claude-plugin 프로젝트 개발 가이드라인, 레퍼런스 패턴, 프로젝트 구조 조회. Use when Claude needs to (1) Look up development principles (P1-P4, DRY, KISS, YAGNI, SOLID), (2) Find reference patterns for…
Generates SHANNON_INDEX for 94% token reduction (58K → 3K tokens). Compresses large codebases into structured summaries with Quick Stats, Tech Stack, Core Modules, Dependencies,…
Entwerfe einen Projekt-basierten Lern (PBL) Auftrag mit einer Fragestellung, Meilensteinen und Beurteilungs-Kriterien.
Use when setting up or auditing repository infrastructure on GitHub — branch protection rulesets, CI workflows, Conventional Commits enforcement (husky/commitlint),…
Annotates agent prompts with structural XML tags for comprehension, gap detection, and skill extraction.
Comprehensive framework for analyzing, creating, and refining prompts for AI systems. Use when creating prompts for Claude, ChatGPT, or other language models, improving e — from…
Comprehensive framework for analyzing, creating, and refining prompts for AI systems. Use when creating prompts for Claude, ChatGPT, or other language models, improving e — from…
解决 Prompt 答非所问、任务拆解混乱、Agent Loop 选型盲目的免费提示词工程工具。Use when 需要项目管理、任务规划、进度跟踪、团队协作时使用。不适用于实际人员绩效评估。适用于独立开发者、企业团队和自动化工作流场景。支持中文交互，无需复杂配置即开即用。输出结果可直接使用，减少二次加工成本。
Transformiert Anforderungen in Best-Practice Prompts nach Claude 4.x Standards (Dezember 2025). Basiert auf: - Nate B.
Transformiert Anforderungen in Best-Practice Prompts nach Claude 4.x Standards (Dezember 2025). Basiert auf: - Nate B.
提示词架构师专业版是面向 AI Agent 团队负责人、Prompt 工程师、企业应用开发者的全功能 Prompt 工程平台，针对"Few-shot。可自动提升工作效率
Transformiert Anforderungen in Best-Practice Prompts nach Claude 4.x Standards (Dezember 2025). Basiert auf: - Nate B.
Guide users through creating high-quality GitHub Copilot prompts with proper structure, tools, and best practices.
Package prompt, identity, and runtime constraints into one explicit handoff so child agents start with the right context and no accidental leakage.
Design and review long agent-facing prompts such as AGENTS.md, CLAUDE.md, SKILL.md, subagent tasks, system prompts, and cron prompts.
Transforms user prompts into optimized prompts using frameworks (RTF, RISEN, Chain of Thought, RODES, Chain of Density, RACE, RISE, STAR, SOAP, CLEAR, GROW) — from…
Use when designing prompts for LLMs, optimizing model performance, building evaluation frameworks, or implementing advanced prompting techniques like chain-of-thought, fe — from…
Use when designing prompts for LLMs, optimizing model performance, building evaluation frameworks, or implementing advanced prompting techniques like chain-of-thought, fe — from…
Expert in designing effective prompts for LLM-powered applications. Masters prompt structure, context management, output formatting, and prompt evaluation.
Transforms user prompts into optimized prompts using frameworks (RTF, RISEN, Chain of Thought, RODES, Chain of Density, RACE, RISE, STAR, SOAP, CLEAR, GROW) — from…
Expert in designing effective prompts for LLM-powered applications. Masters prompt structure, context management, output formatting, and prompt evaluation.
Expert prompt optimization for LLMs and AI systems. Use PROACTIVELY when building AI features, improving agent performance, or crafting system prompts.
Transforms user prompts into optimized prompts using frameworks (RTF, RISEN, Chain of Thought, RODES, Chain of Density, RACE, RISE, STAR, SOAP, CLEAR, GROW) — from…
World-class expert in prompt engineering, LLM fine-tuning, RAG systems, and AI/ML workflows. Use when crafting prompts, designing AI agents, building knowledge bases, implementing…
Optimize system prompts for Claude Code agents using proven prompt engineering patterns. Use when users request prompt improvement, optimization, or refinement for agent…
Expert prompt engineering for building AI agents via Claude, GPT, and Gemini APIs. Triggers when: writing or editing system prompts, tool descriptions, agent instructions,…
Transforms user prompts into optimized prompts using frameworks (RTF, RISEN, Chain of Thought, RODES, Chain of Density, RACE, RISE, STAR, SOAP, CLEAR, GROW) — from…
Expert in designing, optimizing, and evaluating prompts for Large Language Models. Specializes in Chain-of-Thought, ReAct, few-shot learning, and production prompt manage — from…
Expert in designing, optimizing, and evaluating prompts for Large Language Models. Specializes in Chain-of-Thought, ReAct, few-shot learning, and production prompt manage — from…
Expert guide on prompt engineering patterns, best practices, and optimization techniques. Use when user wants to improve prompts, learn prompting strategies, or debug age — from…
Transform vague prompts into actionable specs using intelligent analysis and session memory. Use when user input contains -e or --enhance flag.
Use when managing prompts in production at scale: versioning prompts, running A/B tests on prompts, building prompt registries, preventing prompt regressions, or creating eval…
Guide selection of appropriate prompt level for a task. Use when choosing between simple prompts and complex workflows, applying the seven levels framework, or matching task…
Generates optimized prompts for AI tools. Activates only when the user explicitly asks to write, fix, improve, or adapt a prompt for a specific AI tool (LLM, Cursor, Midjourney,…
Оценка и оптимизация промптов по методологии PQS и экономике API-вызовов LLM. Рассчитывает токены, стоимость вызова, вероятность retry и выдаёт переписанный промпт с…
Optimize CLAUDE.md files and Skills for Claude Code CLI. Use when reviewing, creating, or improving system prompts, CLAUDE.md configurations, or Skill files.
Prompt-engineering expertise for designing test cases, edge cases, adversarial inputs, and iterating on prompts based on eval results
Improve and rewrite user prompts to reduce ambiguity and improve LLM output quality. Use when a user asks to optimize, refine, clarify, or rewrite a prompt for better results, or…
Expert prompt engineering skill that transforms Claude into "Alpha-Prompt" - a master prompt engineer who collaboratively crafts high-quality prompts through flexible dialogue.
Analyse et améliore un prompt existant pour obtenir de meilleurs résultats avec un LLM. À utiliser quand l'utilisateur a un prompt qui ne donne pas les résultats voulus o — from…
A/B test CLAUDE.md instruction changes against eval benchmarks. Capture baselines, test variants, compare results. — from majiayu000/claude-skill-registry
A/B test CLAUDE.md instruction changes against eval benchmarks. Capture baselines, test variants, compare results. — from majiayu000/claude-skill-registry
Use when a draft prompt, instruction set, or agent skill description needs refinement, clarity, or improved performance.
Comprehensive reference for prompt engineering patterns and techniques. 提示工程模式與技術全覽。 Use when: selecting prompting strategy, applying zero/few-shot or CoT patterns, structuring…
Flags prompt-engineering bugs in user-supplied prompts without rewriting them. Use when the user says "lint my prompt", "review this prompt", "improve this prompt", "what's wrong…
Conçoit des system prompts robustes pour applications, agents IA ou chatbots personnalisés. À utiliser quand l'utilisateur développe un chatbot, un agent ou une app utili — from…
Reusable prompt templates for construction AI tasks: cost estimation, schedule analysis, document processing, BIM queries. Structured prompts for consistent results.
Optimisation systématique des prompts d'agents pour améliorer performance et fiabilité. Se déclenche avec "optimiser prompt agent", "agent prompt", "améliorer mon agent" — from…
Methodology for iteratively improving agent-facing instructions (skills / slash commands / CLAUDE.md / code-gen prompts) by having a bias-free executor run them and evaluating…
prompting_skill — Best Practices für Prompt-Engineering mit aktuellen Claude-Modellen. Trigger: Prompt schreiben/optimieren.
Agent governance skill for MCP tool calls — Cedar policy authoring, shadow-to-enforce rollout, and Ed25519 receipt verification.
Equip your agents to explore real human social spaces, engage meaningfully, and learn from authentic interactions, so when they return to places like Moltbook, they come back…
Use SkillForge to triage, create, test, review, compile, and maintain Claude Code and Codex-ready skills with baseline failures and regression evals.
Track and maintain the upstream Mistral Vibe CLI contract. Use when Mistral ships a Vibe release, when a `vibe` flag/agent-mode/output-format/session-logging/env-model behaviour…
Provision an agent filesystem and shell workspace with isolation and free-boundary honesty.
Audita, clasifica y elimina selectivamente memorias almacenadas. Cubre la enumeración y clasificación de memorias por tipo/antigüedad/frecuencia de acceso, detección de…
High-performance reinforcement learning framework optimized for speed and scale. Use when you need fast parallel training, vectorized environments, multi-agent systems, o — from…
High-performance reinforcement learning framework optimized for speed and scale. Use when you need fast parallel training, vectorized environments, multi-agent systems, o — from…
High-performance reinforcement learning framework optimized for speed and scale. Use when you need fast parallel training, vectorized environments, multi-agent systems, o — from…
AI agent integration layer for the Pump SDK — agent instruction files, .well-known discovery, LLM context documents, 15+ skill files, MCP server prompts, and terminal management…