Review system architecture using implementation, callers, and tests as evidence. Compare interface designs, clarify how components should interact, and receive a recommendation with migration steps and test implications before deciding whether to refactor.
한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.
- Reviewing boundaries between components
- Comparing two interface designs
- Assessing migration steps and test impact
nyldn/claude-octopus☆ 4.3천2026년 10월 19일 업데이트
Read project state and roadmap files to show the current phase, progress, blockers, and suggested next actions. Summarize recent work across sessions and suggest lasting project knowledge to add to CLAUDE.md.
한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.
- Checking project progress and the current phase
- Identifying blockers and next actions
- Reviewing recent work across sessions
nyldn/claude-octopus☆ 4.3천2026년 10월 19일 업데이트
Run a build-and-evaluation pipeline from a natural-language specification. Generate scenarios, implement the project, test scenarios withheld during implementation, and report scores against a target with failures and suggested next steps.
한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.
- Generating a project from a natural-language specification
- Evaluating implementation with withheld scenarios
- Checking scores against a specification target
nyldn/claude-octopus☆ 4.3천2026년 10월 19일 업데이트
Keep a persistent record of project bugs and blockers in a local Markdown file. List issues by severity and category, inspect individual records, and save resolution notes so problems and their fixes remain available across sessions.
한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.
- Recording a bug to address later
- Reviewing unresolved issues across sessions
- Saving resolution notes after a fix
nyldn/claude-octopus☆ 4.3천2026년 10월 19일 업데이트
Research technical or business questions through multiple available AI providers, each assigned a different perspective. Combine usable results into a report covering findings, disagreements, evidence gaps, priorities, and recommended next steps.
한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.
- Compare libraries and technical approaches
- Research markets and competitor strategies
- Synthesize literature from multiple perspectives
nyldn/claude-octopus☆ 4.3천2026년 10월 19일 업데이트
Evaluate feedback from reviewers, CI bots, or other AI agents against the actual code and requirements. Apply valid fixes one at a time, verify each change, and explain disagreements using evidence from callers, tests, or existing conventions.
한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.
- Assess whether a review comment requires a code change
- Respond to feedback from CI bots or AI reviewers
- Explain disagreements with evidence from the code
nyldn/claude-octopus☆ 4.3천2026년 10월 19일 업데이트
Develop complex features or business documents by gathering approaches from available AI providers. Combine their perspectives with prior project decisions and quality checks to produce a proposed plan, then proceed with implementation after user confirmation.
한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.
- Planning and implementing a complex feature
- Comparing approaches for an external service integration
- Developing a product requirements document or strategy
nyldn/claude-octopus☆ 4.3천2026년 10월 19일 업데이트
Restore project files from a previous Git checkpoint after previewing affected files and receiving explicit confirmation. Create a safety tag before restoration, preserve recorded lessons, and keep the current branch and commit history in place.
한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.
- Listing available project checkpoints
- Restoring files after an unsuccessful change
- Previewing files affected by a rollback
nyldn/claude-octopus☆ 4.3천2026년 10월 19일 업데이트
Research complex topics across multiple sources using available external AI providers, then combine the findings. Choose the depth, focus, and output format to receive a detailed report, concise summary, comparison table, or recommendations.
한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.
- Researching implementation patterns and APIs
- Comparing tools and alternative approaches
- Summarizing best practices from multiple sources
nyldn/claude-octopus☆ 4.3천2026년 10월 19일 업데이트
Assess whether a multi-agent workflow justifies its coordination costs. Examine handoffs, lost context, and distinct contributions, then compare the setup with one capable agent to recommend keeping, simplifying, or restructuring it.
한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.
- Reviewing a workflow before adding another agent
- Finding costly handoffs in a slow workflow
- Checking whether agent agreement adds useful evidence
nyldn/claude-octopus☆ 4.3천2026년 10월 19일 업데이트
Sort incoming issues and pull requests, verify their claims, and assign clear triage states. Record missing information, decisions needed, and actionable handoff notes so maintainers can see which items are ready for work.
한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.
- Sorting a backlog of issues and pull requests
- Reproducing a newly reported bug
- Identifying missing details in an unclear report
nyldn/claude-octopus☆ 4.3천2026년 10월 19일 업데이트
Compare two to four viable approaches against your requirements and constraints. See each option’s benefits, drawbacks, effort, risk, and ease of reversal, alongside a reasoned recommendation and next steps for the option you choose.
한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.
- Choosing between a quick fix and a broader refactor
- Comparing caching approaches
- Deciding between TypeScript and JavaScript
nyldn/claude-octopus☆ 4.3천2026년 10월 19일 업데이트
Gather advice from multiple language models assigned different roles, then combine their proposals and critiques into a recommendation. Set budget and depth limits while retaining disagreements, minority views, and risks for decisions or implementation planning.
한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.
- Comparing options before a decision
- Reviewing code or strategy from several perspectives
- Preparing an implementation plan with risks
nyldn/claude-octopus☆ 4.3천2026년 10월 19일 업데이트
Review code or documents with available AI providers before delivery. Combine findings into a scored validation report that checks prior requirements and decisions, separates critical issues from warnings, and recommends next steps.
한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.
- Review authentication code before release
- Check API readiness before deployment
- Review a PRD for missing requirements
nyldn/claude-octopus☆ 4.3천2026년 10월 19일 업데이트
Turn Markdown research and strategy outputs into office documents for sharing or presentation. Choose formats such as DOCX, PPTX, or PDF, organize sections for the audience, and apply consistent headings, tables, and slide formatting through document-skills.
한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.
- Turning UX research personas into a presentation
- Preparing a strategy analysis as a Word report
- Exporting a literature review as a PDF
nyldn/claude-octopus☆ 4.3천2026년 10월 19일 업데이트
Clarify a feature’s requirements with multiple AI providers, combining technical constraints with user and business needs. Produce a scoped definition covering priorities, edge cases, exclusions, and a requirements checklist before implementation begins.
한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.
- Defining requirements for a user authentication system
- Setting boundaries for a notification feature
- Identifying technical constraints and edge cases
nyldn/claude-octopus☆ 4.3천2026년 10월 19일 업데이트