wshobson
185 skills with substantive source documentation and an official publisher or observed installation demand. Read each skill’s original documentation through its card.
wshobsonfinetuning-method-selection
Decide whether to fine-tune at all, and route to the right method (SFT, DPO/ORPO/KTO, GRPO/RLVR, continued pretraining) and base model. Use when starting any fine-tuning effort, when unsure whether RAG or prompting would suffice, or when choosing between preference-optimization and reinforcement methods.
- 導入数
- 3
- GitHub Stars
- 4.2万
- 更新日
- 10月24日
wshobsongdpr-data-handling
Implement GDPR-compliant data handling with consent management, data subject rights, and privacy by design. Use when building systems that process EU personal data, implementing privacy controls, or conducting GDPR compliance reviews.
- 導入数
- 3
- GitHub Stars
- 4.2万
- 更新日
- 10月24日
wshobsongrafana-dashboards
Create and manage production Grafana dashboards for real-time visualization of system and application metrics. Use when building monitoring dashboards, visualizing metrics, or creating operational observability interfaces.
- 導入数
- 3
- GitHub Stars
- 4.1万
- 更新日
- 10月19日
wshobsonk8s-manifest-generator
Create production-ready Kubernetes manifests for Deployments, Services, ConfigMaps, and Secrets following best practices and security standards. Use when generating Kubernetes YAML manifests, creating K8s resources, or implementing production-grade Kubernetes configurations.
- 導入数
- 3
- GitHub Stars
- 4.2万
- 更新日
- 10月24日
wshobsonkpi-dashboard-design
Design effective KPI dashboards with metrics selection, visualization best practices, and real-time monitoring patterns. Use this skill when building an executive SaaS metrics dashboard tracking MRR, churn, and LTV/CAC ratios; designing an operations center with live service health and request throughput; creating a cohort retention analysis view for a product team; or debugging a dashboard where metrics contradict each other due to inconsistent calculation methodology.
- 導入数
- 3
- GitHub Stars
- 4.1万
- 更新日
- 10月19日
wshobsonlora-qlora-recipes
Configure LoRA and QLoRA supervised fine-tuning with current best-practice hyperparameters. Use when writing or reviewing a LoRA/QLoRA training configuration, choosing rank/alpha/target modules, or deciding between LoRA, QLoRA, and full fine-tuning.
- 導入数
- 3
- GitHub Stars
- 4.2万
- 更新日
- 10月24日
wshobsonmarket-sizing-analysis
Calculate TAM/SAM/SOM for market opportunities using top-down, bottom-up, and value theory methodologies. Use this skill when sizing markets, estimating addressable revenue, validating market opportunity for a new venture, or building investor-ready market analysis for a startup pitch or business plan.
- 導入数
- 3
- GitHub Stars
- 4.1万
- 更新日
- 10月19日
wshobsonmobile-ios-design
Master iOS Human Interface Guidelines and SwiftUI patterns for building native iOS apps. Use when designing iOS interfaces, implementing SwiftUI views, or ensuring apps follow Apple's design principles.
- 導入数
- 3
- GitHub Stars
- 4.1万
- 更新日
- 10月19日
wshobsonmulti-reviewer-patterns
Coordinate parallel code reviews across multiple quality dimensions with finding deduplication, severity calibration, and consolidated reporting. Use this skill when organizing multi-reviewer code reviews, calibrating finding severity, or consolidating review results.
- 導入数
- 3
- GitHub Stars
- 4.2万
- 更新日
- 10月19日
wshobsonnft-standards
Implement NFT standards (ERC-721, ERC-1155) with proper metadata handling, minting strategies, and marketplace integration. Use when creating NFT contracts, building NFT marketplaces, or implementing digital asset systems.
- 導入数
- 3
- GitHub Stars
- 4.2万
- 更新日
- 10月19日
wshobsonpptx-slide-specification
Use when authoring or repairing a coordinate-explicit JSON specification for an editable PPTX deck.
- 導入数
- 3
- GitHub Stars
- 4.2万
- 更新日
- 10月19日
wshobsonpython-code-style
Python code style, linting, formatting, naming conventions, and documentation standards. Use when writing new code, reviewing style, configuring linters, writing docstrings, or establishing project standards.
- 導入数
- 3
- GitHub Stars
- 4万
- 更新日
- 10月5日
wshobsonpython-design-patterns
Python design patterns including KISS, Separation of Concerns, Single Responsibility, and composition over inheritance. Use this skill when designing a new service or component from scratch and choosing how to layer responsibilities, when refactoring a God class or monolithic function that has grown too large, when deciding whether to add a new abstraction or live with duplication, when evaluating a pull request for structural issues like tight coupling or leaking internal types, when choosing b
- 導入数
- 3
- GitHub Stars
- 4.1万
- 更新日
- 10月19日
wshobsonpython-error-handling
Python error handling patterns including input validation, exception hierarchies, and partial failure handling. Use when implementing validation logic, designing exception strategies, handling batch processing failures, or building robust APIs.
- 導入数
- 3
- GitHub Stars
- 4.2万
- 更新日
- 10月19日
wshobsonpython-packaging
Create distributable Python packages with proper project structure, setup.py/pyproject.toml, and publishing to PyPI. Use when packaging Python libraries, creating CLI tools, or distributing Python code.
- 導入数
- 3
- GitHub Stars
- 4.1万
- 更新日
- 10月19日
wshobsonpython-project-structure
Python project organization, module architecture, and public API design. Use when setting up new projects, organizing modules, defining public interfaces with all, or planning directory layouts.
- 導入数
- 3
- GitHub Stars
- 4万
- 更新日
- 9月26日
wshobsonpython-resilience
Python resilience patterns including automatic retries, exponential backoff, timeouts, and fault-tolerant decorators. Use when adding retry logic, implementing timeouts, building fault-tolerant services, or handling transient failures.
- 導入数
- 3
- GitHub Stars
- 4.1万
- 更新日
- 10月19日
wshobsonscan
Scans the codebase to generate project-doc.md and AGENTS.md. Use when bootstrapping a new agent-driven repo, refreshing project documentation after architectural changes, or running a delta scan to detect drift. Runs a full scan on first use and a smart delta scan on subsequent runs. Uses understand-anything + context-mode when available, falls back to native tools otherwise. Only updates AGENTS.md on detected architectural changes with human confirmation.
- 導入数
- 3
- GitHub Stars
- 4.2万
- 更新日
- 10月24日
wshobsonstartup-financial-modeling
Build comprehensive 3-5 year financial models with revenue projections, cost structures, cash flow analysis, and scenario planning for early-stage startups. Use this skill when creating financial projections, calculating burn rate or runway, modeling fundraising scenarios, or preparing investor-ready financials for a seed or Series A raise.
- 導入数
- 3
- GitHub Stars
- 4.1万
- 更新日
- 10月19日
wshobsonstripe-integration
Implement Stripe payment processing for robust, PCI-compliant payment flows including checkout, subscriptions, and webhooks. Use when integrating Stripe payments, building subscription systems, or implementing secure checkout flows.
- 導入数
- 3
- GitHub Stars
- 4.2万
- 更新日
- 10月24日
wshobsonunity-ecs-patterns
Master Unity ECS (Entity Component System) with DOTS, Jobs, and Burst for high-performance game development. Use when building data-oriented games, optimizing performance, or working with large entity counts.
- 導入数
- 3
- GitHub Stars
- 4.2万
- 更新日
- 10月19日
wshobsonaccessibility-compliance
Implement WCAG 2.2 compliant interfaces with mobile accessibility, inclusive design patterns, and assistive technology support. Use when auditing accessibility, implementing ARIA patterns, building for screen readers, or ensuring inclusive user experiences.
- 導入数
- 2
- GitHub Stars
- 4.2万
- 更新日
- 10月19日
wshobsonai-debt-detector
Use after generating code, after accepting AI suggestions, or when reviewing AI-written modules. Also use when code works but feels brittle, when error handling seems thin, when orphaned resources or missing cleanup are suspected, or when the agent claims done but hidden debt may exist. Catches the specific failure patterns AI agents produce that humans would not.
- 導入数
- 2
- GitHub Stars
- 4.2万
- 更新日
- 10月19日
wshobsonairflow-dag-patterns
Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when creating data pipelines, orchestrating workflows, or scheduling batch jobs.
- 導入数
- 2
- GitHub Stars
- 4.2万
- 更新日
- 10月24日