Describe an agent in `agent_spec.yaml`, run deterministic prompt-injection analysis, generate mitigations, and validate defenses before rollout.
Use PyMuPDF to extract text, layout metadata, tables, images, Markdown, or JSON from PDFs and documents before an agent ingests or reviews them.
Gives coding agents a repeatable file-backed planning workflow using task_plan.md, findings.md, and progress.md so long-running work survives /clear, compaction, crashes, and…
Capture coding-agent sessions, compress the useful decisions and context, and inject relevant memory into future runs so long-running repository work does not restart cold.
Use Claude Mem to capture Claude Code sessions, compress the useful context, and re-inject relevant memory so future coding-agent runs start with project-specific continuity.
Use Context Mode when a coding agent keeps burning context on large tool outputs or loses its place after compaction.
Inspect or route Preset database connection configuration, validation, OAuth, upload, create, update, and delete workflows through direct Superset API calls.
Render an AI coding agent's plan as an interactive flowchart so a human can inspect dependencies, attach context, choose branches, and approve execution before code changes begin.
Převod existujícího projektu nebo založení nového na společná pravidla agent-kitu (AGENTS.md, nastavení agenta, pojistka, cloud, CI, automatické sloučení).
Pre-ingestion zero-trust PII, secret, and regulated data sanitization skill for AI coding agents (Claude Code, Cursor, Codex, Gemini CLI, Windsurf) via…
Transform AI agents from task-followers into proactive partners that anticipate needs and continuously improve.
将 AI Agent 从任务跟随者转变为主动伙伴,支持记忆持久化与自我改进。Use when 需要AI模型调用、智能对话、Agent编排、LLM应用时使用。不适用于需要100%确定性的关键决策。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。
核心能力: AI Agent领域的专业化 AI 辅助工具,提供企业级高级功能支持。Use when 需要AI模型调用、智能对话、Agent编排、LLM应用时使用。不适用于需要100%确定性的关键决策。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。
Unified proactive UX: Interactive Decision Options + Guardian QA Gate + Post-Task Suggestions. Giúp agent đưa options khi cần user input, double-check kết quả trước khi trả, và…
Apply systematic problem-solving techniques for complexity spirals (simplification — from majiayu000/claude-skill-registry
(ePost) Use when stuck, facing a complex bug, or need root cause analysis — 5 whys, bisection, inversion techniques
Use when stuck, facing a complex bug, or need root cause analysis — 5 whys, bisection, inversion techniques
Orchestrator for all 7 Laws of AI Agent Discipline. Walks an agent-emitted recommendation list top-to-bottom under the 7 Laws — restate, route per item, verify before advancing,…
Use when executing an implementation plan with mostly independent tasks in the current session, or when choosing the model tier for ANY dispatched subagent - this is the canonical…
Process modeling using BPMN notation and flowchart patterns. Creates process diagrams with activities, gateways, events, swimlanes, and decision points for workflow documentation.
Give coding agents one promptable workflow surface for OCR, extraction, redaction, form filling, conversion, and signing across document-heavy tasks.
Govern Cursor SDK local, cloud, self-hosted, and subagent coding runs before they create branches or PRs.
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.
Gestaltet messbaren Projekterfolg, Mitwirkung, Meilensteine, Änderungen und werkvertragliche Abnahme einschließlich Testbetrieb, Mängelvorbehalt und Wiederholungsprüfung.
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