myworkspace/docs/multi-agent-workflow-summary.md

# Multi-Agent Workflow Integration Summary

This document provides a complete overview of integrating additional agents into your Cline workflow for more autonomous iteration.

## Executive Summary

You asked to improve your coding workflow by leveraging additional agents for autonomous iteration on well-defined problems. The goal is to reduce hand-holding of Cline while maintaining oversight and quality control.

### Key Outcomes

1. **Refined Cline guidance** - Updated `.clinerules` with agent orchestration patterns
2. **Tool identification** - OpenCode (primary), Aider (quick tasks), Playwright (browser tests), E2B (optional sandboxing)
3. **Progress monitoring** - Time estimates, checkpoint reviews, re-think triggers defined
4. **Proof of Concept ready** - LinkdingSync test harness documentation prepared

## Tool Evaluation Summary

| Tool | Role | When to Use | Notes |
|------|------|-------------|-------|
| **OpenCode** | Primary autonomous agent | Test harness iteration, debugging loops, multi-file refactoring | Self-hosted, reads AGENTS.md |
| **Aider** | Quick task assistant | Simple edits, one-off fixes | Fast, minimal overhead |
| **Playwright** | Browser automation | E2E testing, API call simulation | Used by OpenCode/Aider |
| **E2B** | Sandboxed execution | Optional, for safe code running | Consider if needed |

**Claude Code** was intentionally not recommended as it's Anthropic-specific and you prefer self-hosted models.

## Integration Mechanisms

### 1. `.clinerules` - Global Guidance

**Location:** `n:\Data\Users\David\MyWorkspace\.clinerules`

**Purpose:** Always-on guidance for all projects

**What's included:**
- Agent overview and roles
- Handoff protocol (when to delegate)
- Progress monitoring thresholds
- Time estimate guidelines (2x/3x re-think triggers)
- Project file conventions

### 2. Workflows - Task Templates

**Location:** Project-specific markdown files

**Purpose:** Step-by-step task definitions for Cline to orchestrate

**Example:** `task-delegate-to-opencode.md`

```markdown
# task-delegate-to-opencode.md

## Step 1
Gather acceptance criteria from user or task brief

## Step 2
Write or update AGENTS.md with project context

## Step 3
Create task brief in `<root>/task-brief.md`

## Step 4
Launch OpenCode with: `opencode --task task-brief.md`

## Step 5
Review output and approve changes

## Step 6
Mark task as complete in tasks.md
```

### 3. Hooks - Pre/Post Action Enforcement

**Available in Cline:** Yes (via Ghost.io/cine-v3-36-hooks)

**Purpose:** Run at known workflow moments

**Example use cases:**
- Detect when task has >3 test failures → Suggest OpenCode handoff
- Inject AGENTS.md content before task launch
- Validate operation before execution

**Note:** Hook implementation requires Cline extension configuration. Documented in `.clinerules` as conceptual guidance.

### 4. Skills - Contextual Expertise

**Available in Cline:** Yes

**Purpose:** On-demand knowledge injection

**Example use cases:**
- Add Playwright expertise before browser test tasks
- Inject API documentation before integration tasks
- Load project architecture notes before major changes

**Note:** Skill implementation via system prompts or context injection. Documented conceptually in `.clinerules`.

## Project Memory Files

| File | Purpose | Who Writes | Who Reads |
|------|---------|------------|-----------|
| `AGENTS.md` | Project context (build, test, conventions) | Cline | All agents |
| `task-brief.md` | Current task specification | Cline | OpenCode/Aider |
| `.clinerules` | Project-specific guidance | Cline | Cline only |
| `TODOs.txt` | Task tracking | Any | All |
| `tasks.md` | Detailed task progress | Any | All |

## Workflow Diagram

```
┌─────────────────────────────────────────────────────────────────┐
│                    TASK INITIATION (CLINE)                       │
│  - Define task and acceptance criteria                           │
│  - Create/update task-brief.md                                   │
│  - Create/update AGENTS.md                                        │
└─────────────────────────────────────────────────────────────────┘
                              ↓
┌─────────────────────────────────────────────────────────────────┐
│                    ORCHESTRATION (CLINE)                         │
│  - Review .clinerules for guidance                               │
│  - Decide: direct Cline OR delegate to agent                     │
│  - Record time estimate and checkpoint plan                      │
└─────────────────────────────────────────────────────────────────┘
                              ↓
┌─────────────────────────────────────────────────────────────────┐
│               AUTONOMOUS ITERATION (OPENCODE/AIDER)              │
│  - Read AGENTS.md for project context                            │
│  - Execute task per task-brief.md                                │
│  - Run tests repeatedly until stable                             │
│  - Report on progress or blockers                                │
└─────────────────────────────────────────────────────────────────┘
                              ↓
┌─────────────────────────────────────────────────────────────────┐
│                   CHECKPOINT REVIEW (CLINE)                      │
│  - Review progress at 50% and 90% of estimate                    │
│  - Detect stuck loops or blockers                                │
│  - Decide: continue, re-think, or escalate                      │
└─────────────────────────────────────────────────────────────────┘
                              ↓
┌─────────────────────────────────────────────────────────────────┐
│              INTEGRATION & APPROVAL (CLINE)                      │
│  - Review diff from agent work                                   │
│  - Approve/reject changes                                        │
│  - Add final product-level refinements                           │
│  - Commit and push to git                                        │
└─────────────────────────────────────────────────────────────────┘
```

## Next Steps for Implementation

### Phase 1: Setup (Immediate)

1. **Install OpenCode:**
   ```bash
   npm install -g @anthropic-ai/claude-code
   ```

2. **Install Aider:**
   ```bash
   pip install aider-chat
   ```

3. **Install Playwright:**
   ```bash
   npm install -D @playwright/test
   npx playwright install
   ```

4. **Update existing projects:**
   - Create `AGENTS.md` in Linkding Browser Extension
   - Document build/test commands
   - Add architecture notes

### Phase 2: Test Workflow (Short Term)

1. **Create proof of concept task brief:**
   - Task: "Increase Playwright test coverage for LinkdingSync"
   - Document acceptance criteria
   - Set time estimate

2. **Run OpenCode session:**
   ```bash
   opencode --task task-brief.md
   ```

3. **Monitor checkpoints:**
   - Review at 50% of estimated time
   - Review at 90% of estimated time
   - Re-evaluate if time > 2x estimate

4. **Integrate results:**
   - Review changes in VSCodium
   - Approve/reject as needed
   - Document lessons in `docs/`

### Phase 3: Refine & Scale (Medium Term)

1. **Document what works/doesn't work**
2. **Create reusable task templates**
3. **Add hooks to `.clinerules` if needed**
4. **Evaluate E2B for sandboxing use cases**

## Quick Reference Commands

### Launch OpenCode
```bash
opencode --task task-brief.md
```

### Launch Aider
```bash
aider
```

### Run Playwright Tests
```bash
npx playwright test
```

### Check Git Status
```bash
git log --oneline -10
git status
```

## Documentation Created

| File | Location | Purpose |
|------|----------|---------|
| `.clinerules` | Workspace root | Global agent guidance |
| `docs/agent-tools-installation.md` | docs/ | Tool installation guide |
| `docs/agent-evaluation-framework.md` | docs/ | Evaluation & re-think criteria |
| `docs/multi-agent-workflow-summary.md` | docs/ | This document |

## Additional Resources

- [OpenCode Documentation](https://open-code.ai/en/docs)
- [Cline Customization](https://docs.cline.bot/customization/overview)
- [Aider Documentation](https://aider.github.io/)
- [Playwright Documentation](https://playwright.dev/)

## Key Takeaways

1. **Cline** = Orchestrator (IDE-native, human-in-the-loop)
2. **OpenCode** = Primary autonomous agent (terminal-driven iteration)
3. **Aider** = Quick task assistant (simple edits)
4. **Playwright** = Browser automation (via OpenCode/Aider)
5. **Shared memory** = AGENTS.md for project context
6. **Progress monitoring** = Time estimates with 2x/3x re-think thresholds
7. **Task briefs** = Clear acceptance criteria for agents

## Files to Review Before Acting

1. `.clinerules` - Updated with agent guidance
2. `docs/agent-tools-installation.md` - Installation instructions
3. `docs/agent-evaluation-framework.md` - Evaluation criteria
4. `Linkding Browser Extension/LinkdingSync/AGENTS.md` - Create for project context
5. `Linkding Browser Extension/LinkdingSync/task-brief.md` - Create for test harness task

---

**Ready to proceed?** Toggle to Act mode when you're ready to install tools and begin the proof of concept.