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

# 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:

   npm install -g @anthropic-ai/claude-code
   

2. Install Aider:

   pip install aider-chat
   

3. Install Playwright:

   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:

   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

opencode --task task-brief.md

Launch Aider

aider

Run Playwright Tests

npx playwright test

Check Git Status

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
• Cline Customization
• Aider Documentation
• Playwright Documentation

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

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