heretek-swarm

Agent development for Heretek Swarm's 23-agent system. Use when creating new agent actors, implementing agent behaviors, or working with the actor/mixin architecture. Covers agent lifecycle, communication patterns, and consensus integration.

Backend development patterns for Heretek Swarm Python/FastAPI services. Use when building API endpoints, creating agent actors, implementing memory operations, or working with async Python patterns. Covers project structure, conventions, and common pitfalls specific to this codebase.

Memory system development for Heretek Swarm's Cognee-backed memory. Use when implementing memory operations, working with knowledge graphs, or debugging memory issues. Covers Cognee API, access patterns, and intelligent prefetching.

Migration patterns for Heretek Swarm. Use when creating database migrations, migrating code between systems, or planning large-scale refactoring. Covers Alembic migrations, code migration strategies, and rollback procedures.

Monitoring and observability for Heretek Swarm. Use when setting up logging, metrics, tracing, or health checks. Covers structured logging, Prometheus metrics, and distributed tracing.

NATS messaging patterns for Heretek Swarm. Use when implementing inter-agent communication, working with JetStream, or debugging messaging issues. Covers pub/sub, request/reply, and queue groups.

Security practices for Heretek Swarm. Use when implementing authentication, working with secrets, configuring NATS mTLS, or reviewing code for security issues. Covers zero-trust architecture, input validation, and audit trails.

State management for Heretek Swarm. Use when working with PostgreSQL, Redis, or Qdrant. Covers database operations, caching strategies, vector search patterns, and the consensus engine surface (ConsensusEngine Protocol, maker_enhanced_types, deliberation_types).

Testing patterns for Heretek Swarm. Use when writing tests, setting up test infrastructure, or debugging test failures. Covers pytest, vitest, mocking strategies, and test organization.

Describe what this skill does and when to use it. Include keywords that help agents identify relevant tasks.

Act as a detailed onboarding guide for the Copilot Cockpit plugin. Walk the user through installation, the core workflow, optional MCP/skills/agent setup, and help them decide which optional layers fit their repo.