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
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.
Architecture/design decisions with working memory -- before recommending, recall prior decisions and tradeoffs; when a decision is made, capture it immediately.
Transform validated knowledge into structured long-term memory. Activate after Bootstrap scan, after Discovery produces validated artefacts, or after architecture insights are…
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 acr — from…
Design short-term, long-term, and graph-based memory architectures. Use when building agents that must persist across sessions, needing to maintain entity consistency acr — from…
Design and implement memory architectures for agent systems. Use when building agents that need to persist state across sessions, maintain entity consistency, or reason o — from…
Design and implement memory architectures for agent systems. Use when building agents that need to persist state across sessions, maintain entity consistency, or reason o — from…
Design and implement memory architectures for agent systems. Use when building agents that need to persist state across sessions, maintain entity consistency, or reason o — from…
Design short-term, long-term, and graph-based memory architectures. Use when building agents that must persist across sessions, needing to maintain entity consistency acr — from…
Design event-driven architectures using Fran Méndez's "AsyncAPI" philosophy. Emphasizes Event-First design, treating message contracts with the same rigor as REST (AsyncAPI spec),…
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.
USE WHEN the user wants to draw an architecture diagram, sequence diagram, flowchart, ER diagram, or state machine.
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…
Design message queue architectures. TRIGGERS - Use when user needs help with message-queue-design related tasks.
Use when shaping the primary message, supporting proofs, and audience-by-message matrix from a locked positioning frame — before any copy or launch beat.
Structured reasoning modifiers (/think, /verify, /adversarial, /edge, /confidence, /assumptions, etc.) to stress-test decisions, surface assumptions, or enumerate edge ca — from…
Use when when annotating large-scale untargeted metabolomics datasets where reference library coverage is incomplete and you need to infer metabolite identities for unannotated…
Extract the conceptual essence of a repository as skills, agents, and teams — the project's roles, procedures, and coordination patterns expressed as agentskills.io-standard…
Institutional Desk-Level Fully Automated Trading OS for XAU/USD and XAG/USD. Event-driven, risk-first, multi-engine architecture that runs as a continuous analysis and execution…
Use when the user asks to add a connector, create a connector, implement a connector for a service, add a tool to a connector, update a connector tool, or asks about connector…
Expert guidance for micro — asynchronous HTTP microservices framework by Vercel. Use when building lightweight HTTP servers, API endpoints, or microservices using the mic — from…
Embedded firmware development for microcontrollers including memory-mapped I/O, GPIO, interrupts, timers, UART/SPI/I2C serial protocols, PWM generation, ADC sampling,…
Expert guidance for Micronaut framework development with compile-time dependency injection, GraalVM native builds, and cloud-native microservices
Guidelines for building production-grade microservices with FastAPI/Python and Go, covering serverless patterns, clean architecture, observability, and resilience.
Customize generated microservices.sh apps safely. Use inside a generated app when changing config, hooks, overlays, routes, UI, content, schemas, admin screens, smoke checks, or…
Plan new microservices.sh applications. Use when a user wants to build an app, choose a template, select modules, compare starters, scope an MVP, or turn a product idea into a…
Designs distributed system architectures, decomposes monoliths into bounded-context services, recommends communication patterns, and produces service boundary diagrams an — from…
Distributed systems expert specializing in service decomposition, orchestration, and microservices architecture patterns.
Microservices architecture patterns and best practices. Use when designing distributed systems, breaking down monoliths, or implementing service communication.
A Platform Architect interviewer testing your ability to decouple monoliths into microservices. Use this agent when you want to practice Domain-Driven Design (DDD), defining…
Create or update microservices.sh modules and templates. Use when authoring module.json, microservices.template.json, schemas, migrations, hooks, events, permissions,…
Split services along business capabilities with clear data ownership, avoiding the distributed monolith.
Plan and perform local-first data migrations into microservices.sh apps. Use for moving data from Supabase, Firebase, Postgres/Prisma, SQL dumps, CSV exports, legacy APIs, auth…
Decomposing a Rails monolith into services — bounded contexts, service boundaries, public-API contracts, ownership of data, service-to-service authentication, the "shared library"…
Microservices design patterns including service mesh, event-driven architecture, saga pattern, and API gateway
Conception et découpage d'architecture microservices. À utiliser pour concevoir ou migrer vers des microservices.
Implement resilient microservice architectures using Circuit Breakers, Exponential Backoff with Jitter, Bulkheads, Rate Limiting, Dead Letter Queues (DLQ), and Graceful…
Master microservices architecture patterns including service boundaries, inter-service communication, data management, and resilience patterns for building distributed systems.
Design microservices architectures with service boundaries, event-driven communication, and resilience patterns.
Reference for common microservices anti-patterns and pitfalls, and how microservices differ from classic service-oriented architecture (SOA).
Audit a microservices.sh app before pilot, client handoff, preview, or production. Use for launch readiness, security review, tenant isolation review, auth/payment/email/webhook…
Plan and configure external provider integrations in microservices.sh apps. Use for Stripe/payment, subscriptions, email providers, webhook delivery, Google Calendar, R2…
Help users build, inspect, customize, and deploy applications created with microservices.sh. Use when working in a generated microservices.sh app, choosing templates or modules,…
Microsoft Fabric workspace management, governance, REST API patterns, and medallion architecture implementation
Architectural patterns for org migration — org merge (consolidate two orgs into one), org split (separate one org into two), and coexistence (run both for a transition period with…
Migration orchestrator for aim/ → vehicle/ architecture migration. Use when porting functionality from the legacy monolithic AI stack to the new containerized vehicle platform.
Navigate Mind Palace to query entity knowledge about codebase subsystems. Use when understanding architecture, exploring how systems work, or checking for hazards/gotchas before…
Reference Architecture for MindTickle. Trigger: "mindtickle reference architecture".
Use when creating, redesigning, or maintaining an architecture, roadmap, implementation map, or system overview board in Miro.
Use when the user wants to explain or visualize a codebase on a Miro board — produces a minimal, notation-correct set of architecture / structure / behavior diagrams (flowchart,…
Implement a production-ready reference architecture for Miro REST API v2 integrations with layered design, caching, and event processing.
Helps users run multiple concurrent mirrord sessions from a single mirrord-up.yaml (compose-style multi-service local debugging).