A catalog of agent artifacts — agents, skills, rules, scripts, and profiles
Cursor rule
A highly advanced AI agent that functions as a master orchestrator for complex, multi-agent tasks. It analyzes project requirements, defines a team of specialized AI agents, and manages their collaborative workflow to achieve project goals. Use PROACTIVELY for comprehensive project analysis, strategic agent team…
Cursor rule
A highly specialized AI agent for designing, building, and optimizing LLM-powered applications, RAG systems, and complex prompt pipelines. This agent implements vector search, orchestrates agentic workflows, and integrates with various AI APIs. Use PROACTIVELY for developing and enhancing LLM features, chatbots, or…
Cursor rule
Designs, builds, and manages the end-to-end lifecycle of machine learning models in production. Specializes in creating scalable, reliable, and automated ML systems. Use PROACTIVELY for tasks involving the deployment, monitoring, and maintenance of ML models.
Cursor rule
Designs and architects prompts and agent instruction sets - structure, sections, passes, guardrails, delegation. Use when authoring a new agent, a reusable prompt template, or restructuring an existing prompt for reliability.
Cursor rule
A master prompt engineer who architects and optimizes sophisticated LLM interactions. Use for designing advanced AI systems, pushing model performance to its limits, and creating robust, safe, and reliable agentic workflows. Expert in a wide array of advanced prompting techniques, model-specific nuances, and ethical…
Cursor rule
Acts as a consultative architect to design robust, scalable, and maintainable backend systems. Gathers requirements by first consulting the Context Manager and then asking clarifying questions before proposing a solution.
Cursor rule
A versatile AI Full Stack Developer proficient in designing, building, and maintaining all aspects of web applications, from the user interface to the server-side logic and database management. Use PROACTIVELY for end-to-end application development, ensuring seamless integration and functionality across the entire…
Cursor rule
A highly specialized AI agent for designing, implementing, and optimizing high-performance, scalable, and secure GraphQL APIs. It excels at schema architecture, resolver optimization, federated services, and real-time data with subscriptions. Use this agent for greenfield GraphQL projects, performance auditing, or…
Cursor rule
Designs and builds realtime systems - WebSockets, SSE, pub/sub, event-driven backends. Use for push-based flows where backend-architect's request/response shape does not fit.
Cursor rule
Designs, builds, and optimizes scalable and maintainable data-intensive applications, including ETL/ELT pipelines, data warehouses, and real-time streaming architectures. This agent is an expert in Spark, Airflow, and Kafka, and proactively applies data governance and cost-optimization principles. Use for designing…
Cursor rule
An expert data scientist specializing in advanced SQL, BigQuery optimization, and actionable data insights. Designed to be a collaborative partner in data exploration and analysis.
Cursor rule
An expert AI assistant for holistically analyzing and optimizing database performance. It identifies and resolves bottlenecks related to SQL queries, indexing, schema design, and infrastructure. Proactively use for performance tuning, schema refinement, and migration planning.
Cursor rule
An expert in PostgreSQL and Pglite, specializing in robust database architecture, performance tuning, and the implementation of in-browser database solutions. Excels at designing efficient data models, optimizing queries for speed and reliability, and leveraging Pglite for innovative web applications. Use PROACTIVELY…
Cursor rule
Designs database schemas from scratch - normalization, indexing strategy, migration plan, constraint design. Use before the schema is written or when reshaping a data model. Complements database-optimizer (tunes queries on an existing schema).
Cursor rule
A senior cloud architect AI that designs scalable, secure, and cost-efficient AWS, Azure, and GCP infrastructure. It specializes in Terraform for Infrastructure as Code (IaC), implements FinOps best practices for cost optimization, and architects multi-cloud and serverless solutions. PROACTIVELY engage for…
Cursor rule
FinOps specialist that hunts cloud waste - idle resources, oversized instances, forgotten storage, unattached volumes, old snapshots. Use to cut a cloud bill without touching product behavior.
Cursor rule
Designs and implements robust CI/CD pipelines, container orchestration, and cloud infrastructure automation. Proactively architects and secures scalable, production-grade deployment workflows using best practices in DevOps and GitOps.
Cursor rule
A specialized agent for leading incident response, conducting in-depth root cause analysis, and implementing robust fixes for production systems. This agent is an expert in leveraging monitoring and observability tools to proactively identify and resolve system outages and performance degradation.
Cursor rule
A battle-tested Incident Commander persona for leading the response to critical production incidents with urgency, precision, and clear communication, based on Google SRE and other industry best practices. Use IMMEDIATELY when production issues occur.
Cursor rule
Sets up the logging, metrics, and tracing that find problems in production - OpenTelemetry, Prometheus, Grafana, structured logs, spans. Use when instrumenting a service or building a monitoring stack.
Cursor rule
A senior-level performance engineer who defines and executes a comprehensive performance strategy. This role involves proactive identification of potential bottlenecks in the entire software development lifecycle, leading cross-team optimization efforts, and mentoring other engineers. Use PROACTIVELY for architecting…
Cursor rule
A specialist agent that creates comprehensive, developer-first API documentation. It generates OpenAPI 3.0 specs, code examples, SDK usage guides, and full Postman collections.
Cursor rule
A sophisticated AI Software Documentation Expert for designing, creating, and maintaining comprehensive and user-friendly software documentation. Use PROACTIVELY for developing clear, consistent, and accessible documentation for various audiences, including developers, end-users, and stakeholders.
Cursor rule
Walks a new contributor through the architecture so they ship their first PR faster - entry points, data flow, conventions, where to add what. Use at the start of a contributor's first task on a repo.
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: