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Skill
vector-index-tuning
wshobson/agents · plugins/llm-application-dev/skills/vector-index-tuning
Optimize vector index performance for latency, recall, and memory. Use when tuning HNSW parameters, selecting quantization strategies, or scaling vector search infrastructure.
Repository stars: 42,290 · Incomplete scan
Skill
debugging-strategies
wshobson/agents · plugins/developer-essentials/skills/debugging-strategies
Master 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.
Repository stars: 42,290 · Incomplete scan
Skill
team-composition-patterns
wshobson/agents · plugins/agent-teams/skills/team-composition-patterns
Design optimal agent team compositions with sizing heuristics, preset configurations, and agent type selection. Use this skill when deciding how many agents to spawn for a task, when choosing between a review team versus a feature team versus a debug team, when selecting the correct subagent_type for each role to ensure agents have the tools they need, when configuring display modes (tmux, iTerm2, in-process) for a CI or local environment, or when building a custom team composition for a non-standard workflow such as a migration or security audit.
Repository stars: 42,290 · Incomplete scan
Skill
threat-mitigation-mapping
wshobson/agents · plugins/security-scanning/skills/threat-mitigation-mapping
Map identified threats to appropriate security controls and mitigations. Use when prioritizing security investments, creating remediation plans, or validating control effectiveness.
Repository stars: 42,290 · Incomplete scan
Skill
grafana-dashboards
wshobson/agents · plugins/observability-monitoring/skills/grafana-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.
Repository stars: 42,290 · Incomplete scan
Skill
wcag-audit-patterns
wshobson/agents · plugins/accessibility-compliance/skills/wcag-audit-patterns
Conduct WCAG 2.2 accessibility audits with automated testing, manual verification, and remediation guidance. Use when auditing websites for accessibility, fixing WCAG violations, or implementing accessible design patterns.
Repository stars: 42,290 · Incomplete scan
Skill
brand-landingpage
wshobson/agents · plugins/brand-landingpage/skills/brand-landingpage
Brand-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.
Repository stars: 42,290 · Incomplete scan
Skill
memory-safety-patterns
wshobson/agents · plugins/systems-programming/skills/memory-safety-patterns
Implement memory-safe programming with RAII, ownership, smart pointers, and resource management across Rust, C++, and C. Use when writing safe systems code, managing resources, or preventing memory bugs.
Repository stars: 42,290 · Incomplete scan
Skill
spark-optimization
wshobson/agents · plugins/data-engineering/skills/spark-optimization
Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving Spark performance, debugging slow jobs, or scaling data processing pipelines.
Repository stars: 42,290 · Incomplete scan
Skill
parallel-debugging
wshobson/agents · plugins/agent-teams/skills/parallel-debugging
Debug complex issues using competing hypotheses with parallel investigation, evidence collection, and root cause arbitration. Use this skill when debugging bugs with multiple potential causes, performing root cause analysis, or organizing parallel investigation workflows.
Repository stars: 42,290 · Incomplete scan
Skill
session-guard
wshobson/agents · plugins/skill-forge-essentials/skills/session-guard
Use when working on complex multi-step tasks, when a session is getting long (40+ tool calls), when the agent starts ignoring rules it followed earlier, when conventions drift, when output quality seems to degrade, or after any context compaction event. Prevents long-session corruption AND context compaction amnesia through behavioral self-enforcement.
Repository stars: 42,290 · Incomplete scan
Skill
bats-testing-patterns
wshobson/agents · plugins/shell-scripting/skills/bats-testing-patterns
Master 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.
Repository stars: 42,290 · Incomplete scan
Skill
context-driven-development
wshobson/agents · plugins/conductor/skills/context-driven-development
Creates 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.
Repository stars: 42,290 · Incomplete scan
Skill
javascript-testing-patterns
wshobson/agents · plugins/javascript-typescript/skills/javascript-testing-patterns
Implement comprehensive testing strategies using Jest, Vitest, and Testing Library for unit tests, integration tests, and end-to-end testing with mocking, fixtures, and test-driven development. Use when writing JavaScript/TypeScript tests, setting up test infrastructure, or implementing TDD/BDD workflows.
Repository stars: 42,290 · Incomplete scan
Skill
python-error-handling
wshobson/agents · plugins/python-development/skills/python-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.
Repository stars: 42,290 · Incomplete scan
Skill
protocol-reverse-engineering
wshobson/agents · plugins/reverse-engineering/skills/protocol-reverse-engineering
Master network protocol reverse engineering including packet analysis, protocol dissection, and custom protocol documentation. Use when analyzing network traffic, understanding proprietary protocols, or debugging network communication.
Repository stars: 42,290 · Incomplete scan
Skill
temporal-python-testing
wshobson/agents · plugins/backend-development/skills/temporal-python-testing
Test Temporal workflows with pytest, time-skipping, and mocking strategies. Covers unit testing, integration testing, replay testing, and local development setup. Use when implementing Temporal workflow tests or debugging test failures.
Repository stars: 42,290 · Incomplete scan
Skill
vision-sft
wshobson/agents · plugins/llm-finetuning/skills/vision-sft
Fine-tune vision-language models (VLMs) with supervised learning on image+text data. Use when adapting a VLM to a visual domain or task, configuring frozen-vision-tower LoRA, or debugging a VLM fine-tune that trains without learning.
Repository stars: 42,290 · Incomplete scan
Skill
competitive-landscape
wshobson/agents · plugins/startup-business-analyst/skills/competitive-landscape
Analyze 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.
Repository stars: 42,290 · Incomplete scan
Skill
startup-financial-modeling
wshobson/agents · plugins/startup-business-analyst/skills/startup-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.
Repository stars: 42,290 · Incomplete scan
Skill
workflow-orchestration-patterns
wshobson/agents · plugins/backend-development/skills/workflow-orchestration-patterns
Design durable workflows with Temporal for distributed systems. Covers workflow vs activity separation, saga patterns, state management, and determinism constraints. Use when building long-running processes, distributed transactions, or microservice orchestration.
Repository stars: 42,290 · Incomplete scan
Skill
file-conversion
wshobson/agents · plugins/file-conversion/skills/file-conversion
Use 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.
Repository stars: 42,290 · Incomplete scan
Skill
task-coordination-strategies
wshobson/agents · plugins/agent-teams/skills/task-coordination-strategies
Decompose complex tasks, design dependency graphs, and coordinate multi-agent work with proper task descriptions and workload balancing. Use this skill when breaking down work for agent teams, managing task dependencies, or monitoring team progress.
Repository stars: 42,290 · Incomplete scan
Skill
error-handling-patterns
wshobson/agents · plugins/developer-essentials/skills/error-handling-patterns
Master 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.
Repository stars: 42,290 · Incomplete scan
Skill
startup-metrics-framework
wshobson/agents · plugins/startup-business-analyst/skills/startup-metrics-framework
Track, calculate, and optimize key performance metrics for SaaS, marketplace, consumer, and B2B startups from seed through Series A, including unit economics, growth efficiency, and cash management. Use this skill when defining a metrics framework, calculating CAC/LTV/burn multiple, benchmarking business health, or preparing metrics dashboards for investors or board reporting.
Repository stars: 42,290 · Incomplete scan
Skill
distributed-tracing
wshobson/agents · plugins/observability-monitoring/skills/distributed-tracing
Implement 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.
Repository stars: 42,290 · Incomplete scan
Skill
similarity-search-patterns
wshobson/agents · plugins/llm-application-dev/skills/similarity-search-patterns
Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance.
Repository stars: 42,290 · Incomplete scan
Skill
python-packaging
wshobson/agents · plugins/python-development/skills/python-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.
Repository stars: 42,290 · Incomplete scan
Skill
postgresql-table-design
wshobson/agents · plugins/database-design/skills/postgresql-table-design
Use this skill when designing or reviewing a PostgreSQL-specific schema. Covers best-practices, data types, indexing, constraints, performance patterns, and advanced features
Repository stars: 42,290 · Incomplete scan
Skill
saga-orchestration
wshobson/agents · plugins/backend-development/skills/saga-orchestration
Implement saga patterns for distributed transactions and cross-aggregate workflows. Use this skill when implementing distributed transactions across microservices where 2PC is unavailable, designing compensating actions for failed order workflows that span inventory, payment, and shipping services, building event-driven saga coordinators for travel booking systems that must roll back hotel, flight, and car rental reservations atomically, or debugging stuck saga states in production where compensation steps never complete.
Repository stars: 42,290 · Incomplete scan
Skill
llm-evaluation
wshobson/agents · plugins/llm-application-dev/skills/llm-evaluation
Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking. Use when testing LLM performance, measuring AI application quality, or establishing evaluation frameworks.
Repository stars: 42,290 · Incomplete scan
Skill
recsys-pipeline-architect
wshobson/agents · plugins/machine-learning-ops/skills/recsys-pipeline-architect
Design composable recommendation, ranking, and feed pipelines using the six-stage Source→Hydrator→Filter→Scorer→Selector→SideEffect framework popularized by xAI's open-sourced X For You algorithm. Use when building any system that picks "the top K items for a (user, context)" — content feeds, search ranking, RAG rerankers, task prioritizers, notification triage, ad selection.
Repository stars: 42,290 · Incomplete scan
Skill
python-configuration
wshobson/agents · plugins/python-development/skills/python-configuration
Python configuration management via environment variables and typed settings. Use when externalizing config, setting up pydantic-settings, managing secrets, or implementing environment-specific behavior.
Repository stars: 42,290 · Incomplete scan
Skill
python-anti-patterns
wshobson/agents · plugins/python-development/skills/python-anti-patterns
Use this skill when reviewing Python code for common anti-patterns to avoid. Use as a checklist when reviewing code, before finalizing implementations, or when debugging issues that might stem from known bad practices.
Repository stars: 42,290 · Incomplete scan
Skill
protect-mcp-setup
wshobson/agents · plugins/protect-mcp/skills/protect-mcp-setup
Configure Cedar policy enforcement and Ed25519 signed receipts for Claude Code tool calls. Use when setting up projects that need cryptographic audit trails, policy-gated tool execution, or compliance-ready evidence of agent actions.
Repository stars: 42,290 · Incomplete scan
Skill
monorepo-management
wshobson/agents · plugins/developer-essentials/skills/monorepo-management
Master monorepo management with Turborepo, Nx, and pnpm workspaces to build efficient, scalable multi-package repositories with optimized builds and dependency management. Use when setting up monorepos, optimizing builds, or managing shared dependencies.
Repository stars: 42,290 · Incomplete scan
Skill
dataset-curation
wshobson/agents · plugins/llm-finetuning/skills/dataset-curation
Prepare, 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.
Repository stars: 42,290 · Incomplete scan
Skill
bazel-build-optimization
wshobson/agents · plugins/developer-essentials/skills/bazel-build-optimization
Optimize Bazel builds for large-scale monorepos. Use when configuring Bazel, implementing remote execution, or optimizing build performance for enterprise codebases.
Repository stars: 42,290 · Incomplete scan
Skill
k8s-manifest-generator
wshobson/agents · plugins/kubernetes-operations/skills/k8s-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.
Repository stars: 42,290 · Incomplete scan
Skill
accessibility-compliance
wshobson/agents · plugins/ui-design/skills/accessibility-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.
Repository stars: 42,290 · Incomplete scan
Skill
security-requirement-extraction
wshobson/agents · plugins/security-scanning/skills/security-requirement-extraction
Derive security requirements from threat models and business context. Use when translating threats into actionable requirements, creating security user stories, or building security test cases.
Repository stars: 42,290 · Incomplete scan
Skill
ml-pipeline-workflow
wshobson/agents · plugins/machine-learning-ops/skills/ml-pipeline-workflow
Build end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment. Use when creating ML pipelines, implementing MLOps practices, or automating model training and deployment workflows.
Repository stars: 42,290 · Incomplete scan
Skill
api-design-principles
wshobson/agents · plugins/backend-development/skills/api-design-principles
Master 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.
Repository stars: 42,290 · Incomplete scan
Skill
cqrs-implementation
wshobson/agents · plugins/backend-development/skills/cqrs-implementation
Implement Command Query Responsibility Segregation for scalable architectures. Use when separating read and write models, optimizing query performance, or building event-sourced systems.
Repository stars: 42,290 · Incomplete scan
Skill
embedding-strategies
wshobson/agents · plugins/llm-application-dev/skills/embedding-strategies
Select 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.
Repository stars: 42,290 · Incomplete scan
Skill
preference-optimization
wshobson/agents · plugins/llm-finetuning/skills/preference-optimization
Align a fine-tuned model with preference data using DPO, ORPO, KTO, or SimPO. Use when preference pairs or thumbs-up/down feedback exist, when choosing between preference-optimization methods, or when a DPO run needs hyperparameters or debugging.
Repository stars: 42,290 · Incomplete scan
Skill
pptx-quality-gates
wshobson/agents · plugins/pptx-deck-creation/skills/pptx-quality-gates
Use when validating or repairing an editable PPTX deck for geometry, accessibility, native editability, source lineage, and OOXML package integrity.
Repository stars: 42,290 · Incomplete scan
Skill
visual-edit-precision
wshobson/agents · plugins/skill-forge-essentials/skills/visual-edit-precision
Use when making UI/frontend changes guided by visual context, when the user selects elements visually, draws annotations, or provides screenshots alongside change requests. Also use when editing components where spatial context (element identity, DOM references, layout data) supplements text instructions.
Repository stars: 42,290 · Incomplete scan
Skill
web3-testing
wshobson/agents · plugins/blockchain-web3/skills/web3-testing
Test smart contracts comprehensively using Hardhat and Foundry with unit tests, integration tests, and mainnet forking. Use when testing Solidity contracts, setting up blockchain test suites, or validating DeFi protocols.
Repository stars: 42,290 · Incomplete scan
Skill
prompt-engineering-patterns
wshobson/agents · plugins/llm-application-dev/skills/prompt-engineering-patterns
This skill should be used when the user asks to "optimize a prompt", "improve prompt performance", "design a prompt template", "write better prompts", "debug prompt issues", "use chain-of-thought", "structured prompting", "few-shot prompting", or wants to apply advanced prompt engineering patterns for production LLM applications.
Repository stars: 42,290 · Incomplete scan
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