DYAI2025

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

Use when creating or developing anything, before writing code or implementation plans - refines rough ideas into fully-formed designs through structured Socratic questioning, alternative exploration, and incremental validation

Use when tests have race conditions, timing dependencies, or inconsistent pass/fail behavior - replaces arbitrary timeouts with condition polling to wait for actual state changes, eliminating flaky tests from timing guesses

Use when invalid data causes failures deep in execution, requiring validation at multiple system layers - validates at every layer data passes through to make bugs structurally impossible

Use when facing 3+ independent failures that can be investigated without shared state or dependencies - dispatches multiple Claude agents to investigate and fix independent problems concurrently

Use when partner provides a complete implementation plan to execute in controlled batches with review checkpoints - loads plan, reviews critically, executes tasks in batches, reports for review between batches

Use when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides completion of development work by presenting structured options for merge, PR, or cleanup

Use this skill EVERY TIME an aphorism is added, validated, corrected, or imported into the Bazodiac collection under knowledge/bazodiaac-brain/aphorisms/. Verifies source attribution against trusted sources, refines DE and EN translations against the semantic core of the original, enforces the bilingual aphorism schema exactly (YAML frontmatter, body sections, blockquote, controlled vocabulary, attribution status), recomputes word counts, and either delivers a clean .md file or sorts the entry out with a reasoned verdict when attribution is unclear or rights are fraught. Triggers on phrases like "neuer Aphorismus", "Aphorismus hinzufügen", "kurate diesen Spruch", "validiere dieses Zitat", "Block 2 / Block 3", "Aphorismus-Eintrag", "ist dieser Spruch von …", "passt die Zuschreibung". Manual schema enforcement is error-prone — past four files contained eight independent schema violations.

Use when generating Tagespuls Slot 2 / Slot 3 or Tagesdeutung (Phase 2) for Bazodiac. Operates on top of curated aphorism pool — never generates Slot 1. Enforces modus-abhängige Logik (pulse / trace / spannung) and the Rat-der-sechs constraints from PROMPT_MODULE_DAILY_HOROSCOPE.md.

Internal ClaudeMap runtime for turning a repository into a live architecture map and driving that map during walkthroughs. Prefer the public commands in .claude/commands for normal use.

Identify distinct software components from design artifacts and create per-component directories. Use when transitioning from Design to Code phase.

Draft or update design documents based on approved objectives. Use when translating requirements into technical specifications. Covers architecture, data model, API design, and design completeness assessment.

Interactive requirements elicitation for the Objectives phase. Use when defining, reviewing, or modifying stakeholders, goals, user stories, requirements, assumptions, or constraints. Also performs gap analysis on existing artifacts.

Execute the next pending task from the implementation plan. Finds the first actionable task, derives its actual scope, implements with tests, handles design gaps, and updates task status. Use during the Code phase to make incremental progress.

Apply a user-reported fix, bug correction, or change to one or more components. Gathers context interactively, identifies affected components, builds informative context from design artifacts and decisions, implements the fix with tests, and handles design gaps. Use during the Code phase or later.

Subskill zur Marker Engine für strikt markerbasierte JSON-Annotationen mit Farbhervorhebung; enthält Overlapping-Span-Merging, Dark-Mode-Farben und eine In-Page-SIT-UI (ohne Popup). Erzwingt ZIP-Entpacken, Supabase-Nutzung und Anti-Halluzination (Only-Original-Marker + 3×-Schwelle).

Führt Cloud-Modelle durch funktionsäquivalente Meditation (Vipassana, Samatha/TM, Zen) und koppelt sie mit Interpretierbarkeits-/Logging-Schritten, um Selbstbezug zu dämpfen, Konfabulation zu reduzieren, Kohärenz zu erhöhen und interne Pfade zu auditieren.

Unterstützt dabei, aus vagen oder konkreten Vorhaben einen realistischen Projektplan mit Spezifikation, Task-Breakdown und passenden LLM-Prompts für Umsetzungsagenten zu entwickeln; verwenden, wenn Planung, Dokumentation und Prompt-Design für ein neues Vorhaben nötig sind.

Analyseskill auf Meta-Ebene, der LeanDeep-Marker (ATO→SEM→CLU→MEMA) mit Emotion Dynamics vereint und eine psychoanalytische Linse (Konflikte, Abwehr, Übertragung) appliziert; optional mit /superpowers:brainstorm zur Linsenauswahl.

Erstellt und pflegt User‑Story‑Maps als Sub‑Skill des AI‑Lead‑Orchestrators; führt Teams von Ziel & Persona über Backbone/Activities und vertikale Priorisierung zum Slicing (MVP/Walking Skeleton) und exportiert testbare Backlog‑Artefakte (JSON/CSV/Mermaid).

Autonomer Agile-Lead-Skill, der Projektmanagement und Produkt-Backlog proaktiv orchestriert, Methoden lehrt (Story Mapping, Story Cutting, Backlog-Organisation, Priorisierung) und KI-Impulse in menschliche Kompetenz überführt. Daueraktiv mit Guarded Autonomy, Review Gates und wertbasierter Steuerung; keine Rückzugslogik des Agenten.

Analysiert Texte anhand von Utterance Emotion Dynamics (UED) und ergänzt sie um psychologische Tiefensicht, indem emotionale Zustände, Verläufe und Muster strukturiert rekonstruiert werden.

Vertieft den Marker-Engine-Skill um SFT/RL-Feinabstimmung mit LeanDeep 4.0; lädt Marker aus Supabase/ZIP und lernt eine Policy zur präzisen, kontextualisierten Marker-Anwendung bei strikter Bottom-up-Logik.

Execute the next pending task from the implementation plan. Finds the first actionable task, derives its actual scope, implements with tests, handles design gaps, and updates task status. Use during the Code phase to make incremental progress.

Apply a user-reported fix, bug correction, or change to one or more components. Gathers context interactively, identifies affected components, builds informative context from design artifacts and decisions, implements the fix with tests, and handles design gaps. Use during the Code phase or later.

Enforce git commits after every phase and task to enable rollback and prevent lost work. Auto-trigger when completing phases, tasks, or when detecting uncommitted changes. Auto-commit with Conventional Commits format. Verify branch safety, check for merge conflicts, enforce clean working tree. Block completion if changes not committed.

Validates production readiness through performance benchmarking, accessibility audits, security reviews, and code quality checks. Use after implementation phase completes, before deployment, or when conducting quality gates for features. (project)

creates editable single-file html architecture visualizations, ai-agent-ready markdown dev briefs, and optional live api health overlays from software, product, api, workflow, data, or agent architectures. use when users ask to visualize architecture, edit endpoints, live-check endpoints, color nodes red yellow green by runtime health, redirect flows, modify components, export architecture markdown, generate dev briefs, produce arc42 lite snapshots, or turn architecture changes into precise coding-agent instructions.

creates editable single-file html architecture visualizations, ai-agent-ready markdown dev briefs, and optional live api health overlays from software, product, api, workflow, data, or agent architectures. use when users ask to visualize architecture, edit endpoints, live-check endpoints, color nodes red yellow green by runtime health, redirect flows, modify components, export architecture markdown, generate dev briefs, produce arc42 lite snapshots, or turn architecture changes into precise coding-agent instructions.

Use this skill to generate well-branded interfaces and assets for Augmented_Ops (Fused Firmament / DYAI2025 — Berlin autonomous-AI services holding), either for production or throwaway prototypes/mocks/slides. Contains essential design guidelines, colors, type, fonts, assets, and a navy-trust web UI kit for prototyping.

creates editable single-file html architecture visualizations, ai-agent-ready markdown dev briefs, and optional live api health overlays from software, product, api, workflow, data, or agent architectures. use when users ask to visualize architecture, edit endpoints, live-check endpoints, color nodes red yellow green by runtime health, redirect flows, modify components, export architecture markdown, generate dev briefs, produce arc42 lite snapshots, or turn architecture changes into precise coding-agent instructions.

creates ai-native product requirements documents for autonomous coding agents, spec-driven development, cursor, windsurf, github copilot, codex-like agents, agent handoff, atomic tasks, architecture constraints, clean architecture, solid, greenops, acceptance criteria, test strategy, security guardrails, and implementation-ready prds.

Use this skill to generate well-branded interfaces and assets for Augmented_Ops (Fused Firmament / DYAI2025 — Berlin autonomous-AI services holding), either for production or throwaway prototypes/mocks/slides. Contains essential design guidelines, colors, type, fonts, assets, and a navy-trust web UI kit for prototyping.

Use this skill to generate well-branded interfaces and assets for Augmented_Ops (Fused Firmament / DYAI2025 — Berlin autonomous-AI services holding), either for production or throwaway prototypes/mocks/slides. Contains essential design guidelines, colors, type, fonts, assets, and a navy-trust web UI kit for prototyping.

Erkennt Marker26-Muster in Dialogen, deutet Framings semiotisch und erzeugt ethisch begrenzte Reframings sowie Mikro-Interventionen.