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orch-change-feature

協調將現有且正常運作的功能修改為新期望的行為——依據新規格更新測試、修改實作、審查並門控提交。當行為並未故障但應該不同時使用。

orch-change-feature 是什麼?

這個技能用於修改一個已存在且正常運作的功能,使其行為符合新的期望。它與修復缺陷或新增功能不同,重點是「調整」現有行為。該技能會先更新現有測試以反映新行為,再修改實作使測試通過,然後進行審查和門控提交。它預設處理小型改動(通常只涉及一兩個函式),並支援門控審查(Gate 1 和 Gate 2)以及安全審查。適用於 Claude Code、Cursor 等支援 `orch-pipeline` 引擎的 AI 代理平台。

相容平台✓Claude Code~Codex CLI~Cursor
npx skills add https://github.com/affaan-m/everything-claude-code/tree/main/skills/orch-change-feature

在你喜歡的 AI 中提問

開啟一個已預先載入此 Agent Skill 的新對話。

說明文件

orch-change-feature 是做什麼的?

Actor · action · target: orch · change · feature。是 orch-pipeline 中共享引擎的輕量包裝器。

使用時機

  • 現有功能可正常運作,但期望的行為不同(「更改」、「調整」、「也讓它…」、「改為 X 而不是 Y」)。
  • 與同類技能區分:
    • 不是故障 → 非 orch-fix-defect(無需重現錯誤)。
    • 不是新增 → 非 orch-add-feature(該能力已存在)。

操作設定

  • 預設規模下限: 小 — 大多數調整只涉及一兩個函式。
  • 階段遮罩: 0 →(僅在新行為需要研究時才執行 1)→ 輕量 2 → 4 → 5 → 6。
  • 第一步(階段 4): 更新現有測試以表達新的期望行為,然後修改實作直到測試通過。先更改測試是區分調整與修復的關鍵。

運作方式

  1. 使用上述設定執行 orch-pipeline 引擎。
  2. 保持計畫精簡——只有當規模達到 standard+ 時才需要完整的 planner 階段。
  3. 在閘門 1(計畫/測試變更審批)和閘門 2(提交前)暫停。
  4. 如果變更觸及安全觸發條件,則加入 security-reviewer。

範例

orch-change-feature: 將 nws-poller 的警告閾值從 3 改為 2
→ 更新閾值測試以符合新規格 → 修改實作使測試通過
→ 程式碼審查 → 提交  [閘門 2:確認]

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

accessibility

Design, implement, and audit inclusive digital products using WCAG 2.2 Level AA. Use when building or auditing UI that must meet WCAG 2.2 Level AA, or when reviewing a change for keyboard, contrast, or screen-reader support.

affaan-m/claude-api

Anthropic Claude API patterns for Python and TypeScript. Covers Messages API, streaming, tool use, vision, extended thinking, batches, prompt caching, and Claude Agent SDK. Use when building applications with the Claude API or Anthropic SDKs.

affaan-m/everything-claude-code

End-to-end marketing campaign planning and execution. Covers audience research, positioning, campaign angle definition, landing page copy, email sequences, social posts, ad copy, short-form video scripts, and content calendars. Use as the orchestration layer for multi-channel product launches. Use when planning or executing a multi-channel product launch, or producing landing page, email, social, or ad copy.

affaan-m/everything-claude-code

Development conventions and patterns for everything-claude-code. JavaScript project with conventional commits.

affaan-m/everything-claude-code-conventions

Development conventions and patterns for everything-claude-code. JavaScript project with conventional commits.

affaan-m/frontend-design

Create distinctive, production-grade frontend interfaces with high design quality. Use when the user asks to build web components, pages, or applications and the visual direction matters as much as the code quality.

affaan-m/gget

gget CLI and Python workflow for quick genomic database queries, sequence lookup, BLAST-style searches, enrichment checks, and reproducible bioinformatics evidence logs.

affaan-m/literature-review

Systematic literature-review workflow for academic, biomedical, technical, and scientific topics, including search planning, source screening, synthesis, citation checks, and evidence logging.

affaan-m/motion-ui

Production-ready UI motion system for React/Next.js. Use when implementing animations, transitions, or motion patterns.

affaan-m/project-guidelines-example

Example project-specific skill template based on a real production application.

affaan-m/pubmed-database

Direct PubMed and NCBI E-utilities search workflows for biomedical literature, MeSH queries, PMID lookup, citation retrieval, and API-backed literature monitoring.

affaan-m/scholar-evaluation

Structured scholarly-work evaluation for papers, proposals, literature reviews, methods sections, evidence quality, citation support, and research-writing feedback.

affaan-m/uspto-database

USPTO patent and trademark data workflow for official record lookup, PatentSearch queries, TSDR checks, assignment data, and reproducible IP research logs.

agent-architecture-audit

Full-stack diagnostic for agent and LLM applications. Audits the 12-layer agent stack for wrapper regression, memory pollution, tool discipline failures, hidden repair loops, and rendering corruption. Produces severity-ranked findings with code-first fixes. Essential for developers building agent applications, autonomous loops, or any LLM-powered feature. Use when an agent or LLM feature misbehaves and the failing layer is unknown, or before shipping an agent stack.

agent-eval

Head-to-head comparison of coding agents (Claude Code, Aider, Codex, etc.) on custom tasks with pass rate, cost, time, and consistency metrics. Use when choosing between coding agents, or when a change to an agent setup needs measured pass rate, cost, and time rather than an impression.

agent-harness-construction

Design and optimize AI agent action spaces, tool definitions, and observation formatting for higher completion rates. Use when defining or revising an agent

agentic-engineering

Operate as an agentic engineer using eval-first execution, decomposition, and cost-aware model routing. Use when planning or executing engineering work that agents will carry out end to end.

agentic-os

Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. Use when building a persistent multi-agent system on Claude Code with its own memory, commands, and scheduling.

agent-introspection-debugging

Structured self-debugging workflow for AI agent failures using capture, diagnosis, contained recovery, and introspection reports. Use when an agent run fails and you need a reproducible diagnosis instead of a retry.

agent-payment-x402

Add x402 payment execution to AI agents with per-task budgets, spending controls, and non-custodial wallets. Supports Base through agentwallet-sdk and X Layer through OKX Payments / OKX Agent Payments Protocol. Use when an agent must pay for something itself and needs per-task budgets, spending controls, and a non-custodial wallet.

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