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Data & AI

Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance.

Data & AI

Production-grade patterns for building AI agents with MCP integration, agentic RAG, handoff orchestration, guardrails, and observability.

Documentation

Structured template for creating new Fabric patterns with sections for identity, goals, steps, and output instructions.

Productivity

Monthly review of session logs to extract behavioral patterns, challenge CLAUDE.md principles, and propose concrete workflow improvements.

Development

Creates a new git worktree, copies .env files, installs dependencies, and generates Prisma client. Includes optional app startup and cleanup.

Productivity

Post-session learning extractor for skills. Analyzes conversation to find what worked, failed, or is missing from skill instructions. Produces improvement suggestions.

Development

Canonical skill for creating and initializing project tasks, with state model and capability dependencies.

Productivity

Automate Cal operations through Composio's Cal toolkit via Rube MCP.

DevOps

Handles the finalization phase of a plan: committing code, pushing branches, and creating pull requests. It is used after verification has passed, to complete the workflow and ship changes. Configuration options control whether to commit, push, create a PR, run automated reviews, or capture learnings.

Development

Generates detailed frontend component specs, design tokens, and implementation guides optimized for AI-assisted development with React/TypeScript.

Development

Ruthless technical reviewer for code and writing. Provides honest critique without flattery, identifies issues, and produces a corrected version conforming to formatting and linting standards.

Development

Scaffold a new skill, command, agent, or Cursor rule with correct frontmatter and location.