ringroot-cause-tracing
Backward call-chain tracing - systematically trace bugs from error location back through call stack to original trigger. Adds instrumentation when needed.
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Backward call-chain tracing - systematically trace bugs from error location back through call stack to original trigger. Adds instrumentation when needed.
Strategic positioning skill for developing differentiated market position, positioning statements, and competitive framing.
Patterns and structure for writing API reference documentation including endpoint descriptions, request/response schemas, and error documentation.
Financial modeling workflow for DCF, LBO, merger, and operating models. Delivers validated, documented models with sensitivity and scenario analysis.
Skill testing methodology - run scenarios without skill (RED), observe failures, write skill (GREEN), close loopholes (REFACTOR).
Analyzes codebase against standards and generates refactoring tasks for ring:dev-cycle.
Concurrent investigation pattern - dispatches multiple AI agents to investigate and fix independent problems simultaneously.
Agent testing methodology - run agents with test inputs, observe outputs, iterate until outputs are accurate and well-structured.
Gate 3 of development cycle - ensures unit test coverage meets threshold (85%+) for all acceptance criteria using TDD methodology.
Branch completion workflow - guides merge/PR/cleanup decisions after implementation is verified complete.
Gate 2: Feature relationship map - visualizes feature landscape, groupings, and interactions at business level before technical architecture.
Go-to-market planning skill for developing channel strategy, tactics, timeline, and budget allocation for product launches.
Gate 6: Technology choices document - explicit, versioned, validated technology selections with justifications. Large Track only. HARD BLOCK: Must load Ring Standards and PROJECT_RULES.md before proceeding.
Autonomous plan execution - fresh subagent per task with automated code review between tasks. No human-in-loop, high throughput with quality gates.
Creates comprehensive implementation plans with exact file paths, complete code examples, and verification steps for engineers with zero codebase context.
Portfolio-level risk management skill for identifying, assessing, and mitigating risks across multiple projects. Maintains RAID logs and tracks risk responses.
Development cycle validation gate (Gate 5) - validates all acceptance criteria are met and requires explicit user approval before completion.
Gate 3: Technical architecture document - defines HOW/WHERE with technology-agnostic patterns before concrete implementation choices.
Gate 0 of the development cycle. Executes code implementation using the appropriate specialized agent based on task content and project language. Handles TDD workflow with RED-GREEN phases. Follows project stan...
5 specialist PMO agents for portfolio management, resource planning, governance, risk analysis, and executive reporting. Dispatch when you need portfolio-level oversight.
Patterns and structure for writing functional documentation including guides, conceptual explanations, tutorials, and best practices documentation.
Comprehensive financial analysis workflow covering ratio analysis, trend analysis, benchmarking, and variance analysis. Delivers documented, audit-ready insights.
Gate 2 of the development cycle. VALIDATES that observability was correctly implemented by developers. Does not implement observability code - only validates it.
Mandatory orchestrator protocol - establishes ORCHESTRATOR principle (dispatch agents, don't operate directly) and skill discovery workflow for every conversation.
默认按已收录数据中的 GitHub 仓库 Stars 排序。Stars 属于来源仓库,同一仓库的多个技能可能共享相同数值;它反映仓库关注度,不代表单个技能的安装量或质量评分。