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claude-flow v3의 MCP 서버 지연과 부하를 분석합니다. 연결 재사용, 도구 검색, 부하 분산, 통신 처리 개선과 성능 모니터링 구현을 지원합니다.

• MCP 시작과 응답 지연 원인 조사
• 연결 재사용 및 유휴 연결 정리
• 도구 검색과 요청 분산 개선

ReasoningBank와 AgentDB로 에이전트의 행동과 결과를 기록하고, 유사 경험 검색과 결과 판정, 기억 정리를 통해 과거 경험을 판단에 재사용하는 기능을 구현합니다.

• 경험을 재사용하는 에이전트 개발
• 에이전트의 행동과 결과 기록 및 판정
• 유사 경험을 공통 패턴으로 정리

claude-flow v3의 명령줄을 개선하도록 큰 파일 분리, 대화형 입력, 실행 이벤트 훅 연동, 여러 명령의 자동 실행과 진행 표시를 설계하고 구현합니다.

• 큰 명령 파일을 모듈로 분리합니다
• 대화형 설정 입력을 추가합니다
• 훅으로 실행 결과를 기록합니다

Coordinate changes across multiple GitHub repositories with teams of AI agents. Align package versions, synchronize documentation, standardize project structures, and organize integration tests and pull requests for updates that affect several projects.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Aligning dependency versions across repositories
• Synchronizing shared documentation
• Standardizing repository structures and CI workflows

Create AgentDB learning plugins that use recorded experience to improve agent decisions. Choose a learning method, store states, actions, and rewards, train models, and evaluate suggested actions through CLI and API workflows.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Train agents from historical experience
• Build decision-making for games and navigation
• Combine experience from multiple agents for training

Automate browser tasks with agent-browser, using snapshots that label page elements for the agent. Handle login flows, fill and submit forms, extract page information, and capture screenshots through a repeatable navigation and interaction workflow.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Automating login flows
• Filling and submitting web forms
• Extracting product names, prices, and links

Review GitHub pull requests, or proposed code changes, with specialized agents covering security, performance, architecture, and style. Generate actionable comments, apply quality thresholds, and coordinate automated review workflows.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Review authentication changes for security issues
• Assess performance impacts of database changes
• Check UI accessibility and coding conventions

Manage code changes across multiple AI agents while recording operations and their outcomes. Use previous task histories to find similar attempts, inspect successful patterns, and obtain suggested steps for implementation, code review, deployment, or merging changes.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Manage code changes by multiple AI agents
• Get deployment suggestions from previous outcomes
• Inspect failed merge attempts before trying again

Review and strengthen security in claude-flow v3 by addressing dependency risks, password hashing, credential generation, input validation, file paths, and command execution. It also guides threat modeling and tests for security-critical code.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Reviewing security boundaries and potential threats
• Updating dependencies and checking audit results
• Revising password hashing and credential generation

Coordinate specialist agents in Claude Flow under a lead agent. Distribute development or research tasks, use voting to make decisions, preserve shared knowledge, and pause or resume work through managed sessions.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Splitting application development among specialist agents
• Comparing technologies through research and voting
• Coordinating code reviews across specialties

Build custom Claude Code skills with clear instructions, reusable templates, and organized supporting files. The skill guides you through YAML metadata, meaning the skill’s name and description, and separates essential steps from detailed references.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Turning recurring workflows into custom skills
• Creating skill templates with supporting scripts
• Organizing long instructions into reference files

Turn a feature request into a minimal implementation plan before coding. Identify which files need changes, explain why, define the smallest required interface, and flag broader effects or expanded permissions for the implementer.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Plan a feature before coding
• Identify files affected by a change
• Review scope and permission changes

Measure and optimize claude-flow v3 startup, search, attention processing, and memory use. Compare benchmarks against performance targets, track changes over time, and identify regressions to guide further optimization.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Compare performance before and after v3 optimization
• Evaluate vector search speed and memory use
• Track performance regressions over time

Coordinate multiple AI agents with agentic-flow to run tasks in parallel or through ordered stages. Configure shared memory, team structure, workload distribution, retries, and task reassignment, then monitor how the group performs.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Run API, interface, and test work in parallel
• Build a design-to-review workflow with ordered stages
• Share specifications and state across agents

Implement agents that use recorded task outcomes to choose future approaches. ReasoningBank supports matching past patterns, comparing strategies, retaining experience in AgentDB, and tracking how strategy success and learning change over time.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Choose task strategies using past outcomes
• Compare approaches to code review or bug fixing
• Match current situations to learned patterns

Analyze teams of agents in Claude Flow to find delays in communication, processing, memory, and network access. Generate performance reports, compare runs, and review recommendations or apply available automatic optimizations.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Investigating slow agent tasks
• Creating weekly performance reports
• Comparing performance before and after changes

Work with AI as a coding partner, choosing who writes code and who guides the work. Supports role switching, test generation, ongoing code review, debugging, and step-by-step explanations for learning.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Write code with ongoing AI review
• Direct AI implementation while reviewing its output
• Develop features by writing tests first

Automate checks, code formatting, agent coordination, and session records around Claude Code operations. Uses hooks, actions triggered before or after work, to preserve context and connect development tasks with shared memory.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Automatically format and validate edited code
• Share progress across multiple agents
• Save and restore development sessions

Deploy teams of AI agents on Flow Nexus and automate development, research, or data processing workflows. Define step dependencies and event triggers, assign suitable agents, and monitor progress, queues, and execution history.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Automating testing, builds, and deployment
• Distributing research and analysis across agents
• Scheduling data extraction, transformation, and loading

Manage Flow Nexus accounts, isolated cloud environments for running code, and application deployment. The skill also covers publishing templates, tracking credits and payments, submitting coding challenges, managing stored files, and checking execution logs.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Create a cloud environment and run code
• Publish an app or deploy a template
• Check credit balances and configure automatic refills

Create and improve GitHub Actions workflows for automated testing and deployment. Coordinate multiple AI agents to review pull requests, investigate failed runs, scan for security issues, and manage releases across repositories.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Create workflows for automated testing and deployment
• Investigate failed runs and suggest fixes
• Coordinate code reviews and security checks

Organize software releases on GitHub, from version suggestions and release notes to testing, builds, and deployment. Coordinate multiple packages or repositories, roll changes out in stages, and configure rollback to restore an earlier release when problems occur.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Preparing version updates and release notes
• Coordinating releases across packages and repositories
• Deploying in stages with monitoring and rollback

Build advanced AgentDB workflows with database synchronization, multiple databases, and search that combines meaning with attribute filters. Covers similarity measures, diverse search results, and operational patterns for distributed AI applications.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Sharing stored patterns across multiple AgentDB instances
• Filtering semantic search by date or category
• Separating knowledge and conversation databases

Modernize the claude-flow v3 command-line interface by splitting large command files, adding interactive prompts, connecting hooks that run on execution events, and organizing multiple commands into automated workflows with progress reporting.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Splitting large command files into focused modules
• Adding interactive setup prompts
• Recording command results through execution hooks