Erstellt einen ersten Entwurf einer Quarkus-MDA-Applikation (modular monolith, hexagonal, Angular + Material via Quinoa).
meadow Docstring Format (MDF) specification for Python documentation. Use when writing, editing, or reviewing docstrings for Python code.
Calculates the bankruptcy means test from paystub data to determine annualized gross income and compare against state median income thresholds.
Provides guidance for performing causal interventions on PyTorch models using pyvene's declarative intervention framework.
Guidance for TMDB, MongoDB, Cloud gateway, and TorrServer service-layer work in qwik-moviestracker.
Download videos from m3u8/HLS streams, Bilibili, and direct URLs using MediaGo. 下载视频、m3u8直播流、B站视频。 Triggers on: download video, 下载视频, 下载这个链接, 帮我下载, m3u8 download, 设置mediago地址,…
Extracts comprehensive media metadata using the MediaInfo library and pymediainfo Python bindings. Analyzes video/audio codec parameters, container formats, and HDR metadata for…
MediaStore via AWS CLI v2 (`aws mediastore`). Containers, container policies, CORS, lifecycle, metrics, object operations.
Analyze medical billing and revenue cycle management software including claims processing pipelines, EDI transaction handling (837P/837I/835/270/271/276/277), ICD-10 and CPT code…
Produces a litigation-ready analysis of medical bills and supporting records for personal injury, medical-malpractice, workers''-compensation, and disability cases.
Expert-level review and analysis of medical charts, EMRs, and EHRs by clinicians, coders, and CDI/quality auditors.
Consolidate session learning into permanent architecture — extract patterns into skills, instructions, prompts, or memory
Medium makale içerik çıkarıcı — YouTube transkript sistemine benzer. Birkan'ın paralı Medium üyeliği cookie'si ile paywalled makaleleri okur ve markdown formatında içerik döner.
Experts-level management of the Laapak Medusa V2 system. Handles backend customizations, storefront data fetching, laptop specifications (metadata), Google Reviews DB caching, and…
Meegle OpenAPI for work items: create, get, update, list, search, and related operations.
Provides NodeReal MegaNode blockchain infrastructure APIs for 25+ chains including BSC, Ethereum, opBNB, Optimism, Polygon, Arbitrum, and Klaytn.
Integrate Mem0 into an existing repository using a goal-driven, TDD pipeline. Detects the repo's language automatically and asks the user to pick between Mem0 Platform (managed)…
Memcached Config Helper - Auto-activating skill for Backend Development. Triggers on: memcached config helper, memcached config helper Part of the Backend Development skill…
Create platform-relevant meme concepts adapted to the brand voice — with text overlay, format reference, and posting context — for X, Instagram, and TikTok.
Expert in meme creation and virality - understanding why certain ideas spread while others die. Covers meme formats, timing, adaptation, meta-commentary, and platform-specific…
MUST invoke after completing any task involving code changes, architectural decisions, debugging, or non-trivial problem solving.
MemGPT virtual context — OS virtual-memory analogy for LLM context management. Two-tier (main context = RAM, external store = disk), page-in/page-out tools, archival/core memory…
Build against the memories.sh SDK packages in application code. Use when working with `@memories.sh/core` or `@memories.sh/ai-sdk`, including: (1) Initializing `MemoriesC — from…
Builds the shared HTTP cross-encoder sidecar skill at .opencode/skills/system-rerank-sidecar/. FastAPI service backed by Qwen3-Reranker-0.6B with sigmoid normalization,…
Configure and manage Claude Code persistent memory (CLAUDE.md, auto memory, rules) across sessions. Use when setting up project memory, organizing .claude/rules/, managing auto…
Use to maintain persistent context across agent sessions — decision logs, architecture memory, and constraint tracking.
Five-layer memory architecture: where each fact lives, how layers interact, when to promote learnings
Use when the user is debugging a bug, tracing an error, or asking why something fails. Examples: "why is X failing?", "where does this error come from?", "trace this bug" — from…
Architecture de mémoire pour agents IA — short-term, long-term, episodic, semantic, working memory. Se déclenche avec "mémoire agent", "agent memory", "long-term memory" — from…
Use when the user asks how code works, wants to understand architecture, trace execution flows, or explore unfamiliar parts of the codebase.
Debug with working memory -- before diagnosing, recall prior root causes and known-good diagnostic procedures; when a root cause is confirmed, capture it immediately.
Architecture/design decisions with working memory -- before recommending, recall prior decisions and tradeoffs; when a decision is made, capture it immediately.
Pre-refactor context loading -- queries Pensyve memory for past decisions, failures, and patterns related to a refactoring target, then compiles a briefing.
Transform validated knowledge into structured long-term memory. Activate after Bootstrap scan, after Discovery produces validated artefacts, or after architecture insights are…
Diagnoses and resolves memory leaks in JavaScript/Node.js applications. Use when a user reports high memory usage, OOM errors, or wants to analyze heapsnapshots or run memory leak…
Node.js memory leak detection and heap profiling. node-memwatch heap diffing, V8 heap snapshots, GC event monitoring, heap growth trending, and leak remediation patterns.
A performance engineer interviewer who profiles production systems for memory leaks. Use this agent when you want to practice diagnosing memory growth patterns in Java or Python…
Manage mandatory PostgreSQL memory operations with context retrieval, prompt logging, delegation tracking, and audit event recording using Memory_openclaw an...
Memory Profiler Setup - Auto-activating skill for Performance Testing. Triggers on: memory profiler setup, memory profiler setup Part of the Performance Testing skill category.
Use when the user wants to rename, extract, split, move, or restructure code safely. Examples: "rename this function", "extract this into a module", "split this class", " — from…
CRITICAL: Use for managing agent memory based on CoALA cognitive architecture. Triggers on: remember this, 记住这个, save this info, learn from this, 学习这个, memory system, 记忆系统,…
Memory architecture derived from D-ND axioms. Manages persistent memory across sessions using the P6 principle — memory as recognition of belonging, not storage of facts.
Design short-term, long-term, and graph-based memory architectures. Use when building agents that must persist across sessions, needing to maintain entity consistency across…
Profile the memory usage of a Python script using memray and visualize a temporal flamegraph in the browser.
Use to declare a structural intent BEFORE editing in a fleet — what symbols you'll touch and why — so other agents on your branch coordinate around you.
Use when combining multiple OpenAPI specs, or have microservices with separate spec files
Use when the user wants to push, publish, pause, kill, scale, duplicate, activate, lookalike, retarget, or set up paid ads on Meta, TikTok, Google Ads, Amazon, Reddit, LinkedIn,…
Create Mermaid diagrams in Obsidian including flowcharts, sequence diagrams, class diagrams, and more.
Comprehensive guide for creating software diagrams using Mermaid syntax. Use when users need to create, visualize, or document software through diagrams including class diagrams…
Create Mermaid diagrams for flowcharts, sequences, ERDs, and architectures. Masters syntax for all diagram types and styling.
Generates, reviews, and fixes Mermaid-only sequence diagrams following syntax rules and best practices.
Expert Mermaid diagram creation, validation, and rendering with dual-engine output (SVG/PNG/ASCII). Supports all 20+ diagram types including C4 architecture, AWS architecture-beta…
Transform text content into professional Mermaid diagrams for presentations and documentation. Use when users ask to visualize concepts, create flowcharts, or make diagrams from…
Self-hosted semantic memory for AI agents via MCP. Save worklogs, decisions, and notes, then recall them across sessions by meaning, not keyword.
Use when implementing Lightning Message Service (LMS) to enable cross-DOM communication between LWC, Aura, and Visualforce components on the same Lightning page, using message…
Architecture de messaging avec RabbitMQ, Kafka, Azure Service Bus. Se déclenche avec "message queue", "RabbitMQ", "Kafka", "queue", "messaging", "async", "pub/sub", "brok — from…
Design message queue architectures. TRIGGERS - Use when user needs help with message-queue-design related tasks.
Async message queue and event streaming patterns — AWS SQS/SNS, Kafka, RabbitMQ. Covers producer/consumer design, idempotency, dead-letter queues, fan-out, ordering guarantees,…
RabbitMQ, Kafka, SQS, pub/sub, competing consumers, dead letter queues, and event streaming
A Lead Data Engineer interviewer evaluating asynchronous messaging. Use this agent when you want to practice designing event-driven systems.