Turn a rough request into a structured AI prompt with a clear goal, output format, and constraints. For complex work, add smaller tasks, separate creator and reviewer roles, and explicit checks for accuracy and uncertainty.
中文简介正在准备中。当前显示英语简介。
- Refining a vague AI request
- Designing prompts for API documentation
- Adding verification steps to code generation
nyldn/claude-octopus☆ 42712026年10月21日 更新
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.
中文简介正在准备中。当前显示英语简介。
- 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☆ 42712026年10月21日 更新
Record the goal, success criteria, boundaries, and constraints of a complex task in a persistent document. Define human and AI responsibilities, consult the record during work, and check the final result against the original intent.
中文简介正在准备中。当前显示英语简介。
- Clarifying goals before a complex task
- Defining scope and constraints
- Assigning human and AI responsibilities
nyldn/claude-octopus☆ 42712026年10月21日 更新
Finalize a completed Claude Octopus project by checking readiness, running a multi-AI security audit, recording lessons, archiving project state, and creating a Git checkpoint. Produce a delivery summary and mark the project as shipped.
中文简介正在准备中。当前显示英语简介。
- Finalizing a completed project for delivery
- Running a required security audit before delivery
- Recording project lessons for future work
nyldn/claude-octopus☆ 42712026年10月21日 更新
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.
中文简介正在准备中。当前显示英语简介。
- Planning and implementing a complex feature
- Comparing approaches for an external service integration
- Developing a product requirements document or strategy
nyldn/claude-octopus☆ 42712026年10月21日 更新
Create a structured specification in plain language from a feature description and multi-AI research. Define actors, behaviors, constraints, dependencies, and acceptance conditions, while checking completeness and keeping unresolved user decisions visible for later review.
中文简介正在准备中。当前显示英语简介。
- Write a specification for a new feature
- Define authentication behaviors and edge cases
- Document performance and security constraints
nyldn/claude-octopus☆ 42712026年10月21日 更新
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.
中文简介正在准备中。当前显示英语简介。
- Reviewing boundaries between components
- Comparing two interface designs
- Assessing migration steps and test impact
nyldn/claude-octopus☆ 42712026年10月21日 更新
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.
中文简介正在准备中。当前显示英语简介。
- Researching implementation patterns and APIs
- Comparing tools and alternative approaches
- Summarizing best practices from multiple sources
nyldn/claude-octopus☆ 42712026年10月21日 更新
Reviews code for common security weaknesses, authentication problems, exposed credentials, and unsafe configuration. It adjusts review depth to the changes and offers an adversarial workflow, where defensive and attacking perspectives guide fixes and subsequent verification.
中文简介正在准备中。当前显示英语简介。
- Checking changed code before committing
- Reviewing authentication and API access controls
- Finding credentials left in Git history
nyldn/claude-octopus☆ 42712026年10月21日 更新
Estimate remaining workflow costs from the average spend of completed steps. Show actual spending and projected totals in the status line, warn about configured budget overruns, and suggest a budget profile when estimated costs are high.
中文简介正在准备中。当前显示英语简介。
- Estimating remaining costs during a workflow
- Checking whether projected spending exceeds a budget
- Displaying spending and estimates in the status line
nyldn/claude-octopus☆ 42712026年10月21日 更新
Investigate reproducible bugs by recreating symptoms, testing one possible cause at a time, and checking fixes in both a simplified test case and the original scenario. Retry limits keep unsuccessful fixes from continuing unchecked.
中文简介正在准备中。当前显示英语简介。
- Investigating a reproducible bug
- Checking a fix in the original scenario
- Reconsidering causes after failed fixes
nyldn/claude-octopus☆ 42712026年10月21日 更新
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.
中文简介正在准备中。当前显示英语简介。
- Choosing between a quick fix and a broader refactor
- Comparing caching approaches
- Deciding between TypeScript and JavaScript
nyldn/claude-octopus☆ 42712026年10月21日 更新
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.
中文简介正在准备中。当前显示英语简介。
- Generating a project from a natural-language specification
- Evaluating implementation with withheld scenarios
- Checking scores against a specification target
nyldn/claude-octopus☆ 42712026年10月21日 更新
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.
中文简介正在准备中。当前显示英语简介。
- Sorting a backlog of issues and pull requests
- Reproducing a newly reported bug
- Identifying missing details in an unclear report
nyldn/claude-octopus☆ 42712026年10月21日 更新
Override automatic work-context detection when research or writing is treated as software development. Keep workflows focused on market analysis, strategy, and documents throughout a session, or switch back to development mode or automatic detection.
中文简介正在准备中。当前显示英语简介。
- Correcting a mistaken development-context detection
- Keeping a session focused on research and strategy
- Restoring automatic context detection
nyldn/claude-octopus☆ 42712026年10月21日 更新
Examine an existing plan, decision, or design through one question at a time, each with a suggested answer. Clarify assumptions, contradictions, and dependencies, then summarize agreed decisions, needed changes, and unresolved blockers.
中文简介正在准备中。当前显示英语简介。
- Examine a plan before committing
- Untangle decisions that depend on each other
- Clarify an uncertain project scope
nyldn/claude-octopus☆ 42712026年10月21日 更新