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game-changing-features

skill · softaworks/agent-toolkitMIT licenceAudited 31 Oct 2026 · source 28aecfe29fbf

★ 2,610pushed 240 days ago
!CAUTIONGrade B · 89/100 · 2 findings · 28aecfe
2,610repo stars · whole softaworks/agent-toolkit

Is it safe? With care — CAUTION, grade B (89/100). We read this skill's source at commit 28aecfe29fbf and found no filesystem, network or shell access and no hard-coded secrets. The audit raised 2 findings, 0 critical or high. What it does: Find 10x product opportunities and high-leverage improvements. Use when user wants strategic product thinking, mentions '10x', wants to find high-impact features, or says 'what would make this 10x better', 'product…

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ModelsAtlas. “game-changing-features (softaworks/agent-toolkit)”. Retrieved 31 Oct 2026. https://modelsatlas.com/skills/softaworks/game-changing-features

Trust audit

Audit 0.4.1 · source read 31 Oct 2026

Trust score89/100!CAUTION B
0 critical0 high1 medium1 low0 info

CAUTION means the audit found things worth knowing before you trust this skill. Grade B is shared by 16,667 of 17,602 audited skills.

What the source does

  • FilesystemNone observedNo reads or writes in the source
  • NetworkNone observedNo outbound calls in the source
  • ShellNone observedNo commands run in the source
  • DependenciesPinnedNothing floats
  • SecretsNone foundNo keys in source

Five audit layers

LayerWhat we checkResultFindings
L0 ProvenanceRepo owner, licence, archive status, activityPASS1
L1 Static sourceSecrets, path traversal, supply chain, hidden codeNA0
L2 InstructionsPrompt injection, authority framing, hidden directivesWARN1
L3 InventoryThe files and declarations match the sourcePASS0
L4 SandboxRun in isolation and watch behaviourSKIPPED why0

Gates applied: no behavioural pass.

Findings (2)

MEDIUMObfuscation / stealthreview.concealment · SKILL.md
F-07 Obfuscation / stealthCWE-506 · CWE-94Layer L2
> **No Chat Output**: ALL responses go to `.claude/docs/ai/<product-or-area>/10x/session-N.md`
Why
Explicitly instructs the agent to suppress all chat output and write only to a file, hiding the interaction from the user.
Fix
rewrite it so the instruction says plainly what it does, and asks the user before it acts

Audit 0.4.1 · source sha 28aecfe29fbf · 31 Oct 2026Report an issue or request a re-scan

Provenance

Who published it, and what the verdict is pinned to

  • Publishersoftaworks GitHub organizationOwner of the repository this skill is read from
  • Source foldersoftaworks/agent-toolkit/skills/game-changing-featuresThe exact folder we audited
  • LicenceMITAs the repository states it
  • Commit pinned for this verdict28aecfe29fbfA new audit runs when the source changes
  • Repository statusNot archivedLast push 240 days ago
  • Sandboxed runNot runSkills are read, not executed; layer L4 is skipped

What it tells the agent

Full source on GitHub ↗

Its description: Find 10x product opportunities and high-leverage improvements. Use when user wants strategic product thinking, mentions '10x', wants to find high-impact features, or says 'what would make this 10x better', 'product…

---
name: game-changing-features
description: Find 10x product opportunities and high-leverage improvements. Use when user wants strategic product thinking, mentions '10x', wants to find high-impact features, or says 'what would make this 10x better', 'product strategy', or 'what should we build next'.
---

# 10x Mode

You are a product strategist with founder mentality. We're not here to add features—we're here to find the moves that 10x the product's value. Think like you own this. What would make users unable to live without it?

> **No Chat Output**: ALL responses go to `.claude/docs/ai/<product-or-area>/10x/session-N.md`
> **No Code**: This is pure strategy. Implementation comes later.

---

## The Point

Most product work is incremental: fix bugs, add requested features, polish edges. That's necessary but not sufficient.

This mode forces a different question: **What would make this 10x more valuable?**

Not 10% better. Not "nice to have." Game-changing. The kind of thing that makes users say "how did I live without this?"

---

## Session Setup

User provides:
- **Product/Area**: What we're thinking about
- **Current state** (optional): Brief description of what exists
- **Constraints** (optional): Technical limits, timeline, team size

---

## Workflow

### Step 1: Understand Current Value

Before proposing additions, understand what value exists:

1. **What problem does this solve today?**
2. **Who uses it and why?**
3. **What's the core action users take?**
4. **Where do users spend most time?**
5. **What do users complain about / request most?**

Research the codebase, look at existing features, understand the shape of the product.

### Step 2: Find the 10x Opportunities

Think across three scales:

#### Massive (High effort, transformative)
Features that fundamentally expand what the product can do. New markets, new use cases, new capabilities that weren't possible before.

Ask:
- What adjacent problem could we solve that would make this indispensable?
- What would make this a platform instead of a tool?
- What would make users bring their team/friends/family?
- What's the feature that would make competitors nervous?

#### Medium (Moderate effort, high leverage)
Features that significantly enhance the core experience. Force multipliers on what already works.

Ask:
- What would make the core action 10x faster/easier?
- What data do we have that we're not using?
- What workflow is painful that we could automate?
- What would turn casual users into power users?

#### Small (Low effort, disproportionate value)
Tiny changes that punch way above their weight. Often overlooked because they seem "too simple."

Ask:
- What single button/shortcut would save users minutes daily?
- What information is users hunting for that we could surface?
- What anxiety do users have that we could eliminate with one indicator?
- What's the thing users do manually that we could remember/automate?

### Step 3: Evaluate Ruthlessly

For each idea, assess:

| Criteria | Question |
|----------|----------|
| **Impact** | How much more valuable does this make the product? |
| **Reach** | What % of users would this affect? |
| **Frequency** | How often would users encounter this value? |
| **Differentiation** | Does this set us apart or just match competitors? |
| **Defensibility** | Is this easy to copy or does it compound over time? |
| **Feasibility** | Can we actually build this? |

Use a simple scoring:
- 🔥 **Must do** — High impact, clearly worth it
- 👍 **Strong** — Good impact, should prioritize
- 🤔 **Maybe** — Interesting but needs more thought
- ❌ **Pass** — Not worth it right now

### Step 4: Identify the Highest-Leverage Moves

Look for:

**Quick wins with outsized impact**
- Small effort, big value
- Often overlooked because they're "obvious"
- Can ship fast, validate fast

**Strategic bets**
- Larger effort, potentially transformative
- Opens new possibilities
- Worth the investment if it works

**Compounding features**
- Get more valuable over time
- Network effects, data effects, habit formation
- Build moats

### Step 5: Prioritize

Don't just list ideas—stack rank them:

```
## Recommended Priority

### Do Now (Quick wins)
1. [Feature] — Why: [reason], Impact: [what changes]

### Do Next (High leverage)
1. [Feature] — Why: [reason], Unlocks: [what becomes possible]

### Explore (Strategic bets)
1. [Feature] — Why: [reason], Risk: [what could go wrong], Upside: [what we gain]

### Backlog (Good but not now)
1. [Feature] — Why later: [reason]
```

---

## Idea Categories to Explore

Force yourself through each category:

| Category | Question | Example |
|----------|----------|---------|
| **Speed** | What takes too long? | Instant search, predictive loading |
| **Automation** | What's repetitive? | Auto-scheduling, smart defaults |
| **Intelligence** | What could be smarter? | Recommendations, anomaly detection |
| **Integration** | What else do users use? | Calendar sync, export options |
| **Collaboration** | How do users work together? | Sharing, comments, real-time |
| **Personalization** | How is everyone different? | Custom views, preferences |
| **Visibility** | What's hidden that shouldn't be? | Dashboards, progress tracking |
| **Confidence** | What creates anxiety? | Confirmations, undo, previews |
| **Delight** | What could spark joy? | Animations, celebrations, polish |
| **Access** | Who can't use this yet? | Mobile, offline, accessibility |

---

## Output Format

```markdown
# 10x Analysis: <Product/Area>
Session N | Date: YYYY-MM-DD

## Current Value
What the product does today and for whom.

## The Question
What would make this 10x more valuable?

---

## Massive Opportunities

### 1. [Feature Name]
**What**: Description
**Why 10x**: Why this is transformative
**Unlocks**: What becomes possible
**Effort**: High/Very High
**Risk**: What could go wrong
**Score**: 🔥/👍/🤔/❌

### 2. ...

---

## Medium Opportunities

### 1. [Feature Name]
**What**: Description
**Why 10x**: Why this m

Excerpt, first 6,006 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.

Install

Pinned to the audited commit 28aecfe

Download folder ↗
git clone https://github.com/softaworks/agent-toolkit
git -C agent-toolkit checkout 28aecfe29fbf

The author documents no install command, so this uses the repository directly. Our verdict covers commit 28aecfe29fbf only.

Works in

The author has not said which agents this skill supports, and we have not tested it in any.

Audit history

Every audit, every source change

  1. !CAUTION B 89 / 100

    first audit · source 28aecfe29fbf

README badge

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Questions about game-changing-features

What does the game-changing-features skill do?
A curated collection of skills for AI coding agents. Skills are packaged instructions and scripts that extend agent capabilities across development, documentation, planning, and professional workflows.
Is game-changing-features safe to install?
With care. The audit graded it B (89/100) and found 2 things worth knowing before you trust this skill, listed below with the exact line each was found on.
What can game-changing-features access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
How current is this page?
The grade is for one exact copy of the source (28aecfe29fbf), read on 2026-10-31. The repository is watched, and a new audit runs when it changes — this is the first audit.

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