Claude Skills by soden46

Framework and language agnostic engineering orchestrator with conditional persistent project memory, generalized internal capabilities, external skill discovery, sparse specialist routing, and post-development security verification.

Design, integrate, evaluate, and operate AI/LLM systems using model- and framework-agnostic engineering principles.

Design and implement APIs, external integrations, webhooks, clients, and service boundaries using technology-agnostic principles.

Design maintainable application boundaries and component relationships using framework-agnostic architecture principles.

Improve maintainability and structure while preserving behavior using framework-agnostic refactoring principles.

Process, transform, import, export, and handle large datasets using bounded and reliable technology-agnostic patterns.

Design and review persistence, queries, schemas, transactions, and data access using framework-agnostic database principles.

Diagnose defects systematically using evidence-driven, technology-agnostic debugging practices.

Manage application dependencies, build tooling, upgrades, and package configuration using ecosystem-agnostic principles.

Create and maintain accurate engineering documentation using project-agnostic documentation principles.

Build and review user interfaces using framework-agnostic usability, accessibility, state, and rendering principles.

Design and maintain deployment, runtime, CI/CD, containers, workers, scheduling, and operational infrastructure using platform-agnostic principles.

Diagnose and improve runtime performance including N+1 queries, slow queries, caching, latency, memory, throughput, and resource efficiency using framework-agnostic principles.

Turn engineering goals into executable implementation plans with ordered, verifiable, technology-agnostic steps.

Review or implement application security controls using framework-agnostic engineering principles, then adapt them to the detected project stack.

Design and execute automated tests, regression tests, integration tests, end-to-end tests, and verification using framework-agnostic principles.

Review changes and manage commits, branches, merges, and code-review workflows using VCS-agnostic engineering principles.

Framework-agnostic project memory infrastructure for engineering tasks. Use for sparse recall, stale-memory handling, secret-safe durable checkpoints, and MCP/CLI fallback without consuming specialist slots.