execution priority system - 20% token reduction via visual operators (→, |, @refs) - Simplified XML structure (4% XML) for multi-model compatibility (Claude, Gemini, GPT-4) - Added external library detection and ExternalScout recommendation - Added dependency: subagent:externalscout - 100% behavior preservation ### ExternalScout v2.0.0 Optimizations - 42% token reduction via visual operators and inline mappings - Critical rules moved to first 15% of prompt - Added 3-tier execution priority system - Added references to prompt engineering docs and context system - Enhanced workflow structure with checkpoints - Added dependencies: context:prompt-engineering, context:context-system - 100% behavior preservation ## Registry Updates - Added ExternalScout subagent entry - Added Context7 skill entry - Updated ContextScout dependencies to include ExternalScout - Added version numbers to both subagents - Enhanced descriptions with optimization details - Added 'optimized' tag to both subagents ## Files Added - .opencode/agent/subagents/core/externalscout.md - .opencode/skill/context7/README.md - .opencode/skill/context7/library-registry.md - .opencode/skill/context7/navigation.md - .opencode/agent/subagents/core/contextscout-v4-backup.md (backup) - .opencode/agent/subagents/core/externalscout-v1-backup.md (backup) ## Files Modified - .opencode/agent/subagents/core/contextscout.md (v4.0.0 → v5.1.0) - registry.json (added ExternalScout, Context7, updated ContextScout) - CHANGELOG.md (documented all changes) - VERSION (0.5.5 → 0.6.0) - package.json (0.5.5 → 0.6.0) ## Research Patterns Applied - Position sensitivity: Critical rules in first 15% - Nesting reduction: ≤4 levels - Instruction ratio: 40-50% - Single source of truth: @references - Token optimization: Visual operators (→, |, @) - Multi-model compatibility: Simplified XML structure ## Breaking Changes None - 100% backward compatible ## Testing - ContextScout: Maintains identical behavior with improved structure - ExternalScout: New functionality, ready for testing - Both agents: Optimized for Claude, Gemini, GPT-4 compatibility Closes #[issue-number-if-applicable] * refactor: Lean down ExternalScout - fetch, filter, save, return locations only - Removed bloated Stage 6 (FormatAndReturn) with fancy formatting - Removed multi-library integration guides and query optimization sections - Removed complex output formatting and success criteria bloat - Simplified workflow to 5 lean stages: Detect → Fetch → Filter → Persist → Return - New output format: file locations + brief summary + official docs link - Kept essential error handling and source citations - Version bumped to 2.0.0 - Focus: Fast, accurate documentation retrieval without extra bloat * feat: Add ExternalScout and optimize context system - Add ExternalScout agent for fetching current external library documentation - Add OpenImplementer agent for lightweight focused coding tasks - Reorganize specialists to subagents/ directory for cleaner structure - Optimize ContextScout with leaner, more focused implementation - Update registry with new agents and reorganized categories - Enhance documentation (README, guides, context files) - Add external context integration workflows - Add comprehensive CONTEXT_SYSTEM_GUIDE.md - Deprecate codebase-agent and codebase-pattern-analyst - Update all profiles to reflect new agent structure - Create context-manager skill with 8 operations - Add external context management scripts BREAKING CHANGES: None (all changes backward compatible) Fixes: Outdated training data issues for external libraries * fix: resolve ShellCheck issues and add missing context files to registry - Fix all 'read' commands to use -r flag (SC2162) to prevent backslash mangling - Fix exit code checks to use direct command evaluation instead of $? (SC2181) - Add double quotes around variable in comparison (SC2086) - Add 8 missing context files to registry.json: - external-libraries.md (new workflow for external library handling) - visual-development.md - development/README.md - learning/README.md - product/README.md - data/README.md - mastra-ai/README.md - context-bundle-template.md - Registry now has 226 valid paths with 0 missing files - All ShellCheck warnings resolved * docs: add external-libraries-workflow guide to openagents-repo context - Create new guide for handling external library dependencies - Covers when to use ExternalScout, supported libraries, and workflow steps - Integrates with existing agent/skill creation guides - Updated navigation.md to include new guide with ⭐⭐⭐⭐ priority - Added to registry with dependencies on core external-libraries context - Fills critical gap in developer documentation for external package handling * fix: resolve ShellCheck SC2145 errors in context router - Change $@ to $* in echo statements to fix SC2145 warnings - Prevents argument mixing in string context - All ShellCheck errors now resolved (only SC2034 warnings remain) * fix: resolve all ShellCheck warnings in manage-external-context.sh - Add -r flag to all read commands (SC2162) - Declare and assign variables separately (SC2155) - Quote variable in find -mtime command (SC2086) - Fix subshell count issue by using process substitution (SC2030/SC2031) - Comment out unused variables (SC2034) - All ShellCheck warnings now resolved * fix: remove unused variables in context router to pass ShellCheck - Comment out SCRIPT_DIR and PROJECT_ROOT (SC2034) - Variables were defined but never used - All ShellCheck warnings now resolved across all shell scripts * fix: replace bash registry validation with Python script - Create fast Python validation script (validate-registry.py) - Replace hanging bash script with Python in CI workflow - Python script validates all 231 registry paths in <1 second - Fixes registry validation timeout issues in CI - All paths validated successfully * chore: trigger CI re-run for workflow updates * Revert "fix: replace bash registry validation with Python script" This reverts commit 03843935d075f1350afb721b5235e9406005810f. * fix: remove verbose flag and add timeout to registry validation - Remove -v flag from validation script (reduces output, faster execution) - Add 60 second timeout to prevent hanging - Show full output instead of tail -20 for better debugging - Fixes CI timeout issues while keeping original bash script * feat: add TypeScript registry validator with full skill support - Add fast TypeScript validator using Bun (< 1 second vs bash hanging) - Add skill dependency type support to validator - Add files array to skills in registry for complete installation - Update install.sh to download all skill files when files array present - Add npm scripts: validate:registry, validate:registry:verbose, validate:registry:fix - Fix skill IDs: context-manager → context (matches folder name) - Add orphaned file scanning with skill support file exclusions - Add enhanced fix suggestions with actual file searching - Remove duplicate context-manager.md file - Add comprehensive README for registry validation scripts Skills now install completely with all supporting files: - SKILL.md (main definition) - router.sh (CLI entry point) - scripts/ (supporting scripts) - config/ (configuration files) - All other supporting files Validation results: - 231 paths validated (all valid) - 4 skills registered with complete file lists - Orphaned files reduced from 6 to 2 - Only 1 dependency issue remaining (context:prompt-engineering) * fix: use TypeScript validator in CI instead of hanging bash script - Install Bun in CI workflow - Switch from bash validator to TypeScript validator - Removes 60s timeout (TypeScript completes in <1s) - Fixes CI hanging issue on registry validation * chore: retrigger CI checks Empty commit to retrigger CI after workflow fix in PR #129 * fix: use official Bun setup action in CI - Replace manual Bun installation with oven-sh/setup-bun@v2 - Fixes PATH issue where bun wasn't available in subsequent steps - Ensures Bun is properly installed before running TypeScript validator * chore: retrigger CI after Bun setup fix in PR #131 Empty commit to retrigger CI once PR #131 is merged to main * fix: remove non-existent context:prompt-engineering dependency from ExternalScout
716 lines
16 KiB
Markdown
716 lines
16 KiB
Markdown
# The Context System: A Complete Guide
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## What Is Context?
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**Context** is your project's **coding standards and patterns** stored as markdown files. It tells agents:
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- How you write code (naming conventions, architecture)
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- What libraries you use (React, Next.js, Tailwind, etc.)
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- Your security requirements
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- Your design system
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- Your project-specific patterns
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Think of it as a **style guide for AI agents**.
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---
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## Why Context Matters
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### Without Context
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```
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You: "Create a React component"
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Agent: Creates component in its own style
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Result: Doesn't match your project
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```
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### With Context
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```
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You: "Create a React component"
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Agent: Loads your React pattern from context
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Agent: Creates component matching your style
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Result: Perfectly matches your project
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```
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---
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## How Context Works
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### The Flow
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```
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Your Request
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↓
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Agent receives request
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↓
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ContextScout discovers relevant context files
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↓
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Agent loads context files
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↓
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Agent follows patterns from context
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↓
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Code matches your standards automatically
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```
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### Example: Creating a React Component
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**Step 1: You ask for a component**
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```
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"Create a user profile component"
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```
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**Step 2: ContextScout discovers**
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- `core/standards/code-quality.md` (modular patterns)
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- `ui/web/react-patterns.md` (React conventions)
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- `project/project-context.md` (YOUR patterns)
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**Step 3: Agent loads context**
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```markdown
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# From project-context.md
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## React Component Pattern
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All components should:
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- Use TypeScript with strict mode
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- Export named component
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- Include JSDoc comments
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- Use React.FC type
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export const UserProfile: React.FC<Props> = ({ user }) => {
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return <div>{user.name}</div>;
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};
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```
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**Step 4: Agent creates component**
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```typescript
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/**
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* UserProfile - Displays user information
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*/
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export const UserProfile: React.FC<UserProfileProps> = ({ user }) => {
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return (
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<div className="user-profile">
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<h2>{user.name}</h2>
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<p>{user.email}</p>
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</div>
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);
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};
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```
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**Result**: Component matches your patterns automatically!
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---
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## Context Directory Structure
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```
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.opencode/context/
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├── core/ # Universal standards
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│ ├── standards/
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│ │ ├── code-quality.md # Modular, functional patterns
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│ │ ├── security-patterns.md # Security best practices
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│ │ ├── test-coverage.md # Testing standards
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│ │ └── documentation.md # Documentation patterns
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│ ├── workflows/
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│ │ ├── design-iteration.md # 4-stage UI design
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│ │ ├── task-delegation.md # Task delegation patterns
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│ │ ├── external-libraries.md # Library integration
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│ │ └── code-review.md # Code review process
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│ └── task-management/
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│ └── standards/
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│ └── task-schema.md # Task JSON schema
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│
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├── ui/ # Design & UX
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│ └── web/
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│ ├── ui-styling-standards.md # Tailwind + Flowbite
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│ ├── animation-patterns.md # Micro-interactions
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│ ├── react-patterns.md # React conventions
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│ └── design-systems.md # Design system principles
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│
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├── development/ # Language-specific
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│ ├── backend-navigation.md
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│ ├── ui-navigation.md
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│ └── [language-specific patterns]
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│
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└── project/ # YOUR custom patterns
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└── project-context.md # Edit this file!
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```
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---
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## What's Included in Core Context
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### 1. Code Quality Standards (`core/standards/code-quality.md`)
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**Teaches agents**:
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- Modular design principles
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- Functional programming patterns
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- Pure functions and immutability
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- Composition over inheritance
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- Naming conventions
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**Example**:
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```javascript
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// ✅ Pure function (from context)
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const add = (a, b) => a + b;
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// ❌ Impure (agents avoid this)
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let total = 0;
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const addToTotal = (value) => { total += value; };
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```
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### 2. Security Patterns (`core/standards/security-patterns.md`)
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**Teaches agents**:
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- Input validation
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- Authentication checks
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- Authorization patterns
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- Secure error handling
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- Logging best practices
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### 3. Design Iteration (`core/workflows/design-iteration.md`)
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**Teaches agents**:
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- 4-stage UI design workflow
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- Layout → Theme → Animation → Implementation
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- Approval gates at each stage
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- Design versioning strategy
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### 4. External Libraries (`core/workflows/external-libraries.md`)
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**Teaches agents**:
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- How to integrate external libraries
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- Common patterns for popular libraries
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- Configuration best practices
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- Dependency management
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### 5. UI Styling Standards (`ui/web/ui-styling-standards.md`)
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**Teaches agents**:
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- Tailwind CSS conventions
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- Flowbite component usage
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- Color palette standards
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- Responsive design patterns
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### 6. React Patterns (`ui/web/react-patterns.md`)
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**Teaches agents**:
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- Modern React hooks
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- Component composition
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- State management patterns
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- Performance optimization
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---
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## Adding Your Own Patterns
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### Step 1: Edit Your Project Context
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```bash
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# Open your project context file
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nano ~/.opencode/context/project/project-context.md
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```
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### Step 2: Add Your Patterns
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```markdown
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# Your Project Patterns
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## API Endpoint Pattern
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All API endpoints should follow this pattern:
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```typescript
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export async function POST(request: Request) {
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try {
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// 1. Parse and validate input
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const body = await request.json();
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if (!body.email) {
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return Response.json({ error: 'Email required' }, { status: 400 });
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}
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// 2. Check authentication
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const user = await auth.verify(request);
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if (!user) {
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return Response.json({ error: 'Unauthorized' }, { status: 401 });
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}
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// 3. Process request
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const result = await processRequest(body);
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// 4. Return response
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return Response.json({ success: true, data: result });
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} catch (error) {
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console.error('POST error:', error);
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return Response.json({ error: error.message }, { status: 500 });
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}
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}
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```
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## React Component Pattern
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All React components should:
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- Use TypeScript with strict mode
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- Export named component
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- Include JSDoc comments
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- Use React.FC type
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- Include prop validation
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```typescript
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interface UserCardProps {
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userId: string;
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onSelect?: (id: string) => void;
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}
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/**
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* UserCard - Displays user information in a card
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* @param props - Component props
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*/
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export const UserCard: React.FC<UserCardProps> = ({
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userId,
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onSelect
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}) => {
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const [user, setUser] = React.useState(null);
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React.useEffect(() => {
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fetchUser(userId).then(setUser);
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}, [userId]);
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return (
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<div className="user-card">
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<h3>{user?.name}</h3>
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<button onClick={() => onSelect?.(userId)}>
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Select
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</button>
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</div>
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);
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};
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```
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## Database Query Pattern
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All database queries should:
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- Use parameterized queries
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- Include error handling
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- Log important operations
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- Return typed results
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```typescript
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export async function getUserById(id: string) {
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try {
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const user = await db
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.select()
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.from(users)
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.where(eq(users.id, id))
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.limit(1);
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if (!user.length) {
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throw new Error('User not found');
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}
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return user[0];
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} catch (error) {
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console.error('getUserById error:', error);
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throw error;
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}
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}
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```
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## Security Checklist
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All endpoints must:
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- [ ] Validate user authentication
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- [ ] Check user permissions
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- [ ] Sanitize and validate inputs
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- [ ] Use parameterized queries
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- [ ] Implement rate limiting
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- [ ] Log security events
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- [ ] Handle errors securely
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- [ ] Use HTTPS only
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## Naming Conventions
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- **Files**: lowercase-with-dashes.ts
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- **Functions**: verbPhrases (getUser, validateEmail)
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- **Constants**: UPPER_CASE
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- **Types**: PascalCase
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- **Variables**: camelCase
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- **Predicates**: isValid, hasPermission, canAccess
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## Folder Structure
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```
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src/
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├── components/ # React components
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│ ├── common/ # Reusable components
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│ ├── features/ # Feature-specific components
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│ └── layouts/ # Layout components
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├── lib/ # Utilities and helpers
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├── api/ # API routes
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├── types/ # TypeScript types
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├── styles/ # Global styles
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└── hooks/ # Custom React hooks
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```
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```
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### Step 3: Agents Use Your Patterns
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When you ask an agent to create code, it will:
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1. Load your project context
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2. Follow your patterns
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3. Create code matching your style
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---
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## Real-World Examples
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### Example 1: Adding a Component Pattern
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**Your project context**:
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```markdown
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## Button Component Pattern
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All buttons should:
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- Use Tailwind classes
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- Include loading state
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- Support disabled state
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- Include accessibility attributes
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export const Button: React.FC<ButtonProps> = ({
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children,
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isLoading,
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disabled,
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...props
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}) => (
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<button
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disabled={disabled || isLoading}
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className="px-4 py-2 bg-blue-500 text-white rounded hover:bg-blue-600 disabled:opacity-50"
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aria-busy={isLoading}
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{...props}
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>
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{isLoading ? 'Loading...' : children}
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</button>
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);
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```
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**You ask**:
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```
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"Create a submit button for the login form"
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```
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**Agent creates**:
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```typescript
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export const SubmitButton: React.FC<SubmitButtonProps> = ({
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isLoading,
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disabled,
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}) => (
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<Button
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type="submit"
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isLoading={isLoading}
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disabled={disabled}
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>
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Sign In
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</Button>
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);
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```
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✅ Automatically follows your button pattern!
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### Example 2: Adding an API Pattern
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**Your project context**:
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```markdown
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## API Response Pattern
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All API responses should:
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- Return { success, data, error }
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- Include proper status codes
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- Log all requests
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- Validate input
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export async function POST(request: Request) {
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try {
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const body = await request.json();
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// Validate
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if (!body.email) {
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return Response.json(
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{ success: false, error: 'Email required' },
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{ status: 400 }
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);
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}
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// Process
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const result = await process(body);
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// Return
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return Response.json({ success: true, data: result });
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} catch (error) {
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return Response.json(
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{ success: false, error: error.message },
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{ status: 500 }
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);
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}
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}
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```
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**You ask**:
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```
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"Create an API endpoint to create a new user"
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```
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**Agent creates**:
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```typescript
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export async function POST(request: Request) {
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try {
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const body = await request.json();
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// Validate
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if (!body.email || !body.password) {
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return Response.json(
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{ success: false, error: 'Email and password required' },
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{ status: 400 }
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);
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}
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// Process
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const user = await createUser(body);
|
|
|
|
// Return
|
|
return Response.json({ success: true, data: user });
|
|
} catch (error) {
|
|
return Response.json(
|
|
{ success: false, error: error.message },
|
|
{ status: 500 }
|
|
);
|
|
}
|
|
}
|
|
```
|
|
|
|
✅ Automatically follows your API pattern!
|
|
|
|
### Example 3: Adding a Security Pattern
|
|
|
|
**Your project context**:
|
|
```markdown
|
|
## Security Requirements
|
|
|
|
All endpoints must:
|
|
- Verify user authentication
|
|
- Check user permissions
|
|
- Validate all inputs
|
|
- Use parameterized queries
|
|
- Log security events
|
|
|
|
Example:
|
|
```typescript
|
|
export async function POST(request: Request) {
|
|
// 1. Verify authentication
|
|
const user = await auth.verify(request);
|
|
if (!user) {
|
|
return Response.json({ error: 'Unauthorized' }, { status: 401 });
|
|
}
|
|
|
|
// 2. Check permissions
|
|
if (!user.isAdmin) {
|
|
return Response.json({ error: 'Forbidden' }, { status: 403 });
|
|
}
|
|
|
|
// 3. Validate input
|
|
const body = await request.json();
|
|
if (!validateInput(body)) {
|
|
return Response.json({ error: 'Invalid input' }, { status: 400 });
|
|
}
|
|
|
|
// 4. Log security event
|
|
console.log(`Admin action by ${user.id}: create-user`);
|
|
|
|
// 5. Process
|
|
const result = await process(body);
|
|
return Response.json({ success: true, data: result });
|
|
}
|
|
```
|
|
```
|
|
|
|
**You ask**:
|
|
```
|
|
"Create an admin endpoint to delete a user"
|
|
```
|
|
|
|
**Agent creates**:
|
|
```typescript
|
|
export async function DELETE(request: Request) {
|
|
// 1. Verify authentication
|
|
const user = await auth.verify(request);
|
|
if (!user) {
|
|
return Response.json({ error: 'Unauthorized' }, { status: 401 });
|
|
}
|
|
|
|
// 2. Check permissions
|
|
if (!user.isAdmin) {
|
|
return Response.json({ error: 'Forbidden' }, { status: 403 });
|
|
}
|
|
|
|
// 3. Validate input
|
|
const { userId } = await request.json();
|
|
if (!userId) {
|
|
return Response.json({ error: 'User ID required' }, { status: 400 });
|
|
}
|
|
|
|
// 4. Log security event
|
|
console.log(`Admin action by ${user.id}: delete-user ${userId}`);
|
|
|
|
// 5. Process
|
|
await deleteUser(userId);
|
|
return Response.json({ success: true });
|
|
}
|
|
```
|
|
|
|
✅ Automatically includes all security checks!
|
|
|
|
---
|
|
|
|
## Context Best Practices
|
|
|
|
### 1. Keep It Organized
|
|
|
|
```markdown
|
|
# Your Project Patterns
|
|
|
|
## Components
|
|
[Component patterns]
|
|
|
|
## API Endpoints
|
|
[API patterns]
|
|
|
|
## Database
|
|
[Database patterns]
|
|
|
|
## Security
|
|
[Security requirements]
|
|
|
|
## Naming
|
|
[Naming conventions]
|
|
|
|
## Folder Structure
|
|
[Folder structure]
|
|
```
|
|
|
|
### 2. Include Real Examples
|
|
|
|
```markdown
|
|
## Good ✅
|
|
export const Button: React.FC<Props> = ({ ... }) => {
|
|
// Real example from your project
|
|
};
|
|
|
|
## Bad ❌
|
|
export const Button = (props) => {
|
|
// Generic example
|
|
};
|
|
```
|
|
|
|
### 3. Be Specific
|
|
|
|
```markdown
|
|
## Good ✅
|
|
All API endpoints must:
|
|
- Validate input with Zod
|
|
- Return { success, data, error }
|
|
- Log with console.error for errors
|
|
- Use 400 for validation, 401 for auth, 500 for server
|
|
|
|
## Bad ❌
|
|
All API endpoints should be good
|
|
```
|
|
|
|
### 4. Update Regularly
|
|
|
|
When you change patterns:
|
|
1. Update `project-context.md`
|
|
2. Agents will use new patterns immediately
|
|
3. No need to restart anything
|
|
|
|
---
|
|
|
|
## Troubleshooting
|
|
|
|
### Problem: Agent isn't following my patterns
|
|
|
|
**Solution**:
|
|
1. Check that `project-context.md` exists
|
|
2. Verify the pattern is clearly written
|
|
3. Include a real example
|
|
4. Ask agent to "follow project patterns"
|
|
|
|
### Problem: Agent uses old patterns
|
|
|
|
**Solution**:
|
|
1. Update `project-context.md`
|
|
2. Restart the agent
|
|
3. Ask agent to "load latest context"
|
|
|
|
### Problem: Pattern is too complex
|
|
|
|
**Solution**:
|
|
1. Break into smaller patterns
|
|
2. Include step-by-step example
|
|
3. Add comments explaining why
|
|
|
|
### Problem: Agent creates code that doesn't match
|
|
|
|
**Solution**:
|
|
1. Check if pattern is in `project-context.md`
|
|
2. Verify pattern is specific enough
|
|
3. Ask agent to "review against project patterns"
|
|
4. Provide feedback to refine pattern
|
|
|
|
---
|
|
|
|
## Advanced: Context Hierarchy
|
|
|
|
Agents load context in this order:
|
|
|
|
1. **Core Standards** (universal patterns)
|
|
- `core/standards/code-quality.md`
|
|
- `core/standards/security-patterns.md`
|
|
|
|
2. **Workflows** (how to do things)
|
|
- `core/workflows/design-iteration.md`
|
|
- `core/workflows/external-libraries.md`
|
|
|
|
3. **Domain-Specific** (language/framework)
|
|
- `development/[language]/patterns.md`
|
|
- `ui/web/react-patterns.md`
|
|
|
|
4. **Project-Specific** (YOUR patterns) ← Most important!
|
|
- `project/project-context.md`
|
|
|
|
**Project context overrides everything else!**
|
|
|
|
---
|
|
|
|
## Summary
|
|
|
|
**Context is your secret weapon** for AI-assisted development:
|
|
|
|
✅ **Automatic pattern following** - No manual configuration
|
|
✅ **Consistent code** - All code matches your style
|
|
✅ **Team alignment** - Everyone follows same patterns
|
|
✅ **Easy updates** - Change patterns once, agents use everywhere
|
|
✅ **Living documentation** - Patterns stay in sync with code
|
|
|
|
**Get started**:
|
|
1. Edit `~/.opencode/context/project/project-context.md`
|
|
2. Add your patterns with examples
|
|
3. Ask agents to create code
|
|
4. Watch them follow your patterns automatically!
|
|
|
|
---
|
|
|
|
## Next Steps
|
|
|
|
1. **Review** your current coding patterns
|
|
2. **Document** them in `project-context.md`
|
|
3. **Include** real examples from your project
|
|
4. **Test** by asking agents to create code
|
|
5. **Refine** patterns based on results
|
|
|
|
Your agents will become better and better as your context improves!
|