Skills

wshobson/agents

Multi-harness agentic plugin marketplace for Claude Code, Codex, Cursor, OpenCode, GitHub Copilot, Google Antigravity, and Pi

185 skills listed · MIT · 42.1k stars · last pushed 1 Nov 2026

wshobson/agents on GitHub

Across these 185 skills

Pattern check

Nothing flagged in 185

What it can touch

7 touch credentials
4 download software
3 change agent settings
+6 more
- 2 install more skills
- 1 handles money
- 74 run shell commands
- 59 reach the network
- 56 name web addresses
- 7 bundle scripts

Checked at commit 7e2fb55 on 3 Nov 2026.

Install the collection

Claude Code plugin

Installs the latest version, not the one we checked. Installs everything in the plugin, including any hooks, MCP servers and scripts our check doesn't cover.

claude plugin marketplace add wshobson/agents --scope user &&claude plugin install documentation-standards@claude-code-workflows --scope user &&claude plugin install code-documentation@claude-code-workflows --scope user &&claude plugin install debugging-toolkit@claude-code-workflows --scope user &&claude plugin install git-pr-workflows@claude-code-workflows --scope user &&claude plugin install operating-kit@claude-code-workflows --scope user

Run /plugin to browse the other 89 plugins in it.

Any agent

Installs the latest version, not the one we checked. The skills CLI reports installs to skills.sh unless you set DISABLE_TELEMETRY=1.

npx skills@1.7.4 add wshobson/agents

Skills

Skills in wshobson/agents
Skill	What it can touch	Pattern check	Licence	Updated
accessibility-complianceImplement 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. Names web addresses Pattern check: Nothing flaggedMITUpdated 22 May 2026	Names web addresses	Pattern check: Nothing flagged	MIT	22 May 2026
ai-debt-detectorUse 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. Instructions only Pattern check: Nothing flaggedMITUpdated 7 Jul 2026	Instructions only	Pattern check: Nothing flagged	MIT	7 Jul 2026
airflow-dag-patternsBuild production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when creating data pipelines, orchestrating workflows, or scheduling batch jobs. Reaches the network Pattern check: Nothing flaggedMITUpdated 22 May 2026	Reaches the network	Pattern check: Nothing flagged	MIT	22 May 2026
angular-migrationMigrate from AngularJS to Angular using hybrid mode, incremental component rewriting, and dependency injection updates. Use when upgrading AngularJS applications, planning framework migrations, or modernizing legacy Angular code. Instructions only Pattern check: Nothing flaggedMITUpdated 22 May 2026	Instructions only	Pattern check: Nothing flagged	MIT	22 May 2026
anti-reversing-techniquesUnderstand anti-reversing, obfuscation, and protection techniques encountered during software analysis. Use this skill when analyzing malware evasion techniques, when implementing anti-debugging protections for CTF challenges, when reverse engineering packed binaries, or when building security research tools that need to detect virtualized environments. Runs shell commands Pattern check: Nothing flaggedMITUpdated 28 Sept 2026	Runs shell commands	Pattern check: Nothing flagged	MIT	28 Sept 2026
api-design-principlesMaster REST and GraphQL API design principles to build intuitive, scalable, and maintainable APIs that delight developers. Use when designing new APIs, reviewing API specifications, or establishing API design standards. Bundles scripts Pattern check: Nothing flaggedMITUpdated 30 Oct 2026	Bundles scripts	Pattern check: Nothing flagged	MIT	30 Oct 2026
architecture-decision-recordsWrite and maintain Architecture Decision Records (ADRs) following best practices for technical decision documentation. Use when documenting significant technical decisions, reviewing past architectural choices, or establishing decision processes. Runs shell commands +2 more Pattern check: Nothing flaggedMITUpdated 17 Oct 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	MIT	17 Oct 2026
architecture-patternsImplement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design. Use this skill when designing clean architecture for a new microservice, when refactoring a monolith to use bounded contexts, when implementing hexagonal or onion architecture patterns, or when debugging dependency cycles between application layers. Runs shell commands +1 more Pattern check: Nothing flaggedMITUpdated 30 Oct 2026	Runs shell commands Reaches the network	Pattern check: Nothing flagged	MIT	30 Oct 2026
async-python-patternsMaster Python asyncio, concurrent programming, and async/await patterns for high-performance applications. Use when building async APIs, concurrent systems, or I/O-bound applications requiring non-blocking operations. Reaches the network +1 more Pattern check: Nothing flaggedMITUpdated 15 Oct 2026	Reaches the network Names web addresses	Pattern check: Nothing flagged	MIT	15 Oct 2026
attack-tree-constructionBuild comprehensive attack trees to visualize threat paths. Use when mapping attack scenarios, identifying defense gaps, or communicating security risks to stakeholders. Instructions only Pattern check: Nothing flaggedMITUpdated 22 May 2026	Instructions only	Pattern check: Nothing flagged	MIT	22 May 2026
auth-implementation-patternsMaster authentication and authorization patterns including JWT, OAuth2, session management, and RBAC to build secure, scalable access control systems. Use when implementing auth systems, securing APIs, or debugging security issues. Instructions only Pattern check: Nothing flaggedMITUpdated 30 Oct 2026	Instructions only	Pattern check: Nothing flagged	MIT	30 Oct 2026
avoid-ai-writingAudit and rewrite prose so it stops reading as machine-generated. Use this skill when asked to remove AI-isms, clean up AI writing, edit a draft for AI tells, audit a README, changelog, release note, PR description, or blog post for machine-sounding prose, or make text sound less like AI. Supports a detect-only mode, a rewrite mode, and an edit-in-place mode, with optional voice and context profiles. Names web addresses Pattern check: Nothing flaggedMITUpdated 18 Aug 2026	Names web addresses	Pattern check: Nothing flagged	MIT	18 Aug 2026
backtesting-frameworksBuild robust backtesting systems for trading strategies with proper handling of look-ahead bias, survivorship bias, and transaction costs. Use when developing trading algorithms, validating strategies, or building backtesting infrastructure. Instructions only Pattern check: Nothing flaggedMITUpdated 22 May 2026	Instructions only	Pattern check: Nothing flagged	MIT	22 May 2026
bash-defensive-patternsMaster defensive Bash programming techniques for production-grade scripts. Use when writing robust shell scripts, CI/CD pipelines, or system utilities requiring fault tolerance and safety. Runs shell commands +1 more Pattern check: Nothing flaggedMITUpdated 30 Oct 2026	Runs shell commands Reaches the network	Pattern check: Nothing flagged	MIT	30 Oct 2026
bats-testing-patternsMaster Bash Automated Testing System (Bats) for comprehensive shell script testing. Use when writing tests for shell scripts, CI/CD pipelines, or requiring test-driven development of shell utilities. Runs shell commands +2 more Pattern check: Nothing flaggedMITUpdated 22 May 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	MIT	22 May 2026
bazel-build-optimizationOptimize Bazel builds for large-scale monorepos. Use when configuring Bazel, implementing remote execution, or optimizing build performance for enterprise codebases. Downloads software +3 more Pattern check: Nothing flaggedMITUpdated 22 May 2026	Downloads software Runs shell commands +2 more	Pattern check: Nothing flagged	MIT	22 May 2026
before-you-buildPre-build product and feature risk review for founders, product managers, and AI-assisted builders. Use this skill when the user is about to build a landing page, MVP, SaaS product, internal tool, agent workflow, or major feature and needs to check demand, positioning, monetization, retention, trust, distribution, and adoption risk before implementation starts. Instructions only Pattern check: Nothing flaggedMITUpdated 12 Jun 2026	Instructions only	Pattern check: Nothing flagged	MIT	12 Jun 2026
billing-automationBuild automated billing systems for recurring payments, invoicing, subscription lifecycle, and dunning management. Use when implementing subscription billing, automating invoicing, or managing recurring payment systems. Instructions only Pattern check: Nothing flaggedMITUpdated 22 May 2026	Instructions only	Pattern check: Nothing flagged	MIT	22 May 2026
binary-analysis-patternsMaster binary analysis patterns including disassembly, decompilation, control flow analysis, and code pattern recognition. Use when analyzing executables, understanding compiled code, or performing static analysis on binaries. Instructions only Pattern check: Nothing flaggedMITUpdated 22 May 2026	Instructions only	Pattern check: Nothing flagged	MIT	22 May 2026
block-no-verify-hookConfigure a PreToolUse hook to prevent AI agents from skipping git pre-commit hooks with --no-verify and other bypass flags. Use when setting up Claude Code projects that enforce commit quality gates. Changes agent settings +2 more Pattern check: Nothing flaggedMITUpdated 26 Sept 2026	Changes agent settings Runs shell commands +1 more	Pattern check: Nothing flagged	MIT	26 Sept 2026
brand-landingpageBrand-first landing page designer — runs a brand-identity interview (colors, typography, shape language), then generates and iterates on a polished landing page via Stitch with deployment-ready HTML. Use when the user asks to create, design, or build a landing page, homepage, or marketing page and has no established visual direction. Skip when they have a design mockup, need a dashboard or app UI, are working at component level, building a multi-page app, or restyling with known design tokens — use frontend-design instead. Names web addresses Pattern check: Nothing flaggedMITUpdated 22 May 2026	Names web addresses	Pattern check: Nothing flagged	MIT	22 May 2026
changelog-automationAutomate changelog generation from commits, PRs, and releases following Keep a Changelog format. Use when setting up release workflows, generating release notes, or standardizing commit conventions. Runs shell commands +2 more Pattern check: Nothing flaggedMITUpdated 22 May 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	MIT	22 May 2026
checkpoint-promotionGate fine-tuned checkpoints with drift budgets, paired comparison, and forgetting checks before promotion. Use after a training run produces a checkpoint, when deciding whether a tuned model ships, or when a promoted model needs re-gating against updated goldens. Runs shell commands Pattern check: Nothing flaggedMITUpdated 14 Jul 2026	Runs shell commands	Pattern check: Nothing flagged	MIT	14 Jul 2026
code-review-excellenceMaster effective code review practices to provide constructive feedback, catch bugs early, and foster knowledge sharing while maintaining team morale. Use when reviewing pull requests, establishing review standards, or mentoring developers. Instructions only Pattern check: Nothing flaggedMITUpdated 15 Oct 2026	Instructions only	Pattern check: Nothing flagged	MIT	15 Oct 2026
competitive-landscapeAnalyze competition, identify differentiation opportunities, and develop winning market positioning strategies using Porter's Five Forces, Blue Ocean Strategy, and positioning maps. Use this skill when evaluating competitors, assessing market positioning, identifying sustainable competitive advantages, or preparing competitive strategy analysis for a startup or investor pitch. Instructions only Pattern check: Nothing flaggedMITUpdated 15 Oct 2026	Instructions only	Pattern check: Nothing flagged	MIT	15 Oct 2026
connectivity-triageUse this skill when debugging active macOS connectivity failures, when an API or MCP service times out or disconnects, when DNS resolution is failing or inconsistent, or when video calls or other interactive traffic show packet loss or latency. Isolate local-LAN, DNS, upstream-path, and remote-service/application fault domains with built-in, non-destructive tools. Runs shell commands +1 more Pattern check: Nothing flaggedMITUpdated 28 Sept 2026	Runs shell commands Reaches the network	Pattern check: Nothing flagged	MIT	28 Sept 2026
context-driven-developmentCreates and maintains project context artifacts (product.md, tech-stack.md, workflow.md, tracks.md) in a `conductor/` directory. Scaffolds new projects from scratch, extracts context from existing codebases, validates artifact consistency before implementation, and synchronizes documents as the project evolves. Use when setting up a project, creating or updating product docs, managing a tech stack file, defining development workflows, tracking work units, onboarding to an existing codebase, or running project scaffolding. Runs shell commands +1 more Pattern check: Nothing flaggedMITUpdated 28 Sept 2026	Runs shell commands Names web addresses	Pattern check: Nothing flagged	MIT	28 Sept 2026
cost-optimizationOptimize cloud costs across AWS, Azure, GCP, and OCI through resource rightsizing, tagging strategies, reserved instances, and spending analysis. Use when reducing cloud expenses, analyzing infrastructure costs, or implementing cost governance policies. Instructions only Pattern check: Nothing flaggedMITUpdated 15 Mar 2026	Instructions only	Pattern check: Nothing flagged	MIT	15 Mar 2026
cqrs-implementationImplement Command Query Responsibility Segregation for scalable architectures. Use when separating read and write models, optimizing query performance, or building event-sourced systems. Instructions only Pattern check: Nothing flaggedMITUpdated 22 May 2026	Instructions only	Pattern check: Nothing flagged	MIT	22 May 2026
data-quality-frameworksImplement data quality validation with Great Expectations, dbt tests, and data contracts. Use when building data quality pipelines, implementing validation rules, or establishing data contracts. Runs shell commands +1 more Pattern check: Nothing flaggedMITUpdated 22 May 2026	Runs shell commands Reaches the network	Pattern check: Nothing flagged	MIT	22 May 2026
data-storytellingTransform data into compelling narratives using visualization, context, and persuasive structure. Use when presenting analytics to stakeholders, creating data reports, or building executive presentations. Instructions only Pattern check: Nothing flaggedMITUpdated 22 May 2026	Instructions only	Pattern check: Nothing flagged	MIT	22 May 2026
database-migrationExecute database migrations across ORMs and platforms with zero-downtime strategies, data transformation, and rollback procedures. Use when migrating databases, changing schemas, performing data transformations, or implementing zero-downtime deployment strategies. Instructions only Pattern check: Nothing flaggedMITUpdated 22 May 2026	Instructions only	Pattern check: Nothing flagged	MIT	22 May 2026
dataset-curationPrepare, format, and validate datasets for supervised fine-tuning and preference training. Use when converting raw data into training format, applying chat templates, configuring sequence packing, generating synthetic training data, or writing a dataset card before a run. Instructions only Pattern check: Nothing flaggedMITUpdated 14 Jul 2026	Instructions only	Pattern check: Nothing flagged	MIT	14 Jul 2026
dbt-transformation-patternsMaster dbt (data build tool) for analytics engineering with model organization, testing, documentation, and incremental strategies. Use when building data transformations, creating data models, or implementing analytics engineering best practices. Runs shell commands Pattern check: Nothing flaggedMITUpdated 22 May 2026	Runs shell commands	Pattern check: Nothing flagged	MIT	22 May 2026
debugging-strategiesMaster systematic debugging techniques, profiling tools, and root cause analysis to efficiently track down bugs across any codebase or technology stack. Use when investigating bugs, performance issues, or unexpected behavior. Downloads software +2 more Pattern check: Nothing flaggedMITUpdated 15 Oct 2026	Downloads software Runs shell commands +1 more	Pattern check: Nothing flagged	MIT	15 Oct 2026
defi-protocol-templatesImplement DeFi protocols with production-ready templates for staking, AMMs, governance, and flash loans. Use when building decentralized finance applications or smart contract protocols. Handles money Pattern check: Nothing flaggedMITUpdated 21 Jun 2026	Handles money	Pattern check: Nothing flagged	MIT	21 Jun 2026
dependency-upgradeManage major dependency version upgrades with compatibility analysis, staged rollout, and comprehensive testing. Use when upgrading framework versions, updating major dependencies, or managing breaking changes in libraries. Runs shell commands +2 more Pattern check: Nothing flaggedMITUpdated 7 Mar 2026	Runs shell commands Reaches the network +1 more	Pattern check: Nothing flagged	MIT	7 Mar 2026
deployment-pipeline-designDesign multi-stage CI/CD pipelines with approval gates, security checks, and deployment orchestration. Use this skill when designing zero-downtime deployment pipelines, implementing canary rollout strategies, setting up multi-environment promotion workflows, or debugging failed deployment gates in CI/CD. Touches credentials +3 more Pattern check: Nothing flaggedMITUpdated 30 Oct 2026	Touches credentials Runs shell commands +2 more	Pattern check: Nothing flagged	MIT	30 Oct 2026
design-system-patternsBuild scalable design systems with design tokens, theming infrastructure, and component architecture patterns. Use when creating design tokens, implementing theme switching, building component libraries, or establishing design system foundations. Names web addresses Pattern check: Nothing flaggedMITUpdated 22 May 2026	Names web addresses	Pattern check: Nothing flagged	MIT	22 May 2026
distributed-tracingImplement distributed tracing with Jaeger and Tempo to track requests across microservices and identify performance bottlenecks. Use when debugging microservices, analyzing request flows, or implementing observability for distributed systems. Downloads software +3 more Pattern check: Nothing flaggedMITUpdated 28 Sept 2026	Downloads software Runs shell commands +2 more	Pattern check: Nothing flagged	MIT	28 Sept 2026
dotnet-backend-patternsMaster C#/.NET backend development patterns for building robust APIs, MCP servers, and enterprise applications. Covers async/await, dependency injection, Entity Framework Core, Dapper, configuration, caching, and testing with xUnit. Use when developing .NET backends, reviewing C# code, or designing API architectures. Bundles scripts Pattern check: Nothing flaggedMITUpdated 7 Mar 2026	Bundles scripts	Pattern check: Nothing flagged	MIT	7 Mar 2026
e2e-testing-patternsMaster end-to-end testing with Playwright and Cypress to build reliable test suites that catch bugs, improve confidence, and enable fast deployment. Use when implementing E2E tests, debugging flaky tests, or establishing testing standards. Reaches the network Pattern check: Nothing flaggedMITUpdated 15 Oct 2026	Reaches the network	Pattern check: Nothing flagged	MIT	15 Oct 2026
embedding-strategiesSelect and optimize embedding models for semantic search and RAG applications. Use when choosing embedding models, implementing chunking strategies, or optimizing embedding quality for specific domains. Instructions only Pattern check: Nothing flaggedMITUpdated 22 May 2026	Instructions only	Pattern check: Nothing flagged	MIT	22 May 2026
employment-contract-templatesCreate employment contracts, offer letters, and HR policy documents following legal best practices. Use when drafting employment agreements, creating HR policies, or standardizing employment documentation. Instructions only Pattern check: Nothing flaggedMITUpdated 22 May 2026	Instructions only	Pattern check: Nothing flagged	MIT	22 May 2026
error-handling-patternsMaster error handling patterns across languages including exceptions, Result types, error propagation, and graceful degradation to build resilient applications. Use when implementing error handling, designing APIs, or improving application reliability. Reaches the network Pattern check: Nothing flaggedMITUpdated 30 Oct 2026	Reaches the network	Pattern check: Nothing flagged	MIT	30 Oct 2026
eval-harness-firstBuild the evaluation harness that gates every fine-tuning run — golden sets, per-failure-mode graders, judge calibration, and base-model baselines. Use when starting a fine-tuning effort, when converting traces into an eval set, or when calibrating a judge against human labels. Instructions only Pattern check: Nothing flaggedMITUpdated 14 Jul 2026	Instructions only	Pattern check: Nothing flagged	MIT	14 Jul 2026
evaluation-methodologyPluginEval quality methodology, covering dimensions, rubrics, and scoring formulas. Use this skill when understanding how plugin quality is measured, when interpreting a low score on a specific dimension, when deciding how to improve a skill's triggering accuracy or orchestration fitness, when setting score thresholds for your marketplace, or when explaining quality badges to external partners like Neon. Runs shell commands Pattern check: Nothing flaggedMITUpdated 26 Sept 2026	Runs shell commands	Pattern check: Nothing flagged	MIT	26 Sept 2026
event-store-designDesign and implement event stores for event-sourced systems. Use when building event sourcing infrastructure, choosing event store technologies, or implementing event persistence patterns. Instructions only Pattern check: Nothing flaggedMITUpdated 22 May 2026	Instructions only	Pattern check: Nothing flagged	MIT	22 May 2026
fastapi-templatesCreate production-ready FastAPI projects with async patterns, dependency injection, and comprehensive error handling. Use when building new FastAPI applications or setting up backend API projects. Reaches the network +1 more Pattern check: Nothing flaggedMITUpdated 15 Oct 2026	Reaches the network Names web addresses	Pattern check: Nothing flagged	MIT	15 Oct 2026
file-conversionUse when the user needs a local file converted between common image, audio, video, document, or data formats. Select installed tools, preserve originals, and verify the output. Runs shell commands +1 more Pattern check: Nothing flaggedMITUpdated 4 Oct 2026	Runs shell commands Names web addresses	Pattern check: Nothing flagged	MIT	4 Oct 2026