Research social discussions using public posts or authorized exports, and produce reports that link each claim to inspected evidence. Track duplicate posts, distinguish speakers, document access gaps, and audit conclusions that exceed the observed sample.
- Comparing product discussions across social platforms
- Creating cited reports from supplied post exports
- Checking repost duplication and comment attribution
wshobson/agents☆ 41KUpdated Oct 18, 2026
Learn how to check Claude Code tool calls against a policy and create digitally signed execution records. This walkthrough covers setup, offline verification, tamper demonstrations, and CI/CD integration before adopting the protect-mcp runtime plugin.
- Evaluate signed audit records before adopting runtime hooks
- Demonstrate offline verification and tamper detection
- Verify agent execution records in CI/CD
wshobson/agents☆ 41KUpdated Oct 18, 2026
Identify security threats in system designs using STRIDE, a method covering six threat categories. Use structured questions to review components, prioritize threats by impact, and document findings and possible safeguards.
- Start a threat modeling session
- Review the security of an existing system design
- Document threats and possible safeguards
wshobson/agents☆ 41KUpdated Oct 18, 2026
Establish consistent typography, colors, spacing, and icons for interface design. Define design tokens, reusable values for visual styles, and apply guidance on contrast, responsive text, and dark mode to improve readability and visual consistency.
- Define design tokens for a new project
- Create typography and spacing guidelines
- Review color contrast and visual consistency
wshobson/agents☆ 41KUpdated Oct 18, 2026
Capture and analyze network traffic to understand custom protocols, including message boundaries and field meanings. Use the findings to document formats, investigate communication problems, and validate behavior through replay and tests with unusual inputs.
- Investigating network communication failures
- Understanding proprietary message formats
- Documenting protocol specifications
wshobson/agents☆ 41KUpdated Oct 18, 2026
Write more reliable Bash scripts for production automation, CI/CD pipelines, and system administration. Covers input validation, error handling, structured logs, safe temporary files, dry runs to preview changes, and scripts designed for safe reruns.
- Writing production automation scripts
- Improving error handling in CI/CD scripts
- Adding dry runs to deployment scripts
wshobson/agents☆ 41KUpdated Oct 18, 2026
Set up human approval for Claude Code actions such as PR reviews, merges, and CI changes. Configure Cedar authorization rules and signed records of allowed actions that can be checked offline with a public key.
- Requiring approval before PR reviews and merges
- Gating issue actions and release publishing
- Requiring approval for CI changes and protected branch pushes
wshobson/agents☆ 41KUpdated Oct 18, 2026
Choose and track startup metrics suited to the business model and funding stage. Calculate customer acquisition cost, customer lifetime value, retention, and cash usage, then organize trends and targets for operational reviews and investor reporting.
- Choose core metrics for a startup's stage and business model
- Calculate customer acquisition cost and lifetime value
- Review retention, growth efficiency, and cash usage
wshobson/agents☆ 41KUpdated Oct 18, 2026
Helps agents manage long tasks by checking for forgotten instructions and drifting conventions. It guides progress summaries, rule checks after context compaction, and handoff notes when work should continue in a fresh session.
- Keeping rules consistent during long agent sessions
- Rechecking decisions after context compaction
- Preparing handoff notes for a fresh session
wshobson/agents☆ 41KUpdated Oct 18, 2026
Design and implement native Android interfaces using Material Design 3 and Jetpack Compose, Android's UI toolkit. The skill covers layouts for different screen sizes, navigation, theming, accessibility, and state handling for reusable components.
- Build Android screens with Jetpack Compose
- Adapt layouts for phones, tablets, and foldables
- Set up dynamic colors and dark mode
wshobson/agents☆ 41KUpdated Oct 18, 2026
Plan startup hiring from pre-seed through Series A. Organize roles, reporting lines, salaries, and equity compensation, then estimate staffing costs and hiring timelines around revenue goals, funding milestones, and budget limits.
- Prioritizing the next startup hires
- Budgeting staffing costs, including benefits and overhead
- Planning salary and equity ranges
wshobson/agents☆ 41KUpdated Oct 18, 2026
Review AI-generated code for problems hidden behind successful runs. Check failure handling, resource cleanup, unusual inputs, nonexistent dependencies, and departures from project conventions to identify missing safeguards before merging or accepting the work as complete.
- Audit code after an AI generation session
- Review an AI-generated pull request before merging
- Investigate brittle code that appears to work
wshobson/agents☆ 41KUpdated Oct 18, 2026
Write and review Rust, C++, and C code with safer memory and resource management. Covers ownership, automatic cleanup tied to scope, and smart pointers to help prevent leaks, double frees, and access to freed memory.
- Design safer memory management in systems code
- Review cleanup of files, sockets, and memory
- Investigate memory leaks and access to freed memory
wshobson/agents☆ 41KUpdated Oct 18, 2026
Build and debug asynchronous Rust applications with Tokio, a runtime for scheduling work while operations wait. Apply patterns for task management, channels, error handling, cancellation, and concurrency limits when developing network services and other concurrent systems.
- Build asynchronous network services
- Manage tasks and channel communication
- Design error handling and cancellation
wshobson/agents☆ 41KUpdated Oct 18, 2026
Turn identified threats and business needs into specific, testable security requirements. Define priorities, explain the rationale, and develop security user stories, acceptance criteria, and test cases linked to the risks they address.
- Turn threat models into security requirements
- Write security user stories and acceptance criteria
- Develop security test cases
wshobson/agents☆ 41KUpdated Oct 18, 2026
Scan a codebase to create project documentation and project-specific agent instructions. The first run examines the whole project; later runs focus on changed files, with human confirmation required before updating agent instructions after architectural changes.
- Create documentation when starting agent-assisted development
- Refresh project documentation after architecture changes
- Check changed code for documentation drift
wshobson/agents☆ 41KUpdated Oct 18, 2026
Design and implement native iPhone and iPad interfaces with SwiftUI using Apple's design guidelines. Covers screen navigation, flexible layouts, system icons, accessibility, adjustable text sizes, and colors that adapt to light and dark modes.
- Designing iOS screens using Apple's guidelines
- Building layouts for both iPhone and iPad
- Implementing tabs and screen navigation
wshobson/agents☆ 41KUpdated Oct 18, 2026
Set up ShellCheck to inspect shell scripts without running them. Understand warnings, configure checks for the intended shell, document exceptions, and integrate analysis into CI, editors, or checks that run before commits.
- Reviewing existing shell scripts for common issues
- Adding shell script checks to CI/CD
- Configuring checks for the intended shell
wshobson/agents☆ 41KUpdated Oct 18, 2026
Build three- to five-year financial projections for early-stage startups, linking revenue, expenses, hiring, and cash balances. Compare conservative, base, and optimistic scenarios, estimate how long cash will last, and model fundraising amounts and ownership dilution.
- Build three- to five-year financial projections
- Estimate monthly cash use and remaining operating time
- Compare conservative, base, and optimistic scenarios
wshobson/agents☆ 41KUpdated Oct 18, 2026
Set up automated security checks that inspect source code without running the application. Configure Semgrep, SonarQube, or CodeQL, add project-specific rules, reduce false alarms, and define criteria for blocking problematic changes.
- Adding automated security scans to CI/CD
- Creating security rules for project-specific code patterns
- Reducing false alarms and scan time
wshobson/agents☆ 41KUpdated Oct 18, 2026
Make focused interface changes from screenshots, annotations, or visually selected elements. Helps locate the responsible component and apply small style or markup edits while preserving existing behavior, accessibility features, and surrounding design.
- Adjust a button identified in a screenshot
- Change only one selected card
- Apply interface fixes from visual annotations
wshobson/agents☆ 41KUpdated Oct 18, 2026
Build concurrent Go applications with goroutines, lightweight execution units, and channels for communication. Apply patterns for worker pools, cancellation, synchronization, and orderly shutdown, and investigate race conditions when concurrent operations access shared data.
- Implement a worker pool for concurrent jobs
- Connect processing stages with channels
- Manage cancellation and orderly shutdown
wshobson/agents☆ 41KUpdated Oct 18, 2026
Map security threats into attack trees, branching diagrams that connect an attacker’s goal to possible steps. Assess cost, time, expertise, and detection likelihood to identify defense gaps, prioritize mitigations, and explain risks to stakeholders.
- Visualizing complex attack scenarios
- Identifying defense gaps and priorities
- Explaining security risks to stakeholders
wshobson/agents☆ 41KUpdated Oct 18, 2026
Build React Native mobile interfaces for iOS and Android, covering styling, screen navigation, gesture interactions, and animations. The skill guides React Navigation and Reanimated usage, responsive layouts, and performance improvements for mobile components.
- Building React Native screens for iOS and Android
- Implementing screen navigation with React Navigation
- Adding touch gestures and Reanimated animations
wshobson/agents☆ 41KUpdated Oct 18, 2026