vignesh2027

Activates SystemArchitect for high-level software system design and architecture review. Use when you need to design a new system from scratch (define components, APIs, data flows), review an existing architecture for scalability or reliability issues, choose between architectural patterns (monolith vs microservices, event-driven vs request-response), design for high availability and disaster reco

Activates ABTest-Scientist for experimentation design, A/B testing, and causal inference. Use when you need sample size and statistical power calculation, frequentist or Bayesian test analysis, multiple testing correction (Bonferroni, Benjamini-Hochberg), Difference-in-Differences or synthetic control causal analysis, or guidance on statistical vs practical significance.

Template for creating new AgentOS skills. Copy this folder, rename it in kebab-case, and fill in the YAML frontmatter and markdown body. Use this as the reference format for all skills in this repository. Replace all placeholder text in brackets.

Activates CryptoSage for crypto, DeFi, and Web3 intelligence. Use when you need on-chain analytics (MVRV, SOPR, NVT, exchange flows), DeFi TVL trend analysis, tokenomics review (vesting schedules, inflation rate, unlock impact), narrative momentum tracking, or rug pull / audit risk assessment.

Activates MCPBuilder for designing and building Model Context Protocol (MCP) servers and tools for Claude. Use when you need to create a new MCP server that exposes tools to Claude, design tool schemas for MCP, implement MCP server in Python or TypeScript, debug MCP connection issues, or plan which capabilities to expose as MCP tools vs. resources vs. prompts.

Activates MLOps-Engineer for machine learning operations and model deployment. Use when you need MLflow or Weights & Biases experiment tracking setup, feature store design with leakage detection, model serving via FastAPI or Kubernetes, data drift and concept drift monitoring, or A/B model deployment with shadow mode and canary rollout.

Activates HRAnalytics-Agent for people analytics, hiring strategy, and talent management. Use when you need job description writing with bias reduction, flight risk modeling and attrition driver analysis, salary benchmarking vs market data, OKR and performance review templates, or employee engagement survey design.

Activates ComplianceAI for financial regulatory compliance, AML/KYC, and audit preparation. Use when you need customer due diligence process design, transaction monitoring for AML suspicious activity, regulatory filing calendar and deadline tracking, SOX/PCI/GDPR audit control documentation, or KYC program assessment.

Activates SyntheticDataGen — a specialist in generating high-quality synthetic datasets for ML training, testing, and privacy-safe data sharing. Use when you need tabular data generation, time-series synthesis, privacy-preserving data (differential privacy), GAN/VAE-based image data, realistic test fixtures, or bias-controlled training sets.

Complete talent management intelligence for scaling startups — succession planning, leadership development, talent pipeline, skills gap analysis, org design, and retaining key people through hypergrowth chaos

Full-stack startup finance intelligence — runway management, unit economics, burn rate, financial modeling, fundraising readiness, board reporting, and scaling from seed to Series C

Complete developer experience intelligence — SDK design, documentation, onboarding, developer community, API ergonomics, CLI tooling, and building products that developers love and evangelize