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A multi-agent Claude Code development workflow for planning executing sprints in a fully automated fashion.

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DevTeam: Multi-Agent Autonomous Development System

A Claude Code plugin providing 127 specialized AI agents with:

  • Interview-driven planning - Clarify requirements before work begins
  • Codebase research - Investigate patterns and blockers before implementation
  • SQLite state management - Reliable session tracking and cost analytics
  • Model escalation - Automatic haiku → sonnet → opus progression
  • Bug Council - 5-agent diagnostic team for complex issues
  • Eco mode - Cost-optimized execution mode for simpler tasks
  • Quality gates - Tests, types, lint, security, coverage enforcement

How This Works

This is a Claude Code plugin composed of:

  • Markdown agent instructions (agents/*.md) — Claude Code reads these and follows them as subagent prompts via the Task tool
  • YAML configuration (.devteam/*.yaml) — defines capabilities, thresholds, and agent selection triggers
  • Shell scripts (scripts/*.sh, hooks/*.sh) — handle state persistence (SQLite), event logging, hook lifecycle, and database management
  • Slash commands (commands/*.md, skills/*/SKILL.md) — user-facing commands that orchestrate agent workflows

There is no separate executable orchestrator. Claude Code itself is the runtime — it reads the agent markdown files, selects appropriate agents based on task characteristics, and executes them as subagents. The shell scripts provide supporting infrastructure (database, hooks, state tracking) but the orchestration logic lives in the agent instructions themselves.

Key Features

Autonomous Development with Task Loop

Task Loop is the iterative quality enforcement system that ensures every task is completed to specification:

┌─────────────────────────────────────────────────────────────┐
│                       TASK LOOP                              │
│                                                              │
│   Execute → Quality Gates → Pass? → Complete                 │
│      ↑           │                                           │
│      │          Fail                                         │
│      │           ↓                                           │
│      └─── Fix Tasks ← Model Escalation (if needed)          │
│                                                              │
│   Loop until: ALL QUALITY GATES PASS                        │
└─────────────────────────────────────────────────────────────┘

Features:

  • Automatic model escalation (haiku → sonnet → opus) after failures
  • Stuck loop detection with Bug Council activation
  • Quality gates: tests, types, lint, security, coverage
  • Anti-abandonment system prevents agents from giving up
  • Maximum 10 iterations with human notification

Intelligent Agent Selection

The /devteam:implement command automatically selects the best agents for your task:

/devteam:implement "Add user authentication with JWT tokens"

The /devteam:implement command analyzes your task description, file types involved, and project context to select appropriate agents. It considers keyword matches, file extensions, task type (feature vs. bug), and detected language/framework.

Bug Council: Multi-Perspective Debugging

For complex bugs, the Bug Council convenes 5 specialized analysts:

┌─────────────────────────────────────────────────────────────┐
│                       BUG COUNCIL                            │
├─────────────────────────────────────────────────────────────┤
│  Root Cause Analyst    │ Error analysis, stack traces       │
│  Code Archaeologist    │ Git history, regression detection  │
│  Pattern Matcher       │ Similar bugs, anti-patterns        │
│  Systems Thinker       │ Dependencies, integration issues   │
│  Adversarial Tester    │ Edge cases, security vectors       │
└─────────────────────────────────────────────────────────────┘
                              ↓
                    Synthesized Solution

Activation Triggers:

  • Critical/high severity bugs
  • 3+ failed opus attempts
  • Complexity score ≥ 10
  • Explicit bug_council: true flag

Scope Enforcement

Agents are strictly confined to their assigned scope:

scope:
  allowed_files:
    - "src/auth/*.py"
  forbidden_directories:
    - "src/billing/"
  max_files_changed: 5

6 Enforcement Layers:

  1. Task scope definition in YAML
  2. Agent prompt constraints
  3. Scope validator agent with VETO power
  4. Pre-commit hook blocking
  5. Runtime file access control
  6. Out-of-scope observations logging

Anti-Abandonment System

Agents cannot give up. The persistence system ensures completion:

Abandonment Attempt → Detected → Re-engagement Prompt
         ↓
    Still stuck?
         ↓
    Model Escalation (haiku → sonnet → opus)
         ↓
    Still stuck?
         ↓
    Bug Council Activation
         ↓
    Still stuck?
         ↓
    Human Notification (but keep trying)

127 Specialized Agents

Enterprise Roles

Category Agents Capabilities
SRE Site Reliability Engineer SLOs, incident response, chaos engineering
SRE Platform Engineer Internal developer platforms, golden paths
SRE Observability Engineer Metrics, logging, tracing, alerting
Security Penetration Tester OWASP testing, API security, vuln assessment
Security Compliance Engineer SOC2, HIPAA, GDPR, PCI-DSS
Product Product Manager PRDs, roadmaps, user research
Quality Accessibility Specialist WCAG 2.1, screen readers, inclusive design
DevRel Developer Advocate Technical content, community, DX

Orchestration Agents

Agent Purpose
Autonomous Controller Execution loop management, state transitions, circuit breaker
Bug Council Orchestrator Multi-perspective bug analysis
Code Review Coordinator Cross-agent code review orchestration
Quality Gate Enforcer Run and aggregate quality gate results
Requirements Validator Validate acceptance criteria met
Scope Validator Enforce scope boundaries
Sprint Loop Sprint-level quality validation after all tasks
Sprint Orchestrator Sprint execution management, task sequencing
Task Loop Iterative quality loop for single task execution
Track Merger Merge parallel worktree tracks
Workflow Compliance Meta-validator auditing orchestration process

Bug Council Agents

Agent Specialty
Root Cause Analyst Error analysis, hypothesis generation
Code Archaeologist Git history, regression detection
Pattern Matcher Similar bugs, anti-pattern identification
Systems Thinker Dependencies, architectural issues
Adversarial Tester Edge cases, security vulnerabilities

Implementation Agents

Backend (by language):

  • Python (FastAPI, Django, Flask)
  • TypeScript (Express, NestJS, Fastify)
  • Go (Gin, Echo, Fiber)
  • Java (Spring Boot, Micronaut)
  • C# (ASP.NET Core)
  • Ruby (Rails, Sinatra)
  • PHP (Laravel, Symfony)

Frontend:

  • React, Vue, Svelte, Angular specialists
  • Accessibility specialist
  • Performance auditor

Database:

  • Schema designers
  • Query optimization specialists
  • Migration specialists

DevOps:

  • CI/CD Specialist (GitHub Actions, Jenkins, GitLab CI)
  • Docker Specialist
  • Kubernetes Specialist
  • Terraform Specialist

Quality Agents

Agent Focus
Test Writer Unit, integration, e2e tests
Security Auditor OWASP Top 10, vulnerability scanning
Performance Auditor Profiling, optimization, load testing
Accessibility Specialist WCAG compliance, inclusive design
E2E Tester Playwright, Cypress, browser testing

Quick Start

Planning + Implementation (Recommended)

# Plan a new feature (interview → research → PRD → tasks → sprints)
/devteam:plan --feature "Add user authentication with OAuth"

# Execute the plan
/devteam:implement

# Or execute specific sprint
/devteam:implement --sprint 1

The system will:

  1. Interview - Clarify requirements with targeted questions
  2. Research - Analyze codebase, identify patterns and blockers
  3. Plan - Generate PRD, tasks, and sprints
  4. Execute - Run with Task Loop quality loop and model escalation
  5. Verify - Pass all quality gates before completion

Bug Fixing

# Fix a local bug (interview → diagnose → fix → verify)
/devteam:bug "Login fails for guest users"

# Fix a GitHub issue
/devteam:issue 123

# Force Bug Council for complex issues
/devteam:bug "Memory leak in image processor" --council

Cost-Optimized Mode

# Use eco mode (lower-cost models for simpler tasks)
/devteam:implement --eco
/devteam:bug "Minor CSS issue" --eco

Monitoring

# Check status, costs, progress
/devteam:status

# List plans and tasks
/devteam:list

# Reset stuck sessions
/devteam:reset

Configuration

Task Loop Configuration (.devteam/task-loop-config.yaml)

loop_settings:
  max_iterations: 10

model_escalation:
  enabled: true
  consecutive_failures:
    haiku_to_sonnet: 2
    sonnet_to_opus: 2
    opus_max_failures: 3  # Then Bug Council

quality_gates:
  required:
    tests_passing: true
    type_check: true
    lint: true
  security:
    on_finding: create_fix_task

Scope Definition (per task)

# In task definition
scope:
  allowed_files:
    - "src/auth/*.py"
  allowed_patterns:
    - "tests/auth/**/*.py"
  forbidden_directories:
    - "src/billing/"
    - "src/admin/"
  max_files_changed: 10

Agent Selection (.devteam/agent-capabilities.yaml)

categories:
  security:
    agents:
      - id: penetration_tester
        triggers:
          keywords: [pentest, security testing, vulnerability]
          task_types: [security_testing]

Hooks System

The system uses Claude Code hooks for autonomous execution. All hooks support both Linux/macOS (Bash) and Windows (PowerShell).

Hook Linux/macOS Windows Purpose
Stop Hook stop-hook.sh stop-hook.ps1 Blocks exit without EXIT_SIGNAL: true
Persistence Hook persistence-hook.sh persistence-hook.ps1 Detects and prevents abandonment
Scope Check scope-check.sh scope-check.ps1 Validates commits stay in scope
Pre-Compact pre-compact.sh pre-compact.ps1 Preserves state before context compaction
Pre-Tool-Use pre-tool-use-hook.sh pre-tool-use-hook.ps1 Pre-execution validation
Post-Tool-Use post-tool-use-hook.sh post-tool-use-hook.ps1 Post-execution logging
Session Start session-start.sh session-start.ps1 Session initialization
Session End session-end.sh session-end.ps1 Session cleanup
Install install.sh install.ps1 Hook installation script

When installed via the marketplace or as a plugin, all hooks are configured automatically through hooks/hooks.json. No manual settings.json editing is required.

See hooks/README.md for hook details and troubleshooting.

Model Tiers & Cost Optimization

Automatic Model Selection

Complexity Model Characteristics Use Case
1-4 Haiku Fast, lowest cost Simple fixes, docs
5-8 Sonnet Balanced Standard features
9-14 Opus Most capable, highest cost Complex architecture

Escalation Flow

Task starts at complexity-appropriate tier
           │
           ▼
       Attempt #1
           │
       FAIL? ──────────────────┐
           │                   │
           ▼                   ▼
       Attempt #2          Same tier
           │              + more context
       FAIL? ──────────────────┐
           │                   │
           ▼                   ▼
       Attempt #3          Same tier
           │              + alt approach
       FAIL? ──────────────────┐
           │                   │
           ▼                   ▼
       ESCALATE           Upgrade tier
           │              (haiku→sonnet→opus)
           ▼
    Continue with higher tier

Architecture

Complete Flow

User Request
     │
     ▼
┌─────────────────┐
│  /devteam:implement  │ ← Automatic agent selection
└────────┬────────┘
         │
         ▼
┌─────────────────┐
│   Task Loop     │ ← Iterative quality loop per task
└────────┬────────┘
         │
         ▼
┌─────────────────┐
│   TASK LOOP     │ ← Quality loop wrapper
│  ┌───────────┐  │
│  │  Execute  │  │ ← Selected agents work
│  │  Agents   │  │
│  └─────┬─────┘  │
│        │        │
│        ▼        │
│  ┌───────────┐  │
│  │  Quality  │  │ ← Tests, lint, security
│  │   Gates   │  │
│  └─────┬─────┘  │
│        │        │
│    PASS│ FAIL   │
│        │   │    │
│        │   ▼    │
│        │ ┌────┐ │
│        │ │Fix │ │ ← Create fix tasks
│        │ └──┬─┘ │
│        │    │   │
│        │    ▼   │
│        │ Escalate? → Model upgrade if needed
│        │    │   │
│        └────┴───┘
│             │
└─────────────┘
         │
         ▼
   EXIT_SIGNAL: true

Directory Structure

.devteam/
├── config.yaml              # Main project configuration
├── task-loop-config.yaml    # Task Loop quality loop config
├── agent-capabilities.yaml  # Agent registry with triggers
├── agent-selection.md       # Selection algorithm docs
├── persistence-config.yaml  # Anti-abandonment rules
├── scope-enforcement.md     # Scope system docs
├── model-selection.md       # Dynamic model assignment
├── parallel-execution.md    # Concurrent task handling
├── plan-management.md       # Plan lifecycle tracking
├── sprint-loop-config.yaml  # Sprint validation settings
├── task-loop-config.yaml    # Task execution settings
├── code-review-config.yaml  # Code review standards
├── database-config.yaml     # Database setup
├── frontend-config.yaml     # Frontend-specific settings
├── performance-config.yaml  # Performance audit thresholds
├── test-config.yaml         # Test framework configuration
├── testing-config.yaml      # Test execution config
├── ux-config.yaml           # UX validation rules
├── validation-config.yaml   # Requirements validation rules
├── refactoring-config.yaml  # Refactoring guidelines
├── devteam.db               # SQLite execution state + circuit breaker tracking (runtime)
└── plans/                   # Multi-plan storage (runtime)

agents/
├── orchestration/           # 11 orchestration agents
│   ├── autonomous-controller.md
│   ├── bug-council-orchestrator.md
│   ├── code-review-coordinator.md
│   ├── quality-gate-enforcer.md
│   ├── requirements-validator.md
│   ├── scope-validator.md
│   ├── sprint-loop.md
│   ├── sprint-orchestrator.md
│   ├── task-loop.md
│   ├── track-merger.md
│   └── workflow-compliance.md
├── planning/                # PRD & sprint planning (3)
├── research/                # Codebase research (1)
├── diagnosis/               # Bug Council agents (5)
├── backend/                 # Backend API developers (16)
├── frontend/                # Frontend developers (3)
├── database/                # Database specialists (12)
├── quality/                 # Testing & QA (26)
├── devops/                  # CI/CD, Docker, K8s (5)
├── mobile/                  # iOS, Android, Flutter, RN (8)
├── security/                # Security & Compliance (10)
├── sre/                     # Site Reliability Engineering (2)
├── ux/                      # Design system agents (12)
├── accessibility/           # A11y specialists (2)
├── architecture/            # System architecture (1)
├── data-ai/                 # Data & ML engineering (2)
├── devrel/                  # Developer advocacy (1)
├── product/                 # Product management (1)
├── specialized/             # Observability (1)
├── support/                 # Dependency management (1)
├── infrastructure/          # Configuration management (1)
├── python/                  # Python utilities (1)
├── scripting/               # Shell & PowerShell (2)
└── templates/
    └── base-agent.md

commands/                    # 20 slash commands
├── devteam-plan.md
├── devteam-implement.md
├── devteam-bug.md
├── devteam-issue.md
├── devteam-issue-new.md
├── devteam-status.md
├── devteam-reset.md
├── devteam-config.md
├── devteam-logs.md
├── devteam-help.md
├── devteam-list.md
├── devteam-select.md
├── devteam-design.md
├── devteam-design-drift.md
├── devteam-review.md
├── devteam-test.md
├── merge-tracks.md
├── worktree-status.md
├── worktree-list.md
└── worktree-cleanup.md

skills/                      # 20 skill definitions (SKILL.md per directory)
├── devteam-plan/
├── devteam-implement/
├── devteam-bug/
├── ... (one directory per command)
└── worktree-cleanup/

.claude/
└── rules/                   # 11 path-specific rule files
    └── *.md

agent-registry.json          # Agent and command registry (127 agents, 20 commands)
settings.json                # Plugin default settings
.mcp.json                    # Bundled MCP server configs (GitHub, Memory)
.lsp.json                    # Language server configs (8 languages)

hooks/                       # Cross-platform hooks
├── stop-hook.sh / .ps1      # Exit control
├── persistence-hook.sh / .ps1
├── scope-check.sh / .ps1
├── pre-compact.sh / .ps1
├── pre-tool-use-hook.sh / .ps1
├── post-tool-use-hook.sh / .ps1
├── session-start.sh / .ps1
├── session-end.sh / .ps1
├── install.sh / .ps1
├── lib/                     # Shared hook utilities
├── tests/                   # Hook test suite
└── README.md

mcp-configs/                 # MCP server configurations
├── required.json
├── recommended.json
├── optional.json
├── lsp-servers.json
└── README.md

Commands Reference

Core Commands

Command Description
/devteam:plan Interactive planning with interview, research, and sprint generation
/devteam:implement Execute plans, sprints, tasks, or ad-hoc work
/devteam:bug "<desc>" Fix bugs with diagnostic workflow and Bug Council
/devteam:issue <#> Fix GitHub issues with interview if needed
/devteam:status Display system health, progress, and costs
/devteam:reset Reset stuck sessions and recover from errors

Planning Options

/devteam:plan                      # Interactive planning
/devteam:plan --feature "desc"     # Plan specific feature
/devteam:plan --from spec.md       # Plan from spec file
/devteam:plan --skip-research      # Skip research phase

Implementation Options

/devteam:implement                 # Execute current plan
/devteam:implement --sprint 1      # Execute specific sprint
/devteam:implement --all           # Execute all sprints
/devteam:implement --task TASK-001 # Execute specific task
/devteam:implement "ad-hoc task"   # One-off task with interview
/devteam:implement --eco           # Cost-optimized mode

Bug Fixing Options

/devteam:bug "description"         # Fix with interview
/devteam:bug "desc" --council      # Force Bug Council
/devteam:bug "desc" --severity critical
/devteam:bug "desc" --eco          # Cost-optimized

Quality & Review Commands

Command Description
/devteam:review Run cross-agent code review
/devteam:test Run test coordination and execution
/devteam:design Design system generation and validation
/devteam:design-drift Detect design system drift

Management Commands

Command Description
/devteam:list List plans, sprints, and tasks
/devteam:select <plan> Select active plan
/devteam:issue-new "<desc>" Create new GitHub issue
/devteam:config View and modify configuration
/devteam:logs View execution logs
/devteam:help Get help on any topic

Worktree Commands

Command Description
/devteam:worktree-status Show worktree status
/devteam:worktree-list List all worktrees
/devteam:worktree-cleanup Clean up worktrees
/devteam:merge-tracks Merge parallel tracks

See commands/README.md for detailed documentation.

Quality Standards

Every task must pass:

Gate Requirement
Tests 100% of tests passing
Types No type errors (mypy, tsc)
Lint No lint errors
Security No high/critical findings
Coverage ≥80% code coverage
Scope All changes within scope

No task completes without all gates passing.

Examples

Example 1: Add Feature

/devteam:implement "Add user profile page with avatar upload"

System automatically:

  1. Detects React frontend + FastAPI backend
  2. Selects: frontend_developer, api_developer_python, test_writer
  3. Creates scoped subtasks for each
  4. Executes with Task Loop
  5. Security audit on file upload
  6. Completes when all tests pass

Example 2: Fix Bug

/devteam:implement "Fix: Users can't login after password reset"

System automatically:

  1. Detects bug-type task
  2. Assigns root_cause_analyst first
  3. If initial fix fails, activates Bug Council
  4. 5 perspectives analyze the issue
  5. Synthesized solution implemented
  6. Regression tests added

Example 3: Security Audit

/devteam:implement "Audit authentication system"

System automatically:

  1. Selects: security_auditor, penetration_tester, compliance_engineer
  2. Runs OWASP Top 10 checks
  3. Creates fix tasks for findings
  4. Verifies fixes
  5. Generates compliance report

Installation

Install from Claude Code Marketplace (Recommended)

The easiest way to install DevTeam is directly from within Claude Code:

# 1. Add the DevTeam marketplace
/plugin marketplace add https://github.com/michael-harris/devteam

# 2. Install the plugin
/plugin install devteam@devteam-marketplace

# 3. Verify installation
/devteam:status

That's it. The database is auto-initialized on first use. Hooks, agents, skills, and rules are all configured automatically.

Install from Local Clone (Development)

For contributing or local development:

# 1. Clone the repository
git clone https://github.com/michael-harris/devteam.git

# 2. Install as a local plugin
/plugin install /path/to/devteam

# 3. Verify installation
/devteam:status

Prerequisites

  • Claude Code CLI
  • SQLite3
  • Bash 4.0+ (Linux/macOS) or PowerShell 5.1+ (Windows)
  • Git

Environment Variable (Agent Teams)

To enable Agent Teams (parallel multi-agent execution), set this environment variable before starting Claude Code:

export CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS=1

FAQ

Q: What stops agents from giving up?

A: The persistence system detects "give up" language and blocks it, forcing continued effort with escalating re-engagement prompts, model upgrades, and Bug Council activation.

Q: How does model escalation work?

A: After 2 consecutive failures at a tier, the model upgrades (haiku→sonnet→opus). After 3 opus failures, Bug Council activates.

Q: Can agents modify files outside their scope?

A: No. The scope validator has VETO power and blocks all out-of-scope changes. Agents log observations for out-of-scope issues instead.

Q: What triggers the Bug Council?

A: Critical bugs, 3+ failed opus attempts, complexity ≥10, or explicit flag.

Q: How do I customize agent selection?

A: Edit .devteam/agent-capabilities.yaml to add triggers, keywords, and file patterns.

Contributing

Contributions welcome! Areas of interest:

  • Additional language support
  • New enterprise agent roles
  • Improved selection algorithms
  • Integration with more tools

Credits & Acknowledgments

This project draws inspiration from and builds upon several pioneering projects in the AI-assisted development space.

Direct Inspirations (Claude Code Ecosystem)

These projects directly influenced our design and implementation:

Project What We Learned Link
ralph-claude-code The Ralph autonomous loop concept, EXIT_SIGNAL pattern, circuit breaker for stagnation detection, dual-condition exit gates, .ralph/ directory structure pattern github.com/frankbria/ralph-claude-code
everything-claude-code Specialized agent delegation pattern, cross-platform hook architecture, subagent orchestration strategies, skill/agent separation github.com/affaan-m/everything-claude-code
awesome-claude-skills Skill organization patterns, YAML frontmatter structure, category-based skill taxonomy github.com/ComposioHQ/awesome-claude-skills
wshobson/agents Tiered model assignment (Opus/Sonnet/Haiku), plugin architecture patterns, token efficiency strategies, 72-plugin modular design github.com/wshobson/agents
ui-ux-pro-max-skill Design system generation patterns, industry-specific rule sets, Master+Overrides architecture concept github.com/nextlevelbuilder/ui-ux-pro-max-skill

What We Built Upon (Our Additions)

While inspired by these projects, we developed original implementations:

Feature Inspiration Source Our Original Addition
Task Loop ralph-claude-code's autonomous loop Added model escalation (haiku→sonnet→opus), Bug Council activation, quality gates integration
Model Escalation wshobson/agents tier concept Automatic escalation after consecutive failures, complexity-based initial selection, de-escalation after success
Bug Council Original concept 5-agent multi-perspective debugging system with synthesized solutions
Scope Enforcement Original concept 6-layer enforcement with VETO power, out-of-scope observations logging
Anti-Abandonment Original concept Persistence hooks detecting "give up" patterns, escalating re-engagement prompts
Agent Selection everything-claude-code delegation Task-aware agent selection based on keywords, file types, task type, and language
Enterprise Agents wshobson/agents categories SRE, Platform Engineer, Compliance Engineer, Penetration Tester, and 8 other enterprise roles

Broader Ecosystem Inspirations

Project Inspiration Link
Aider Iterative code refinement and "linting loops" github.com/paul-gauthier/aider
AutoGPT Multi-agent orchestration patterns github.com/Significant-Gravitas/AutoGPT
MetaGPT Role-based agents, "committee of experts" github.com/geekan/MetaGPT
GPT-Engineer PRD-to-code workflows github.com/gpt-engineer-org/gpt-engineer
Sweep AI Automated bug fixing patterns github.com/sweepai/sweep
OpenHands Agent-computer interfaces github.com/All-Hands-AI/OpenHands
SWE-agent Software engineering agent design github.com/princeton-nlp/SWE-agent

Standards & Frameworks Referenced

  • OWASP Top 10 - Security testing methodology
  • WCAG 2.1 - Accessibility compliance standards
  • SOC2/HIPAA/GDPR/PCI-DSS - Compliance frameworks
  • Google SRE - Site Reliability Engineering practices
  • The Twelve-Factor App - Modern application design principles

Originality Statement

All code in this repository was written from scratch. While we adopted concepts and patterns from the above projects (particularly the Ralph loop concept from frankbria/ralph-claude-code), our implementations are original:

  • Our hooks use different file structures (.devteam/ vs .ralph/)
  • Our config uses YAML with model escalation (original uses INI without escalation)
  • Our agent definitions follow a different structure
  • Bug Council, scope enforcement, and anti-abandonment are entirely original systems

License

MIT License - See LICENSE file.

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A multi-agent Claude Code development workflow for planning executing sprints in a fully automated fashion.

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claude claude-code claude-code-plugin claude-code-agents

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