Agent skill

Feature Development

by protect-my-hair in protect-my-hair/nucleus-marketplace

A skill your agent uses when 在 Nucleus V2 目标仓库中基于需求设计与特性拆解输入开发一个或多个特性。

MITAuto-check passed

Install Feature Development

skills CLI
$ npx skills add protect-my-hair/nucleus-marketplace --skill feature-development -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install protect-my-hair/nucleus-marketplace feature-development --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/protect-my-hair/nucleus-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/nucleus/skills/feature-development .claude/skills/feature-development && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
feature-development
GitHub stars
164
Token cost
~1.3k tokens
SKILL.md length
350 words
Files
7 (incl. scripts, references, assets)
Skills in repo
18
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when 在 Nucleus V2 目标仓库中基于需求设计与特性拆解输入开发一个或多个特性。

  • Works in 11 steps: 读取需求设计产物:读取需求实现方案、拆解结果和… → 读取特性拆解输入:读取 requirement-decomposition… → 确认需求分支:调用或执行 requirement-branch;缺分支授权时… → …
  • 在 Nucleus V2 目标仓库中基于需求设计与特性拆解输入开发一个或多个特性
  • SKILL.md covers 核心原则, Checklist, 本 Skill 解决什么 and 必须先做, plus 4 more sections
  • Runs Python scripts from its folder

What it does

Feature Development is an agent skill from protect-my-hair/nucleus-marketplace. Use when 在 Nucleus V2 目标仓库中基于需求设计与特性拆解输入开发一个或多个特性。

Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 10 other files, including scripts, reference files and assets (for example `agents/openai.yaml`, `assets/feature-development-task-list-template.md` and `assets/nucleus-feature-development-task-list.schema.json`).

The repository describes itself as: Nucleus — Claude Code / Codex 工作流插件,确保 AI 编码产出结构可信、边界可审计、过程可追溯. The licence is MIT.

When your agent uses it

  • 在 Nucleus V2 目标仓库中基于需求设计与特性拆解输入开发一个或多个特性

Example prompts

  • “/feature-development”

Requirements

  • Python 3

Workflow steps

11 steps, taken from the first numbered list in SKILL.md.

  1. 读取需求设计产物:读取需求实现方案、拆解结果和 .nucleus/context/.json;不把上游评审是否文件化作为本阶段 input 阻塞。
  2. 读取特性拆解输入:读取 requirement-decomposition 输出的特性路径、优先级、依赖和 feature-doc-design 输入。
  3. 确认需求分支:调用或执行 requirement-branch;缺分支授权时 ALERT_AND_BLOCK。
  4. 读取现有特性树:读取目标仓库 docs/features/** 既有结构,避免跨特性误写。
  5. 创建宿主特性任务包:为每个特性创建独立 task 包;当前特性未完成前不得开始下一个特性。
  6. 执行当前特性设计:调用 feature-doc-design 直接写入 docs/features/** 待评审特性文档,先按 _shared/references/subagent-precheck-protocol.md 完成 subagentPreReview;通过后按…
  7. 生成并确认实施计划:设计评审通过后生成实施计划,先按 _shared/references/subagent-precheck-protocol.md 完成 subagentPreReview;通过后按…
  8. 按计划实现并验证:每个 task 写源码、测试或样式前,先重读 specAnchor.sourceEvidencePaths 指向的 specs、UI 设计证据和实施计划,再补测试或测试资产,再实现当前特性覆盖内容,并运行计划声明的验证命令。若计划…
  9. 完成多维评审:调用 multi-review 做 code-review、方案一致性评审和计划满足度评审。
  10. 整改并复核:整改评审意见或写明不采纳理由,再完成复核。
  11. 收口当前特性证据:确认当前特性证据完整且无越界改动后,才允许解锁下一个特性。

What it can do on your machine

Read from SKILL.md and the folder at commit 3c82085. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/ (Python), which the agent can run.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Feature Development loads about 1.3k tokens when it runs, and up to ~2.1k if it reads all its reference files. Until then it costs about 18 tokens; SKILL.md has 350 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~18
When it runs · the whole SKILL.md, loaded when a task matches
~1.3k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~2.1k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

The full file from protect-my-hair/nucleus-marketplace at commit 3c82085, republished under its MIT licence (© protect-my-hair). 350 words, ~1,325 tokens.

Download SKILL.mdSave it as .claude/skills/feature-development/SKILL.md (or your agent's skills folder). This skill also uses 6 other files; get the full folder from GitHub.
name
feature-development
description
Use when 在 Nucleus V2 目标仓库中基于需求设计与特性拆解输入开发一个或多个特性。

特性开发

前置:使用本 Skill 前,先按 using-nucleus 完成 Nucleus 入口识别(Claude Code 会话由插件 SessionStart hook 自动注入该纪律)。

核心原则

特性开发是按特性分组的 task / todo 编排,不是脚本循环,也不是一个大开发任务。

<HARD-GATE>
未读取需求设计产物和特性拆解结果,未确认需求分支,或当前特性缺少设计评审、实施计划、独立评审、整改复核事实时,不得进入对应下游写入或解锁动作。

当前特性涉及 UI,且 docs/ui-design/**、Pencil 文件、ui-prototype.md 或用户明确设计稿存在时,未把相关 UI 设计源纳入实施计划、实现任务和完成评审证据前,不得写 UI 源码或把当前特性标记完成;仅发现仓库候选设计源时,未完成人工相关性确认前不得写 UI 源码。

当前特性实施计划缺少 developmentSpecs,或目标仓库 docs/specs/** 规范缺失但没有 setup gap 处理结论时,不得写源码、测试或把当前特性标记完成。

当前特性实施计划缺少 specAnchor,或上下文压缩 / 会话恢复 / 阶段切换后没有从磁盘重读 .nucleus/runs/<workflowRunId>/spec-anchor.json 及其 sourceEvidencePaths 时,不得写源码、测试、样式或请求完成评审。

未创建宿主 todo/task 任务包,不得执行 feature-doc-design、feature-development-prepare、feature-implementation、multi-review 或进入下一个特性。

每个特性设计评审、实施计划确认和特性完成评审请求发给人之前,必须先按 _shared/references/subagent-precheck-protocol.md 调度独立 reviewer 完成 subagentPreReview;未取得“材料可提交人工审查”结论时,不得请求人工评审通过。 </HARD-GATE>

Checklist

启动本 Skill 后,必须先为以下每一项创建宿主 todo/task,并按顺序执行;Codex 使用计划 / 任务工具,Claude Code 使用 TodoWrite 或等价宿主 todo。每完成、阻塞或等待一项,都必须逐项更新状态。.nucleus/runs/<workflowRunId>/feature-development/tasks.json 和 tasks.md 只是这些宿主任务包的镜像证据,不能替代宿主任务、设计评审、计划确认、review、整改复核或 PMS 状态。

  1. 读取需求设计产物:读取需求实现方案、拆解结果和 .nucleus/context/<workflowRunId>.json;不把上游评审是否文件化作为本阶段 input 阻塞。
  2. 读取特性拆解输入:读取 requirement-decomposition 输出的特性路径、优先级、依赖和 feature-doc-design 输入。
  3. 确认需求分支:调用或执行 requirement-branch;缺分支授权时 ALERT_AND_BLOCK。
  4. 读取现有特性树:读取目标仓库 docs/features/** 既有结构,避免跨特性误写。
  5. 创建宿主特性任务包:为每个特性创建独立 task 包;当前特性未完成前不得开始下一个特性。
  6. 执行当前特性设计:调用 feature-doc-design 直接写入 docs/features/** 待评审特性文档,先按 _shared/references/subagent-precheck-protocol.md 完成 subagentPreReview;通过后按 _shared/references/interaction-format.md 的确认型格式呈现给人评审,未通过时修订设计。
  7. 生成并确认实施计划:设计评审通过后生成实施计划,先按 _shared/references/subagent-precheck-protocol.md 完成 subagentPreReview;通过后按 _shared/references/interaction-format.md 的确认型格式请求确认,未确认时不得写源码或测试。计划必须包含 specAnchor 和 developmentSpecs,列出 docs/specs/** 规范证据、适用 rules、缺失状态、facts manifest hash、reload policy 和 setup gap 处理要求。当前特性存在相关 UI 设计源时,计划必须包含 UI 设计源发现证据、Pencil frame / UI 状态映射、公共组件 / 公共样式契约和视觉证据路径;仅发现候选设计源时,计划必须要求人工确认相关性。
  8. 按计划实现并验证:每个 task 写源码、测试或样式前,先重读 specAnchor.sourceEvidencePaths 指向的 specs、UI 设计证据和实施计划,再补测试或测试资产,再实现当前特性覆盖内容,并运行计划声明的验证命令。若计划 uiDesign.applicability=required,必须先导出或读取设计 frame,按 frame / 状态映射实现,并采集浏览器截图、人工视觉证据或等价 UI 对照证据。
  9. 完成多维评审:调用 multi-review 做 code-review、方案一致性评审和计划满足度评审。
  10. 整改并复核:整改评审意见或写明不采纳理由,再完成复核。
  11. 收口当前特性证据:确认当前特性证据完整且无越界改动后,才允许解锁下一个特性。

本 Skill 解决什么

本 Skill 只负责编排特性开发任务:

  • 读取需求设计和特性拆解输入。
  • 确认需求分支。
  • 为每个特性创建 task / todo 任务包。
  • 规定任务顺序、停点和证据。
  • 调用对象型 Skill 完成具体设计、计划、实现、评审和收口。

它不替代 feature-doc-design、不替代实施计划、不开启脚本自动开发、不替人评审 PR、不批准合入或发布。

必须先做

  1. 读取 .nucleus/context/<workflowRunId>.json。
  2. 读取需求实现方案和 requirement-decomposition 的特性拆解结果。
  3. 记录本阶段后续写入动作需要引用的人工事实字段,但不把上游评审文件化状态作为 input。
  4. 调用或执行 requirement-branch 的分支检查纪律。
  5. 读取目标仓库 docs/features/** 既有结构。
  6. 创建宿主 todo/task 列表,并逐项更新状态。
Show full SKILL.md (148 more words)Show less

单个特性任务包

每个特性必须按以下任务顺序执行:

  1. 读取当前特性输入和关联需求设计产物。
  2. 确认当前仍在需求分支,且工作区没有污染当前特性的无关改动。
  3. 执行 feature-doc-design,生成或更新当前特性的 docs/features/** 待评审文档。
  4. 设计材料先按 _shared/references/subagent-precheck-protocol.md 完成 subagentPreReview,确认材料可提交人工审查后再呈现并等待人工评审通过。
  5. 基于当前特性文档和输入生成实施计划;实施计划输出后再进入本阶段计划确认门禁。
  6. 实施计划先按 _shared/references/subagent-precheck-protocol.md 完成 subagentPreReview,确认材料可提交人工审查后再呈现并等待确认。
  7. 读取实施计划 specAnchor、.nucleus/runs/<workflowRunId>/spec-anchor.json、developmentSpecs 和 .nucleus/runs/<workflowRunId>/development-specs-evidence.json;存在 docs/specs/rules/** 时先读适用规则,缺失时确认 setup gap 已补齐或已有人工计划豁免。
  8. 上下文压缩、恢复、切换 task、写源码前、写 UI 前和进入评审前,都必须重读 spec anchor 的 sourceEvidencePaths,确认 factsManifestHash 未 stale;stale 时回到实施计划评审或重新生成 anchor。
  9. 如果实施计划声明 uiDesign.applicability=required,先完成 UI 设计源到 route / modal / tab / state 的映射,并确认公共组件 / 公共样式读取对象;缺映射或证据路径时回到计划评审。如果声明 candidate-found,先取得候选设计源是否相关的人工确认;相关则回到计划补齐 required 映射,无关则记录理由后按公共组件 / 既有样式实现。
  10. 按计划先补测试或测试资产,再实现当前特性覆盖内容。
  11. 运行计划声明的验证命令;UI 设计源存在时,同时采集计划声明的截图、Pencil frame 导出或人工视觉对照证据。
  12. 调用 multi-review 做 code-review、方案一致性评审、计划满足度评审和 spec compliance 复核。
  13. 整改评审意见,或写明不采纳的技术理由和证据。
  14. 复核整改结果。
  15. 收口当前特性证据。

当前特性未完成全部任务,不得开始下一个特性。

STOP 点

  • 未读取需求设计产物和特性拆解结果:ALERT_AND_BLOCK。
  • 当前不在需求分支,且没有明确创建或切换授权:ALERT_AND_BLOCK。
  • 当前特性未完成 feature-doc-design:不得写实施计划、源码或测试。
  • 特性设计未人工评审通过:不得写实施计划、源码或测试。
  • 实施计划未生成或未确认:不得开发。
  • 实施计划缺少 specAnchor,或实现前没有重读 spec anchor 及其 source evidence:不得开发。
  • 实施计划缺少 developmentSpecs,或缺 docs/specs/** 处理结论:不得开发。
  • UI 设计源存在但实施计划没有 UI 映射、公共组件 / 公共样式契约或视觉证据路径:不得写 UI 源码。
  • 仅发现候选 UI 设计源但缺人工计划相关性确认:不得写 UI 源码。
  • UI 实现缺少计划声明的截图、Pencil frame 对照或公共组件 / 样式契约复核:不得进入特性完成评审。
  • 发现计划不成立或 scope 变化:停住,回到计划或特性设计评审节点。
  • code-review、方案一致性评审、计划满足度评审缺任一项:不得进入下一个特性。
  • 完成评审前没有按 changed files 重新计算 applicable rules -> evidence coverage:不得进入下一个特性。
  • 评审意见未整改并复核:不得进入下一个特性。
  • 所有特性未全部完成:不得准备 MR/PR。

Runtime 边界

scripts/feature_development.py 只能生成或校验 task list 证据。它不得执行开发、写源码、写测试、写正式特性文档、创建提交、创建 MR/PR、批准评审或发布。

证据

任务清单可写入 .nucleus/runs/<workflowRunId>/feature-development/tasks.json 和 tasks.md,仅作宿主任务包的镜像证据,只证明任务被编排或校验,不证明宿主任务已逐项执行。

© protect-my-hair, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 6 other files (scripts, references, assets) in plugins/nucleus/skills/feature-development of protect-my-hair/nucleus-marketplace.

  • SKILL.md
  • agents/openai.yaml
  • assets/feature-development-task-list-template.md
  • assets/nucleus-feature-development-task-list.schema.json
  • references/blocker-matrix.md
  • references/task-orchestration.md
  • scripts/feature_development.py

Open the folder on GitHubat commit 3c82085

Compare with similar skills

Feature Development next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Feature Development compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Feature Development this skillprotect-my-hair/nucleus-marketplace164—~1.3kAutomated safety check: PassMIT
Bio Single Cell Hashing DemultiplexingGPTomics/bioSkills1.2k1 repos~4.2kAutomated safety check: PassMIT
Bio Single Cell Cnv InferenceGPTomics/bioSkills1.2k1 repos~4.7kAutomated safety check: PassMIT
Scenario Maya Fxscenario-labs/skills946—~5.3kAutomated safety check: PassMIT
Cellpose Cell Segmentationjaechang-hits/SciAgent-Skills3741 repos~3.5kAutomated safety check: PassBSD-3-Clause
Game Concept ArchitectDY-2026/GameDesignOS415—~2.1kAutomated safety check: PassMIT

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    164 GitHub stars~454 tokensUpdated 2 mo ago
    Auto-check passed

Questions about Feature Development

What does Feature Development do?

A skill your agent uses when 在 Nucleus V2 目标仓库中基于需求设计与特性拆解输入开发一个或多个特性。. Feature Development is an agent skill from protect-my-hair/nucleus-marketplace.

When should I use Feature Development?

Feature Development fits situations like: 在 Nucleus V2 目标仓库中基于需求设计与特性拆解输入开发一个或多个特性.

How do I install Feature Development in Claude Code?

Run `npx skills add protect-my-hair/nucleus-marketplace --skill feature-development -a claude-code`. Or copy the skill folder (plugins/nucleus/skills/feature-development in protect-my-hair/nucleus-marketplace) into .claude/skills/feature-development in your project. Claude Code loads it when a task matches its description.

How do I install Feature Development in Codex?

Run `npx skills add protect-my-hair/nucleus-marketplace --skill feature-development -a codex`. Or copy the skill folder (plugins/nucleus/skills/feature-development in protect-my-hair/nucleus-marketplace) into .agents/skills/feature-development in your project. Codex loads it when a task matches its description.

Can I use Feature Development in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add protect-my-hair/nucleus-marketplace --skill feature-development -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/feature-development, .gemini/skills/feature-development, .github/skills/feature-development and .opencode/skills/feature-development in your project.

What does Feature Development need to run?

Going by SKILL.md and its folder, Feature Development needs Python for the scripts in its folder. Our summary lists: Python 3.

Does Feature Development access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Feature Development safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Feature Development use?

Feature Development is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Feature Development use?

About 1.3k tokens (SKILL.md is roughly 5.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 729 tokens, read only when the agent opens those files.

What are the alternatives to Feature Development?

Skills that share tags, products or a category with Feature Development: Bio Single Cell Hashing Demultiplexing (GPTomics/bioSkills, 1.2k stars), Bio Single Cell Cnv Inference (GPTomics/bioSkills, 1.2k stars), Scenario Maya Fx (scenario-labs/skills, 946 stars) and Cellpose Cell Segmentation (jaechang-hits/SciAgent-Skills, 374 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Feature Development?

protect-my-hair (a GitHub user) maintains it in protect-my-hair/nucleus-marketplace, which has 164 GitHub stars. The repository holds 18 skills in this directory. The repository was last updated on July 23, 2026.

Source: protect-my-hair/nucleus-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.