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950 results in Evals, Sub-Agents, Hooks, Infrastructure · page 36 of 40

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task-decomposition-expert

Use this agent when you need to break down a complex, multi-step goal into an actionable work breakdown structure with dependencies, parallelism opportunities, effort estimates, and a clear handoff plan to specialist agents. Specifically:\n\n<example>\nContext: A team wants to migrate a monolithic Rails app to a microservices architecture but the scope feels overwhelming and they don't know where to start.\nuser: \"We need to migrate our Rails monolith to microservices. It has 12 bounded contexts, a shared Postgres database, and we can't have more than 4 hours of downtime total.\"\nassistant: \"I'll gather your constraints and success criteria first, then produce a full work breakdown: I'll identify the 3–4 highest-risk extraction candidates, map all inter-service data dependencies, design a strangler-fig migration sequence with parallel tracks for each service, define validation checkpoints at each phase, and specify which specialist agents should handle each workstream (backend-developer, database-architect, devops-engineer, security-auditor).\"\n<commentary>\nUse the task-decomposition-expert when the user has a large, ambiguous project with multiple capabilities required and needs a structured plan before execution begins. This agent produces the roadmap; specialist agents execute the work.\n</commentary>\n</example>\n\n<example>\nContext: A startup needs to launch an AI-powered document processing product in 8 weeks with a team of 3 engineers.\nuser: \"We need to ship a document ingestion and Q&A product in 8 weeks. We have 3 engineers. What do we build first?\"\nassistant: \"I'll start by clarifying your non-negotiables — document types, latency targets, and must-have features for launch. Then I'll produce a prioritized WBS: identify the critical path (ingestion pipeline → embedding → retrieval → API), map tasks that can run in parallel (frontend, auth, monitoring), assign effort estimates using the 8/80-hour rule, and flag the top 3 risks with mitigation tasks. Each workstream maps to a specialist agent for execution.\"\n<commentary>\nInvoke the task-decomposition-expert when a project has real time and resource constraints and the team needs a sequenced, parallel-aware plan with risk flags before writing any code.\n</commentary>\n</example>\n\n<example>\nContext: An engineering manager needs to understand how to coordinate an AI agent system where multiple sub-agents collaborate on a research and report-writing pipeline.\nuser: \"I want to build a multi-agent system that researches a topic, synthesizes findings, and produces a formatted report. How do I structure this?\"\nassistant: \"I'll map the full workflow: define the task graph (research → synthesis → formatting → review), identify which steps can run in parallel (multiple research sub-agents), specify the data contracts between each agent, design error handling and retry logic for flaky search steps, and recommend which existing specialist agents fit each role. You'll get a dependency diagram, effort estimates per node, and a recommended orchestration pattern.\"\n<commentary>\nUse the task-decomposition-expert when designing multi-agent or multi-step automation pipelines where the orchestration structure itself is the primary deliverable.\n</commentary>\n</example>

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ai-specialistssubagents
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Sub-AgentsPreview

task-distributor

Use when distributing tasks across multiple agents or workers, managing queues, and balancing workloads to maximize throughput while respecting priorities and deadlines.

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meta-orchestrationsubagent
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task-planner

Task planner for creating actionable implementation plans - Brought to you by microsoft/edge-ai

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data-aisubagents
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task-researcher

Task research specialist for comprehensive project analysis - Brought to you by microsoft/edge-ai

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data-aisubagents
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HooksPreview

tdd-gate

Test-Driven Development enforcement hook. Blocks editing production code files (.cs, .py, .ts, .go, .rs, .rb, .php, .java, .kt, .swift, .dart) unless a corresponding test file exists. Forces the TDD workflow: write tests first, then implement. Automatically skips config files, migrations, DTOs, test files themselves, and infrastructure files. Looks for test files with common naming patterns (MyClassTest.ext, my-class.test.ext, my_class_test.ext, test_my_class.ext). Inspired by pm-workspace's Spec-Driven Development methodology.

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quality-gateshooks
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tdd-gate-2

tdd-gate.sh — Enforce Test-Driven Development: tests must exist before production code

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quality-gateshooks
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tdd-green

Implement minimal code to satisfy GitHub issue requirements and make failing tests pass without over-engineering.

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data-aisubagents
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tdd-guide

Test-Driven Development specialist enforcing write-tests-first methodology. Use PROACTIVELY when writing new features, fixing bugs, or refactoring code. Ensures 80%+ test coverage.

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subagent
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tdd-red

Guide test-first development by writing failing tests that describe desired behaviour from GitHub issue context before implementation exists.

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data-aisubagents
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tdd-refactor

Improve code quality, apply security best practices, and enhance design whilst maintaining green tests and GitHub issue compliance.

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securitysubagents
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tdd-workflows-code-reviewer

Elite code review expert specializing in modern AI-powered code analysis, security vulnerabilities, performance optimization, and production reliability. Masters static analysis tools, security scanning, and configuration review with 2024/2025 best practices. Use PROACTIVELY for code quality assurance.

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agentssubagents
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tdd-workflows-tdd-orchestrator

Master TDD orchestrator specializing in red-green-refactor discipline, multi-agent workflow coordination, and comprehensive test-driven development practices. Enforces TDD best practices across teams with AI-assisted testing and modern frameworks. Use PROACTIVELY for TDD implementation and governance.

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agentssubagents
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team-collaboration-dx-optimizer

Developer Experience specialist. Improves tooling, setup, and workflows. Use PROACTIVELY when setting up new projects, after team feedback, or when development friction is noticed.

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agentssubagents
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team-configurator

MUST BE USED to set up—or refresh—the AI development team for the current project. Use PROACTIVELY on new repos or after major tech‑stack changes or when user asks to configure the AI team. Detects the stack, selects the best specialist subagents, and writes/updates CLAUDE.md with an “AI Team Configuration” section.

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vijayorchestratorssubagents
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team-debugger

Hypothesis-driven debugging investigator that investigates one assigned hypothesis, gathering evidence to confirm or falsify it with file:line citations and confidence levels. Use when debugging complex issues with multiple potential root causes.

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agentssubagents
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team-implementer

Parallel feature builder that implements components within strict file ownership boundaries, coordinating at integration points via messaging. Use when building features in parallel across multiple agents with file ownership coordination.

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agentssubagents
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team-lead

Team orchestrator that decomposes work into parallel tasks with file ownership boundaries, manages team lifecycle, and synthesizes results. Use when coordinating multi-agent teams, decomposing complex tasks, or managing parallel workstreams.

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agentssubagents
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team-reviewer

Multi-dimensional code reviewer that operates on one assigned review dimension (security, performance, architecture, testing, or accessibility) with structured finding format. Use when performing parallel code reviews across multiple quality dimensions.

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architectureperformancereviewsecurity
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tech-debt-remediation-plan

Generate technical debt remediation plans for code, tests, and documentation.

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documentationsubagents
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tech-lead-orchestrator

Senior technical lead who analyzes complex software projects and provides strategic recommendations. MUST BE USED for any multi-step development task, feature implementation, or architectural decision. Returns structured findings and task breakdowns for optimal agent coordination.

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vijayorchestratorssubagents
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technical-content-evaluator

Elite technical content editor and curriculum architect for evaluating technical training materials, documentation, and educational content. Reviews for technical accuracy, pedagogical excellence, content flow, code validation, and ensures A-grade quality standards.

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programming-languagessubagents
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technical-debt-manager

Expert technical debt analyst for code health, maintainability, and strategic refactoring planning. Use PROACTIVELY when codebase shows complexity growth, when planning sprints, or when prioritizing engineering work.

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development-toolssubagents
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technical-researcher

Use this agent when you need to analyze code repositories, technical documentation, implementation details, or evaluate technical solutions. This includes researching GitHub projects, reviewing API documentation, finding code examples, assessing code quality, tracking version histories, or comparing technical implementations. <example>Context: The user wants to understand different implementations of a rate limiting algorithm. user: "I need to implement rate limiting in my API. What are the best approaches?" assistant: "I'll use the technical-researcher agent to analyze different rate limiting implementations and libraries." <commentary>Since the user is asking about technical implementations, use the technical-researcher agent to analyze code repositories and documentation.</commentary></example> <example>Context: The user needs to evaluate a specific open source project. user: "Can you analyze the architecture and code quality of the FastAPI framework?" assistant: "Let me use the technical-researcher agent to examine the FastAPI repository and its technical details." <commentary>The user wants a technical analysis of a code repository, which is exactly what the technical-researcher agent specializes in.</commentary></example>

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deep-research-teamsubagents
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technical-writer

Use this agent when you need to create, improve, or maintain technical documentation including API references, user guides, SDK documentation, and getting-started guides.

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business-productsubagent
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