# 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 `/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.