innovate — community innovate, ai_coding_project_base, community, ide skills

v1.0.0

关于此技能

A structured prompt framework for building software products with AI coding assistants. This toolkit guides you through product specification, technical design, and implementation planning—producing documents that AI agents can execute against.

benjaminshoemaker benjaminshoemaker
[39]
[5]
更新于: 3/18/2026

Killer-Skills Review

Decision support comes first. Repository text comes second.

Reference-Only Page Review Score: 3/11

This page remains useful for operators, but Killer-Skills treats it as reference material instead of a primary organic landing page.

Quality floor passed for review
Review Score
3/11
Quality Score
59
Canonical Locale
en
Detected Body Locale
en

A structured prompt framework for building software products with AI coding assistants. This toolkit guides you through product specification, technical design, and implementation planning—producing documents that AI agents can execute against.

核心价值

A structured prompt framework for building software products with AI coding assistants. This toolkit guides you through product specification, technical design, and implementation planning—producing documents that AI agents can execute against.

适用 Agent 类型

Suitable for operator workflows that need explicit guardrails before installation and execution.

赋予的主要能力 · innovate

! 使用限制与门槛

Why this page is reference-only

  • - Current locale does not satisfy the locale-governance contract.
  • - The page lacks a strong recommendation layer.
  • - The page lacks concrete use-case guidance.
  • - The page lacks explicit limitations or caution signals.

Source Boundary

The section below is imported from the upstream repository and should be treated as secondary evidence. Use the Killer-Skills review above as the primary layer for fit, risk, and installation decisions.

评审后的下一步

先决定动作,再继续看上游仓库材料

Killer-Skills 的主价值不应该停在“帮你打开仓库说明”,而是先帮你判断这项技能是否值得安装、是否应该回到可信集合复核,以及是否已经进入工作流落地阶段。

实验室 Demo

Browser Sandbox Environment

⚡️ Ready to unleash?

Experience this Agent in a zero-setup browser environment powered by WebContainers. No installation required.

Boot Container Sandbox

常见问题与安装步骤

以下问题与步骤与页面结构化数据保持一致,便于搜索引擎理解页面内容。

? FAQ

innovate 是什么?

A structured prompt framework for building software products with AI coding assistants. This toolkit guides you through product specification, technical design, and implementation planning—producing documents that AI agents can execute against.

如何安装 innovate?

运行命令:npx killer-skills add benjaminshoemaker/ai_coding_project_base/innovate。支持 Cursor、Windsurf、VS Code、Claude Code 等 19+ IDE/Agent。

innovate 支持哪些 IDE 或 Agent?

该技能兼容 Cursor, Windsurf, VS Code, Trae, Claude Code, OpenClaw, Aider, Codex, OpenCode, Goose, Cline, Roo Code, Kiro, Augment Code, Continue, GitHub Copilot, Sourcegraph Cody, and Amazon Q Developer。可使用 Killer-Skills CLI 一条命令通用安装。

安装步骤

  1. 1. 打开终端

    在你的项目目录中打开终端或命令行。

  2. 2. 执行安装命令

    运行:npx killer-skills add benjaminshoemaker/ai_coding_project_base/innovate。CLI 会自动识别 IDE 或 AI Agent 并完成配置。

  3. 3. 开始使用技能

    innovate 已启用,可立即在当前项目中调用。

! 参考页模式

此页面仍可作为安装与查阅参考,但 Killer-Skills 不再把它视为主要可索引落地页。请优先阅读上方评审结论,再决定是否继续查看上游仓库说明。

Upstream Repository Material

The section below is imported from the upstream repository and should be treated as secondary evidence. Use the Killer-Skills review above as the primary layer for fit, risk, and installation decisions.

Upstream Source

innovate

安装 innovate,这是一款面向AI agent workflows and automation的 AI Agent Skill。查看评审结论、使用场景与安装路径。

SKILL.md
Readonly
Upstream Repository Material
The section below is imported from the upstream repository and should be treated as secondary evidence. Use the Killer-Skills review above as the primary layer for fit, risk, and installation decisions.
Supporting Evidence

Innovate

Identify the single smartest, most radically innovative addition to make to the current app or plan. Not a list of 10 safe ideas — one bold, high-leverage move that changes the game.

Context Gathering

Before proposing anything, deeply understand the current state:

1. Read the Project

Read: README.md, CLAUDE.md, AGENTS.md
Glob: src/**/*.{ts,tsx,js,jsx,py,go,rs,swift}
Grep: "TODO|FIXME|HACK|FUTURE"

Understand:

  • What the project does and who it's for
  • Current architecture and tech stack
  • Existing features and capabilities
  • Known gaps, TODOs, and pain points

2. Read Any Specs or Plans

Read: PRODUCT_SPEC.md, TECHNICAL_SPEC.md, EXECUTION_PLAN.md, FEATURE_SPEC.md, VISION.md

Understand where the project is headed and what's already planned.

3. Assess the Landscape

Use WebSearch to research:

  • What competitors or similar projects are doing
  • Emerging technologies relevant to this domain
  • User expectations in this space (current year)

Innovation Criteria

The proposal must score HIGH on ALL of these:

CriterionQuestion
LeverageDoes a small implementation unlock disproportionate value?
SurpriseWould this make someone say "I didn't know that was possible"?
FeasibilityCan this be built in days, not months?
FitDoes it align with the project's direction and users?
DefensibilityIs this hard to copy or does it create a moat?

Anti-Patterns (Do NOT Propose)

  • Generic AI features ("add AI chat", "use LLMs for X")
  • Incremental improvements that are obvious next steps
  • Features that require massive infrastructure changes
  • Ideas that sound cool but don't serve the actual users
  • Anything already on the roadmap or in the execution plan

Analysis Process

Step 1: Identify Latent Potential

Look for:

  • Underused data — What data does the app collect that it doesn't fully exploit?
  • Workflow friction — Where do users leave the app to accomplish something?
  • Combinatorial opportunities — What existing features could be combined in unexpected ways?
  • Platform capabilities — What OS/browser/runtime features could be leveraged?
  • Network effects — What becomes more valuable as usage grows?

Step 2: Generate Candidates (Internal)

Brainstorm 5-7 candidates internally. Do NOT output these. Evaluate each against the criteria table silently.

Step 3: Select the Winner

Pick the single strongest candidate. If no candidate scores HIGH on all five criteria, say so honestly rather than forcing a weak idea.


Output Format

╔══════════════════════════════════════════════════════════════════╗
║                        THE INNOVATION                           ║
╚══════════════════════════════════════════════════════════════════╝

{One-sentence pitch — what it is and why it matters}

────────────────────────────────────────────────────────────────────

WHY THIS, WHY NOW
─────────────────
{2-3 sentences on why this is the right move at this moment.
Reference specific things discovered in context gathering.}

WHAT IT CHANGES
───────────────
Before: {Current state — what users deal with today}
After:  {Future state — what becomes possible}

HOW IT WORKS
────────────
{3-5 bullet points on the core mechanism. Be specific enough
that a developer could start building from this description.}

• ...
• ...
• ...

IMPLEMENTATION SKETCH
─────────────────────
Effort: {LOW / MEDIUM / HIGH}
Files:  {Key files to create or modify}
Dependencies: {New libraries or services needed, if any}

Steps:
1. {First concrete step}
2. {Second concrete step}
3. {Third concrete step}

RISK & MITIGATION
─────────────────
Risk: {The main thing that could go wrong}
Mitigation: {How to handle it}

────────────────────────────────────────────────────────────────────

CRITERIA SCORECARD
──────────────────
Leverage:      ██████████ HIGH — {one-line justification}
Surprise:      ██████████ HIGH — {one-line justification}
Feasibility:   ██████████ HIGH — {one-line justification}
Fit:           ██████████ HIGH — {one-line justification}
Defensibility: ██████████ HIGH — {one-line justification}

Edge Cases

SituationAction
No README or project contextAsk the user to describe the project before proceeding
Project is too early stage (no code)Focus innovation on architecture/approach rather than features
Project is a library/SDK (not an app)Focus on DX innovations, API design, or ecosystem integrations
All ideas feel incrementalBe honest: "This project is well-optimized. Here's the best marginal gain I see:" and lower expectations
The argument is optionalIf invoked with an argument (e.g., /innovate payments), constrain the search to that domain

Review Your Output

Before presenting:

  • Proposal is ONE idea, not a list
  • Scores HIGH on all five criteria (or honestly notes where it doesn't)
  • Implementation sketch is specific enough to act on
  • Not something already planned or obvious
  • Aligned with project direction

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