Agent skill · Audited from source
game-changing-features
skill · softaworks/agent-toolkitMIT licenceAudited 31 Oct 2026 · source 28aecfe29fbf
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…
Cite
Cite this page
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
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
| Layer | What we check | Result | Findings |
|---|---|---|---|
L0 Provenance | Repo owner, licence, archive status, activity | PASS | 1 |
L1 Static source | Secrets, path traversal, supply chain, hidden code | NA | 0 |
L2 Instructions | Prompt injection, authority framing, hidden directives | WARN | 1 |
L3 Inventory | The files and declarations match the source | PASS | 0 |
L4 Sandbox | Run in isolation and watch behaviour | SKIPPED why | 0 |
Gates applied: no behavioural pass.
Findings (2)
MEDIUMObfuscation / stealthreview.concealment · SKILL.md
> **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
LOWInventory / provenanceinv.symlink · CLAUDE.md
CLAUDE.md
- Why
- link not followed
- Fix
- —
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
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
- !CAUTION B 89 / 100
first audit · source
28aecfe29fbf
README badge
For maintainers · shows the latest audit
[](https://modelsatlas.com/skills/softaworks/game-changing-features/)
The badge shows our verdict and grade for this skill, and links back to this page. It changes when the audit does.
Similar skills
All automation skills →softaworks/agent-toolkit
Document frontend data needs for backend developers. Use when frontend needs to communicate API requirements to backend, or user says 'backend requirements', 'what data do I need', 'API requirements', or is describing…
softaworks/agent-toolkit
Use when working with *.excalidraw or *.excalidraw.json files, user mentions diagrams/flowcharts, or requests architecture visualization - delegates all Excalidraw operations to subagents to prevent context exhaustion…
softaworks/agent-toolkit
Navigate difficult conversations and deliver constructive feedback using structured frameworks. Covers the Preparation-Delivery-Follow-up model and Situation-Behavior-Impact (SBI) feedback technique. Use when preparing…
softaworks/agent-toolkit
Generates creative domain name ideas for your project and checks availability across multiple TLDs (.com, .io, .dev, .ai, etc.). Saves hours of brainstorming and manual checking.
softaworks/agent-toolkit
draw.io diagram creation, editing, and review. Use for .drawio XML editing, PNG conversion, layout adjustment, and AWS icon usage.
softaworks/agent-toolkit
Structured approach to workplace conflicts, performance discussions, and challenging feedback using preparation-delivery-followup framework. Use when preparing for tough conversations, addressing conflicts, giving…
Add this badge to your README
[](https://modelsatlas.com/skills/softaworks/game-changing-features/)
<a href="https://modelsatlas.com/skills/softaworks/game-changing-features/"><img src="https://modelsatlas.com/skills/softaworks/game-changing-features/badge.svg" alt="ModelsAtlas: CAUTION B"></a>
Questions about game-changing-features
What does the game-changing-features skill do?
Is game-changing-features safe to install?
What can game-changing-features access on my machine?
How current is this page?
Sources
- github.com/softaworks/agent-toolkit/tree/main/skills/game-changi — the audited source at commit 28aecfe29fbf and every finding aboveObserved · 31 Oct 2026
Spotted something wrong? Report a correction · Methodology
Keep going in your AI
Opens with this page as the source. We add nothing else to the prompt.
- What does the game-changing-features skill do?
- Is game-changing-features safe to install?
- What can game-changing-features access on my machine?