innovate — community innovate, ai_coding_project_base, benjaminshoemaker, community, ai agent skill, ide skills, agent automation, AI agent skills, Claude Code, Cursor, Windsurf

v1.0.0
GitHub

About this Skill

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 d

benjaminshoemaker benjaminshoemaker
[39]
[5]
Updated: 3/18/2026

Quality Score

Top 5%
59
Excellent
Based on code quality & docs
Installation
SYS Universal Install (Auto-Detect)
> npx killer-skills add benjaminshoemaker/ai_coding_project_base/innovate
Supports 19+ Platforms
Cursor
Windsurf
VS Code
Trae
Claude
OpenClaw
+12 more
Project
SKILL.md
5.9 KB
.cursorrules
1.2 KB
package.json
240 B
Ready
UTF-8

# Tags

[No tags]
SKILL.md
Readonly

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

FAQ & Installation Steps

These questions and steps mirror the structured data on this page for better search understanding.

? Frequently Asked Questions

What is innovate?

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 d

How do I install innovate?

Run the command: npx killer-skills add benjaminshoemaker/ai_coding_project_base/innovate. It works with Cursor, Windsurf, VS Code, Claude Code, and 19+ other IDEs.

Which IDEs are compatible with innovate?

This skill is compatible with 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. Use the Killer-Skills CLI for universal one-command installation.

How To Install

  1. 1. Open your terminal

    Open the terminal or command line in your project directory.

  2. 2. Run the install command

    Run: npx killer-skills add benjaminshoemaker/ai_coding_project_base/innovate. The CLI will automatically detect your IDE or AI agent and configure the skill.

  3. 3. Start using the skill

    The skill is now active. Your AI agent can use innovate immediately in the current project.

Related Skills

Looking for an alternative to innovate or another community skill for your workflow? Explore these related open-source skills.

View All

openclaw-release-maintainer

Logo of openclaw
openclaw

openclaw-release-maintainer is a specialized AI agent skill for automating release management workflows, designed to work seamlessly with Claude Code.

333.8k
0
Data

widget-generator

Logo of f
f

Generate customizable widget plugins for the prompts.chat feed system

149.6k
0
Design

flags

Logo of vercel
vercel

The React Framework

138.4k
0
Browser

pr-review

Logo of pytorch
pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

98.6k
0
AI