Model-agnostic typed decision engineering: bounded judgments, runtime validation, uncertainty routing, and honest token/cost benchmarks.
Plugin typed-decision-engineering from marketplace lemon-ai-hub in Andersonlimahw/lemon-ai-hub. Commands read from the repo's manifest — 28 days ago.
typed-decision-engineeringDesign model-agnostic workflows using narrow typed decisions, deterministic composition, uncertainty routing, and measured token/cost comparisons. Use for typed AI decisions, bounded choice/score/binary-probability questions, structured-output routing, token-efficiency benchmarks, or replacing fragi
decision-designDecompose broad AI tasks into atomic Choice, Score, and Noul judgments; batch independent questions and compose results deterministically with confidence-aware routing.
token-benchmarkMeasure baseline versus typed-decision pipelines using comparable token, call, latency, cost, retry, and quality data; generate honest Markdown reports and slides.
type-safe-contractsBuild provider-neutral typed AI contracts with JSON Schema validation, adapters for native or generic LMs, bounded repair, and explicit failure handling.
AI-Native Squad — Spotify-model autonomous engineering team. 12 specialized agents (Tech Lead, Backend, Frontend, Mobile, UX, UI, Product, Scrum Master, DevOps, QA, Data, Security) with orchestrated collaboration, domain-specific skills, and cross-functional workflows. Based on the AI Native Developer methodology.
18 skills · 12 agents
Expert git plugin containing multiple skills for advanced version control, semantic commits, and bisect automation.
26 skills
Expert GitHub CLI plugin containing multiple skills for PR management, issue tracking, and GitHub workflows automation.
19 skills
Ready-to-paste example prompts across fourteen tracks, including decision-native recipes for senior-prompt-engineer, skills-selector, smart-dispatch, and smart-sub-agents, plus typed decisions. Ships verifiable prompt templates, combination rules, anti-patterns, and a complete A-to-Z catalog index. Use when the user asks for examples, how to use or combine skills, portable subagent routing, or how to navigate the catalog with less cognitive load.
16 skills
Apple Store Connect API Expert Agent and Skills. Provides comprehensive tools and knowledge for interacting with the App Store Connect API, covering domains like TestFlight, In-app purchases, Subscriptions, App management, and Provisioning.
15 skills
Multi-harness CLI wrapper ecosystem. Claude Code = single source of truth. Wraps any external CLI (claude, gemini, codex, opencode, agy + extensible) so the AI harness can invoke it without context bloat. Includes per-CLI wrapper skills/agents, cross-harness symlink setup, and token metrics across the whole ecosystem.
7 skills · 5 agents
LangChain 1.0 + LangGraph 1.0 skill pack for Python. Pain-first skills anchored to a 68-entry pain catalog covering content blocks, streaming token accounting, structured-output, vector stores, checkpointing, HITL, middleware, Deep Agents, and native OTEL. Includes 33 skills across four epics.
33 skills
Build React components with TypeScript. Covers type-safe patterns for React 18-19 including generic components, proper event typing, and routing integration.
1 skill
Turn your API spec into type-safe code: TypeScript types, Zod schemas, Axios clients, React Query hooks and more from an OpenAPI spec, with the Kubb MCP server wired in.
2 skills · 3 commands · 1 agent · 1 MCP server · hooks
Validate and synchronize API contracts (OpenAPI, GraphQL) with implementation, detect breaking changes, and generate type-safe client code
1 skill
Use when you need to review, improve, or refactor Java code for type design quality — including establishing clear type hierarchies, applying consistent naming conventions, eliminating primitive obsession with domain-specific value objects, leveraging generic type parameters, creating type-safe wrappers, designing fluent interfaces, ensuring precision-appropriate numeric types (BigDecimal for financial calculations), and improving type contrast through interfaces and method signature alignment.
1 skill
Build type-safe, real-time Lunora backends on Cloudflare Workers + Durable Objects — the first-party agent skills plus an end-of-turn `lunora verify` gate that hands back its own compiler errors. Run `lunora mcp install` for the MCP server.
hooks
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