760 lines
21 KiB
Markdown
760 lines
21 KiB
Markdown
# The OpenCode Agent System Blueprint
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_Build Intelligent Workflow Systems with Context-Aware AI_
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## The Golden Rule
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**Context flows in one direction: Commands load context immediately, Agents can look up additional context deterministically.**
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Like a well-organized library: the librarian (command) brings you the right books immediately, but you (agent) can look up specific references when needed.
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## How @ Symbol Context Loading Works (FUNDAMENTAL)
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### The Magic of Automatic Context Injection
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When you create a slash command with @ references, OpenCode automatically loads that context into the agent's memory BEFORE the agent starts thinking:
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```markdown
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# .opencode/command/create-component.md
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---
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name: create-component
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agent: simple-coder
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---
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You are creating React components following our patterns.
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**Request:** $ARGUMENTS
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@.opencode/context/frontend/react-patterns.md
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@.opencode/context/styling/design-system.md
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@.opencode/context/core/validation-patterns.md
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Create the component now.
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```
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**What happens when user types `/create-component "user profile card"`:**
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1. ✅ OpenCode reads the command file
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2. ✅ **Automatically loads** react-patterns.md, design-system.md, validation-patterns.md
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3. ✅ **Injects all context** into the agent's working memory
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4. ✅ Agent receives: user request + all loaded context + instructions
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5. ✅ Agent can immediately use patterns without looking them up
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### Why This Mechanism Is Powerful
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**❌ Without @ loading:**
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```
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Agent: "I need to create a component but don't know your patterns. Let me search..."
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→ Agent uses generic patterns or has to look up files
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→ Inconsistent results, slower execution
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```
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**✅ With @ loading:**
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```
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Agent: "I have your React patterns, design system, and validation rules loaded. Creating component..."
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→ Agent immediately follows your exact patterns
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→ Consistent, fast, high-quality results
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```
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### Context Loading Strategy
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**Base Context (Always Load):**
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```markdown
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@.opencode/context/core/essential-patterns.md
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@.opencode/context/architecture/project-structure.md
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```
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**Domain-Specific Context (Load Based on Command Purpose):**
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```markdown
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# Frontend commands
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@.opencode/context/frontend/react-patterns.md
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@.opencode/context/styling/design-system.md
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# Backend commands
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@.opencode/context/backend/server-patterns.md
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@.opencode/context/database/query-patterns.md
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# Testing commands
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@.opencode/context/testing/test-patterns.md
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```
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### Dynamic Context Loading
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```markdown
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# Advanced: Conditional context based on request analysis
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@.opencode/context/core/essential-patterns.md
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!`if echo "$ARGUMENTS" | grep -i "component\|ui" > /dev/null; then echo "@.opencode/context/frontend/react-patterns.md"; fi`
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!`if echo "$ARGUMENTS" | grep -i "database\|query" > /dev/null; then echo "@.opencode/context/database/query-patterns.md"; fi`
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```
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### Best Practices for @ Context Loading
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1. **Load 2-4 context files maximum** (prevent cognitive overload)
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2. **Always include core patterns** (essential-patterns.md)
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3. **Load domain-specific patterns** based on command purpose
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4. **Keep context files focused** (50-150 lines each)
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5. **Use conditional loading** for dynamic context selection
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### Why This Architecture Matters
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Understanding @ symbol auto-loading is crucial because:
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- **It's the foundation** of how agents get consistent context
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- **It determines command design** - you must anticipate what context agents need
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- **It explains the architecture** - why commands are "smart loaders" and agents are "focused executors"
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- **It guides best practices** - load the right context, not too much, not too little
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**This mechanism is what makes the system "intelligent" - agents always start with the right knowledge instead of having to discover it.**
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## Core Principles
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### 1. Single-Level Context Loading
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**OpenCode processes `@` references only in command templates, NOT recursively in file contents.**
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```markdown
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# ✅ This works (in command template)
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@.opencode/context/frontend/patterns.md
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@.opencode/context/styling/design-system.md
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# ❌ This doesn't work (inside patterns.md file)
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# If patterns.md contains @other-file.md, it's treated as plain text
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```
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**Critical Implication**: Commands must load ALL necessary context upfront using @ references. Agents can look up additional files using tools (read, grep, glob), but cannot use @ loading themselves.
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### 2. Deterministic vs Non-Deterministic Behavior
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- **Commands**: Non-deterministic - analyze requests and load appropriate context
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- **Agents**: Deterministic - predictable behavior, can look up additional context
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### 3. Context Optimization
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- **Maximum 4 context files per command** (250-450 lines total)
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- **50-150 lines per context file** (optimal range)
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- **Always load core patterns** + request-specific context
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## The 5-Part Intelligent System
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### 1. Commands (.opencode/command/)
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**What:** Entry points that load immediate context based on request analysis
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**Rule:** Commands are non-deterministic - they adapt context to the request
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```
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/workflow → Intelligent routing with dynamic context
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/plan-task → Task planning with architecture context
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/execute-task → Step execution with progress tracking
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/create-frontend-component → UI development with styling + frontend context
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/create-backend-operation → Server logic with backend + database context
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/create-database-operation → Database queries with focused database context
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/review-completion → Quality assurance with minimal context
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/validate-with-tests → Automated testing with testing context
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```
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**Command Structure Pattern:**
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```markdown
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---
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name: command-name
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agent: target-agent
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description: "What this command does"
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---
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You are [doing specific task]. [Direct instructions to agent].
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**Request:** $ARGUMENTS
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**Your Instructions:**
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1. **ANALYZE** the request...
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2. **IMPLEMENT** following patterns...
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3. **VALIDATE** the results...
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**Context Loaded:**
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@.opencode/context/core/essential-patterns.md
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@.opencode/context/[domain]/[specific-patterns].md
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@.opencode/context/architecture/architecture-lite.md
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**Success Criteria:**
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- [Specific measurable outcomes]
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Execute this [task type] now.
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```
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### 2. Agents (.opencode/agent/)
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**What:** Deterministic AI workers with specific capabilities
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**Rule:** Agents can look up additional context but are predictable in behavior
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```
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Primary Agents:
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├── workflow-orchestrator.md → Routes requests and analyzes complexity
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├── task-planner.md → Creates detailed task plans with file tracking
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├── task-executor.md → Executes planned steps systematically
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├── post-flight-reviewer.md → Reviews completed work for compliance
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└── simple-coder.md → Implements focused development tasks
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Subagents (Specialized):
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├── subagents/code-reviewer.md → Security and quality reviews (read-only)
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├── subagents/test-writer.md → Test creation and validation (reports issues)
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├── subagents/pattern-finder.md → Discovers existing implementations
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└── subagents/doc-writer.md → Documentation creation and updates
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```
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**Agent Structure Pattern:**
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```markdown
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---
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description: "What this agent does"
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mode: primary|subagent
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model: claude-4-sonnet
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temperature: 0.1-0.3
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tools:
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read: true|false
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edit: true|false
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write: true|false
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bash: true|false
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task: true|false
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permissions:
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edit:
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"**/*.env*": "deny"
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"**/*.secret": "deny"
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---
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You are [specific role]. [Direct instructions for behavior].
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**EXECUTE** this [process type] for every [task type]:
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**1. [ACTION]** the [subject]:
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- [Specific instruction 1]
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- [Specific instruction 2]
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**2. [ACTION]** the [subject]:
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- [Specific instruction 1]
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- [Specific instruction 2]
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**RULES**:
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- **ALWAYS** [critical requirement]
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- **NEVER** [forbidden action]
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- **ONLY** [scope limitation]
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Execute [task type] now.
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```
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### 3. Context (.opencode/context/)
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**What:** Layered knowledge system with focused domains
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**Rule:** Single-level loading - no recursive context references
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```
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context/
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├── core/
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│ └── essential-patterns.md (76 lines - always loaded)
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├── architecture/
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│ └── architecture-lite.md (74 lines - project structure)
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├── frontend/
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│ ├── frontend-patterns.md (230 lines - React patterns)
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│ └── styling/design-system.md (122 lines - UI standards)
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├── backend/
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│ ├── backend-patterns.md (326 lines → split into focused files)
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│ └── server-actions.md (100 lines - focused server action patterns)
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├── database/
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│ └── database-queries.md (207 lines - query patterns)
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├── security/
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│ └── security-patterns.md (205 lines - auth patterns)
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├── testing/
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│ ├── testing-patterns.md (322 lines → split)
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│ └── unit-testing.md (100 lines - focused test patterns)
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└── debugging/
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└── common-errors.md (304 lines → split by error type)
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```
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**Context File Structure Pattern:**
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````markdown
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**[ACTION]** [subject] using these exact patterns:
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**[PATTERN NAME]** - [When to use]:
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```[language]
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// Example code with clear comments
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// Showing exactly what to do
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```
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````
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**[ANOTHER PATTERN]** - [When to use]:
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```[language]
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// Another example
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```
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**RULES**:
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- **ALWAYS** [critical requirement]
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- **NEVER** [forbidden action]
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- **USE** [specific tools/methods]
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```
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### 4. Task Management (tasks/)
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**What:** File-based progress tracking with checkbox systems
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**Rule:** Every complex task gets a plan file with step-by-step tracking
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```
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tasks/
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├── features/ # Feature development
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│ └── [feature-name]/
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│ ├── task-plan.md # Main plan with checkboxes
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│ ├── execution-log.md # Detailed progress log
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│ └── review-report.md # Post-flight review
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├── fixes/ # Bug fixes
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│ └── [issue-name]/
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│ ├── task-plan.md
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│ └── fix-report.md
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├── improvements/ # Code improvements
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│ └── [improvement-name]/
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└── single/ # Simple tasks
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└── [task-name].md
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````
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**Task Plan File Structure:**
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```markdown
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# Task: [Task Name]
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## Overview
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**Request**: [Original user request]
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**Complexity**: [Simple/Medium/Complex]
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**Estimated Duration**: [Time estimate]
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**Dependencies**: [List any blocking requirements]
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## Task Breakdown
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### Phase 1: [Phase Name]
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- [ ] **Step 1.1**: [Specific action]
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- **Agent**: @[agent-name]
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- **Context**: [Required context files]
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- **Validation**: [How to verify completion]
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- **Duration**: [Time estimate]
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- [ ] **Step 1.2**: [Specific action]
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- **Agent**: @[agent-name]
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- **Context**: [Required context files]
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- **Validation**: [How to verify completion]
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- **Duration**: [Time estimate]
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## Quality Gates
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- [ ] **Build Validation**: TypeScript compilation passes
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- [ ] **Code Review**: Security and quality review completed
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- [ ] **Testing**: All tests pass and coverage adequate
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- [ ] **Integration**: Feature works end-to-end
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## Acceptance Criteria
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- [ ] [Specific requirement 1]
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- [ ] [Specific requirement 2]
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## Progress Tracking
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**Started**: [Date/Time]
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**Last Updated**: [Date/Time]
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**Status**: [Planning/In Progress/Review/Complete]
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**Completed Steps**: 0/[Total Steps]
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````
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### 5. Workflow Orchestration
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**What:** Multi-agent coordination with quality gates
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**Rule:** Complex workflows use multiple agents with validation checkpoints
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```
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Workflow Types:
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├── Simple (< 30 min) → Direct execution with focused context
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├── Medium (30min-2hrs) → Task planning with step tracking
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└── Complex (> 2hrs) → Multi-phase with quality gates
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Quality Gates:
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├── Build Validation → TypeScript, linting, build checks
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├── Code Review → Security and quality assessment
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├── Testing → Automated test execution
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└── Post-Flight Review → Instruction compliance verification
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```
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## System Flow (Intelligent Workflow Management)
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```mermaid
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flowchart TD
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A[User Request] --> B[Workflow Orchestrator]
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B --> C{Analyze Request}
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C --> D{Complexity?}
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D -->|Simple| E[Direct Execution]
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D -->|Complex| F[Task Planning]
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E --> G[Load Focused Context]
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G --> H[Execute with Agent]
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H --> I[Validate Results]
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I --> J[Complete]
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F --> K[Create Task Plan File]
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K --> L[Step-by-Step Execution]
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L --> M[Update Progress Tracking]
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M --> N{More Steps?}
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N -->|Yes| O[Next Step]
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N -->|No| P[Quality Gates]
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O --> L
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P --> Q[Post-Flight Review]
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Q --> R[Mark Complete]
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style A fill:#E6F3FF
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style J fill:#E6FFE6
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style R fill:#E6FFE6
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```
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## Context Loading Strategy
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### Dynamic Context Loading Pattern
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```markdown
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# In workflow orchestrator
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**ANALYZE** request: "$ARGUMENTS"
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**BASE CONTEXT** (always loaded):
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@.opencode/context/core/essential-patterns.md
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@.opencode/context/architecture/architecture-lite.md
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**CONDITIONAL CONTEXT** (based on request analysis):
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!`if echo "$ARGUMENTS" | grep -i -E "(component|ui|frontend)" > /dev/null; then echo "@.opencode/context/styling/design-system.md"; fi`
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!`if echo "$ARGUMENTS" | grep -i -E "(server|backend|action)" > /dev/null; then echo "@.opencode/context/backend/server-actions.md"; fi`
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!`if echo "$ARGUMENTS" | grep -i -E "(database|query|data)" > /dev/null; then echo "@.opencode/context/database/database-queries.md"; fi`
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```
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### Context Size Guidelines
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- **✅ Optimal**: 50-150 lines (focused, actionable patterns)
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- **⚠️ Acceptable**: 150-250 lines (comprehensive but manageable)
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- **❌ Too Large**: 250+ lines (should be split into focused files)
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### Context Loading Rules
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1. **Always load core patterns** (essential-patterns.md + architecture-lite.md)
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2. **Maximum 4 context files** per command (prevent overload)
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3. **Load based on request analysis** (dynamic, not static)
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4. **Use bash commands** for conditional loading
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## Implementation Guide
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### Step 1: Create Your Workflow Commands
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```markdown
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# Essential Commands to Create:
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/workflow # Main entry with intelligent routing
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/plan-task # Complex task breakdown
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/execute-task # Step-by-step execution
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/create-frontend-component # UI development
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/create-backend-operation # Server logic
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/review-completion # Quality assurance
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```
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### Step 2: Build Your Agent System
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```markdown
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# Core Agents Needed:
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workflow-orchestrator.md # Request analysis and routing
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task-planner.md # Detailed planning with file tracking
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task-executor.md # Step execution with progress updates
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post-flight-reviewer.md # Compliance and quality review
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simple-coder.md # Focused implementation work
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# Specialized Subagents:
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subagents/code-reviewer.md # Security and quality (read-only)
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subagents/test-writer.md # Test creation (reports issues)
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```
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### Step 3: Structure Your Context
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```markdown
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# Context Organization:
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core/essential-patterns.md # Always loaded (76 lines)
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architecture/architecture-lite.md # Project structure (74 lines)
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frontend/frontend-patterns.md # React patterns (230 lines)
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styling/design-system.md # UI standards (122 lines)
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backend/server-actions.md # Server patterns (100 lines)
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database/database-queries.md # Query patterns (207 lines)
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```
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### Step 4: Implement Task Management
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```markdown
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# Task File Structure:
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tasks/features/[name]/task-plan.md # Main planning file
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tasks/features/[name]/review-report.md # Post-completion review
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tasks/fixes/[name]/task-plan.md # Bug fix planning
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tasks/single/[name].md # Simple tasks
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```
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### Step 5: Add Quality Gates
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```markdown
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# Automated Validation:
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!`pnpm tsc --noEmit` # TypeScript check
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!`pnpm lint` # Code quality
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!`pnpm build` # Build validation
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!`pnpm test` # Test execution
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```
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## Best Practices
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### Context Management
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1. **Keep context files focused** (50-150 lines)
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2. **Use single-level loading** (no recursive `@` references)
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3. **Load dynamically** based on request analysis
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4. **Always include core patterns** + architecture
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### Agent Design
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1. **Make agents deterministic** (predictable behavior)
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2. **Give clear, direct instructions** (not documentation)
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3. **Separate concerns** (one agent, one responsibility)
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4. **Use structured response formats**
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### Task Management
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1. **Break complex work into steps** (15-30 minutes each)
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2. **Use checkbox tracking** for progress visibility
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3. **Include validation criteria** for each step
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4. **Implement quality gates** at key milestones
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### Workflow Orchestration
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1. **Analyze before routing** (complexity and domain)
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2. **Use appropriate workflows** (simple vs complex)
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3. **Coordinate multiple agents** for complex tasks
|
|
4. **Validate at every step** (build, test, review)
|
|
|
|
## System Architecture
|
|
|
|
```mermaid
|
|
graph TB
|
|
subgraph "User Interface"
|
|
CMD["/workflow<br/>/plan-task<br/>/execute-task"]
|
|
end
|
|
|
|
subgraph ".opencode/command/"
|
|
C1[workflow.md]
|
|
C2[plan-task.md]
|
|
C3[execute-task.md]
|
|
C4[create-frontend-component.md]
|
|
C5[create-backend-operation.md]
|
|
end
|
|
|
|
subgraph ".opencode/agent/"
|
|
A1[workflow-orchestrator.md]
|
|
A2[task-planner.md]
|
|
A3[task-executor.md]
|
|
A4[simple-coder.md]
|
|
A5[post-flight-reviewer.md]
|
|
end
|
|
|
|
subgraph ".opencode/context/"
|
|
CTX1[core/essential-patterns.md]
|
|
CTX2[architecture/architecture-lite.md]
|
|
CTX3[frontend/frontend-patterns.md]
|
|
CTX4[backend/server-actions.md]
|
|
CTX5[database/database-queries.md]
|
|
end
|
|
|
|
subgraph "tasks/"
|
|
T1[features/[name]/task-plan.md]
|
|
T2[fixes/[name]/task-plan.md]
|
|
T3[single/[name].md]
|
|
end
|
|
|
|
CMD --> C1
|
|
CMD --> C2
|
|
CMD --> C3
|
|
|
|
C1 --> A1
|
|
C2 --> A2
|
|
C3 --> A3
|
|
C4 --> A4
|
|
C5 --> A4
|
|
|
|
A1 --> CTX1
|
|
A1 --> CTX2
|
|
A2 --> CTX2
|
|
A3 --> CTX1
|
|
A4 --> CTX3
|
|
A4 --> CTX4
|
|
|
|
A2 --> T1
|
|
A3 --> T1
|
|
A3 --> T2
|
|
```
|
|
|
|
## Using the System (User Guide)
|
|
|
|
### How Slash Commands Work
|
|
|
|
**Slash commands automatically inject context into agents using @ references:**
|
|
|
|
```bash
|
|
# User types this:
|
|
/create-component "user profile card with avatar upload"
|
|
|
|
# OpenCode automatically:
|
|
# 1. Loads the command file: .opencode/command/create-component.md
|
|
# 2. Reads all @ referenced context files
|
|
# 3. Injects context + user request into the agent
|
|
# 4. Agent starts with full knowledge of your patterns
|
|
```
|
|
|
|
### Basic Commands
|
|
|
|
- `/workflow "your request"` - Main entry point for any development task
|
|
- `/plan-task "complex feature"` - For multi-step planning
|
|
- `/execute-task` - Continue working on planned tasks
|
|
|
|
### Command Examples
|
|
|
|
- `/workflow "Create a user profile component with form validation"`
|
|
- `/create-frontend-component "Dashboard header with user menu"`
|
|
- `/review-completion` - Check completed work for quality
|
|
|
|
### When to Use Which Command
|
|
|
|
- Simple tasks (< 30 min) → `/workflow`
|
|
- Complex features → `/plan-task` then `/execute-task`
|
|
- Specialized work → `/create-frontend-component`, `/create-backend-operation`
|
|
|
|
### Why This Works Better Than Chat
|
|
|
|
- **Consistent patterns**: Agents always use YOUR coding standards
|
|
- **Faster execution**: No time spent discovering or asking about patterns
|
|
- **Quality results**: Context-aware from the first response
|
|
- **Scalable knowledge**: Add new patterns once, use everywhere
|
|
|
|
## Quick Start Implementation
|
|
|
|
### 1. Start with Core System
|
|
|
|
```bash
|
|
# Create essential structure
|
|
mkdir -p .opencode/{command,agent,context/{core,architecture}}
|
|
mkdir -p tasks/{features,fixes,single}
|
|
```
|
|
|
|
### 2. Create Main Entry Point
|
|
|
|
```markdown
|
|
# .opencode/command/workflow.md
|
|
|
|
---
|
|
|
|
name: workflow
|
|
agent: workflow-orchestrator
|
|
|
|
---
|
|
|
|
You are analyzing requests and routing to optimal workflows.
|
|
|
|
**Request:** $ARGUMENTS
|
|
|
|
**Context Loaded:**
|
|
@.opencode/context/core/essential-patterns.md
|
|
@.opencode/context/architecture/architecture-lite.md
|
|
|
|
Route to appropriate specialized workflow now.
|
|
```
|
|
|
|
### 3. Build Workflow Orchestrator
|
|
|
|
```markdown
|
|
# .opencode/agent/workflow-orchestrator.md
|
|
|
|
---
|
|
|
|
description: "Routes requests to specialized workflows"
|
|
mode: primary
|
|
tools: [read, grep, glob, task]
|
|
|
|
---
|
|
|
|
You are analyzing requests and routing to specialized workflows.
|
|
|
|
**ANALYZE** the request and **ROUTE** to appropriate command:
|
|
|
|
- Feature development → /plan-task or /create-frontend-component
|
|
- Bug fixes → /fix-issue
|
|
- Code review → /review-code
|
|
|
|
Execute routing now.
|
|
```
|
|
|
|
### 4. Add Essential Context
|
|
|
|
````markdown
|
|
# .opencode/context/core/essential-patterns.md
|
|
|
|
**CORE PATTERNS** - Essential patterns for all development:
|
|
|
|
**AUTHENTICATION PATTERN**:
|
|
|
|
```typescript
|
|
const user = await getCurrentUser();
|
|
if (!user) return { error: "Unauthorized" };
|
|
```
|
|
````
|
|
|
|
**VALIDATION PATTERN**:
|
|
|
|
```typescript
|
|
const validated = schema.safeParse(data);
|
|
if (!validated.success) return { error: "Validation failed" };
|
|
```
|
|
|
|
````
|
|
|
|
### 5. Test Your System
|
|
```bash
|
|
# Test the workflow
|
|
/workflow "Create a user profile component"
|
|
# Should route to appropriate workflow with right context
|
|
````
|
|
|
|
## Remember
|
|
|
|
1. **Context flows one direction** - Commands load immediately, Agents look up deterministically
|
|
2. **Keep context focused** - 50-150 lines per file, maximum 4 files per command
|
|
3. **Make agents predictable** - Deterministic behavior with clear instructions
|
|
4. **Track everything** - File-based task management with checkbox progress
|
|
5. **Validate continuously** - Quality gates and post-flight reviews
|
|
6. **Start simple** - Build core system first, add complexity gradually
|
|
|
|
---
|
|
|
|
_Think of this system like a professional development team: each member has a specific role, they communicate clearly, they track their work systematically, and they validate quality at every step._
|