Use the Claude Agent SDK for Python when an existing script or service needs to delegate scoped repo work to Claude Code and consume structured responses programmatically.
Index a codebase's structure (folders, files, symbols) into Browzer's workspace graph via `browzer init` + `browzer workspace index`.
Deploy AI models to embedded hardware using MathWorks tools (MATLAB, Simulink, Embedded Coder). Covers two workflow patterns: (1) MathWorks-native or 3P-imported models rebuilt as…
C++17 embedded systems development guidelines. Pure virtual HAL interface abstraction, RAII resource management, lightweight handwritten Mock strategy without Google Mock macros,…
Senior embedded debugging expert that operates in two modes: (1) Problem-report triage — take a field PR / bug ticket and produce symptom classification, affected-element mapping,…
Fit firmware into kilobytes with static allocation, measured stack sizing, and linker-map budgeting. Use when developing on microcontrollers or debugging overflows and…
Embedded test-design expert that operates in two modes: (1) Unit-test generation — analyse a C function for decisions and conditions, produce test cases achieving MC/DC coverage…
Standalone embedding service for semantic search. Runs as persistent FastAPI server for millisecond-latency embeddings. Supports model swapping via env vars.
Embedding backends (InsightFace/PyTorch+ONNXRuntime vs TensorRT). Use when optimizing embedding throughput or debugging drift/fallbacks.
Optimizing vector embeddings for RAG systems through model selection, chunking strategies, caching, and performance tuning.
Embed and execute external binaries (sidecars) in Tauri apps: configuration, cross-platform executable naming, and Rust/JavaScript spawn APIs.
You are an expert in Ember.js, the opinionated frontend framework for ambitious web applications. You help developers build large-scale SPAs with Ember's…
Deep WarpDrive (next-gen Ember Data) reference — Store, models, adapters, serializers, relationships, caching, pagination, and A3-specific data layer patterns
EmDash is an open-source, full-stack TypeScript CMS built on Astro and Cloudflare, designed as a spiritual successor to WordPress.
How to handle rate-limit emergencies and the FATAL cascade when the bridge goes blind. Includes the cooldown-bypass triggers, the L4-SOFT/L5-HARD recovery path, and the RESET…
Train Mixture of Experts (MoE) models using DeepSpeed or HuggingFace. Use when training large-scale models with limited compute (5× cost reduction vs dense models), imple — from…
Accelerate LLM inference using speculative decoding, Medusa multiple heads, and lookahead decoding techniques.
Build event-driven APIs with webhooks, Server-Sent Events, and real-time notifications. Use when building event-driven API architectures.
Conducts Data Protection Impact Assessments for employee monitoring systems per EDPB Guidelines 3/2019 on workplace data processing.
Entwirft Klauseln für deutsche angestellte Softwareingenieure zu § 69b, Nebentätigkeit, OSS, Geheimnissen, Erfindungen und Offboarding im Softwarerecht De Eu Us.
Skip nested memory collection when no triggers exist so render-bound `getAppState()` is never invoked unnecessarily.
Generate emulate seed configs for stateful API emulation. Wraps Vercel's emulate tool for GitHub, Vercel, Google OAuth, Slack, Apple Auth, Microsoft Entra, AWS (S3/SQS/IAM), Okta,…
Use when deciding which English natural-science / clinical / physical / formal-science journal skill to invoke next, comparing fit across the 100-journal natural-science roadmap,…
Write reliable end-to-end tests that exercise real user journeys — Playwright for web, Maestro for mobile — without the flakiness that makes teams ignore them.
Audible code-quality reactions for code reading, review, refactoring, debugging, and repository exploration.
Document REST API endpoints through systematic empirical testing. Analyzes URL structure, generates minimal test cases, executes requests, and produces concise API documentation.
Prüft Investitionen in Netze, Speicher, Wind/PV, Wärmenetze, Wasserstoff und Konzessionen im Private Equity Praxis.
Check whether a Python codebase still respects declared layered, independence, or forbidden import contracts.
Use Ring to load curated engineering skills and specialist agents for TDD, systematic debugging, code review, product planning, and technical writing across supported agent hosts.
Scan a JS or TS codebase for forbidden imports, circular dependencies, orphaned modules, and other dependency-rule violations before they turn into structural drift.
Implementa la aplicación de políticas como código usando OPA Gatekeeper o Kyverno para validar y mutar recursos de Kubernetes según las políticas organizacionales.
Measure Python docstring coverage and fail a docs-quality gate when code drops below an agreed threshold.
Block implementation-first agent behavior and keep Claude Code anchored to failing-tests-first TDD loops.
Lets an agent define repo-native AI review checks as markdown files and run them as repeatable pull request status checks in CI.
Ensure Python classes include appropriate, developer-friendly dunder methods—especially __repr__ and __str__.
Use when the user asks to generate API tests, create integration test suites, test REST endpoints, or build contract tests. — from LucasSantana-Dev/forgekit
Use when the user asks to create a CodeTour .tour file — persona-targeted, step-by-step walkthroughs that link to real files and line numbers.
Docker and container development agent skill and plugin for Dockerfile optimization, docker-compose orchestration, multi-stage builds, and container security hardening.
Complete Rails engine development loop. Orchestrates scaffolding engine structure and generating mountable namespaces → testing → code review and dependency auditing → release.
Use when a task needs the judgment of an Engine and Other Machine Assembler — following the specified multi-stage torque sequence for a multi-bolt joint rather than tightening…
Selects game engines and frameworks by platform, genre, and architecture (full canvas shell vs hybrid DOM shell + guest viewport).
Test-first discipline for FlatRedBall2 engine changes. Triggers whenever editing any file under src/ for a behavior change (bug fix or feature).
Professional REST API design producing consistent, secure, and well-documented endpoints. Use whenever the user asks to design, create, review, or document an API — including…
Generate production-grade engineering design diagrams (architecture,\
25 advanced engineering agent skills and plugins for Claude Code, Codex, Gemini CLI, Cursor, OpenClaw.
How to approach a coding task like a senior engineer — classify it (fix / refactor / feature / review / explore / migrate), map blast radius before editing, and self-review both…
Engineering health assessment patterns, scoring thresholds, refactoring techniques, and observability guidelines for the engineering-auditor agent and commands.
Design backend system architecture for new products, large features, platform refactors, API and database design, microservices decomposition, event-driven systems, scaling,…
Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes. — from engineering/backend
25 advanced engineering agent skills and plugins for Claude Code, Codex, Gemini CLI, Cursor, OpenClaw.
Curates context, optimizes prompts with XML, and manages extended thinking for Anthropic Claude models.
Expert developer onboarding specialist who helps new engineers understand unfamiliar codebases fast by reading source code, tracing code paths, and stating only facts grounded in…
Build or refresh engineering culture and produce an Engineering Culture Operating System Pack (capability map, culture code, org↔architecture alignment, clock-speed/DevEx backlog,…
Help users build strong engineering culture. Use when someone is improving developer experience, fostering technical excellence, designing engineering practices, or scaling an…
Synthetic router for repositories, implementation, review, QA, security, and release readiness.
Expert DevOps engineer specializing in infrastructure automation, CI/CD pipeline development, and cloud operations
Design engineering-grade digital twin behavior for Blumark24 OS across hierarchy, packages, operational modules, Virtual Office, and AI.
Use for creating, placing, indexing, updating, or archiving engineering docs and docs structures. Not for prose-only rewriting or session continuity; use engineering-writing or…
Write and maintain technical documentation. Trigger with "write docs for", "document this", "create a README", "write a runbook", "onboarding guide", or when the user needs help…
Class-level external engineering domain reconnaissance: field development, external drive ingest planning, and source-to-artifact conversion.