Claude Code Birthday Party Showcase

AI Agent
Orchestration
for Slack

A 4-stage approval workflow system that detects Slack mentions and automatically processes tasks with human-in-the-loop oversight. Built entirely with Claude Code.

View Dashboard Demo View on GitHub

ultrawork.yaml

# Ultraworker Agent Configuration
workflow:
  stages: [context, todo, spec, implement, report]
  approval: human_in_the_loop
  executor: claude_code
integrations:
  slack: mcp_tools  dashboard: real_time_sse

How It Works

4-Stage Approval Workflow

Every task passes through structured stages with human approval gates, ensuring quality and accountability at each step.

1 🔍

Context Exploration

Analyze Slack threads, search related conversations, extract key context

✓ Approval Gate

2 📝

Tech Spec

Generate detailed technical specification with implementation plan

✓ Approval Gate

3 💻

Implementation

Execute code changes following the approved spec with full traceability

✓ Approval Gate

4 📈

Final Report

Comprehensive summary with test results, changes, and verification checklist

✓ Final Approval

Capabilities

Built for Production Workflows

Every component is designed for real-world agent orchestration with safety and observability as first-class concerns.

💬

Slack Integration

Detects @mentions in any monitored channel, fetches thread context, and posts status updates. Supports both personal and bot tokens with automatic fallback.

MCP Tools SDK Poller File Upload

⏳

Human-in-the-Loop

Every workflow stage requires explicit approval before proceeding. Supports approvals, free-form input, multiple-choice decisions, and code review feedback.

4-Stage Gates Reject & Revise Max 3 Retries

📈

Real-Time Dashboard

Live-updating worktree visualization with SSE streaming. View threads, sessions, topology graphs, and detailed event timelines for every agent interaction.

SSE Streaming Topology View Event Timeline

🔧

MCP Tool Ecosystem

Leverages Model Context Protocol tools for Slack, browser automation, sequential thinking, and more. Fully extensible tool architecture with dynamic discovery.

Playwright Context7 Slack MCP

🕑

Cron Job Scheduler

Schedule recurring tasks like thread monitoring, mention scanning, and pending task reminders. Full lifecycle management with execution logging.

Scheduled Tasks DM Notifications Execution Logs

🧠

Channel Memory

Quarterly conversation summaries from key Slack channels. Enables the agent to understand context, resolve internal terminology, and reference past decisions.

Quarterly Sync Term Dictionary Decision Log

AI Agent
Orchestration
for Slack

4-Stage Approval Workflow

Built for Production Workflows

Built With

See It In Action

AI Agent Orchestration for Slack

4-Stage Approval Workflow

Built for Production Workflows

Built With

See It In Action

AI Agent
Orchestration
for Slack