Use when implementing production code following test-driven development: failing test BEFORE implementation, then Red-Green-Refactor cycle.
Use when an AWS resource already exists in the cloud but Terraform vuole crearla da zero (errore ResourceExistsException / EntityAlreadyExists).
Auxiliary service sharing lifecycle with main service. Trigger: When adding logging, monitoring, or auth proxy to microservices without code changes.
SIEC-Test EU Fusionskontrolle: Fachmodul für großes Kartellrecht mit BKartA, DG Competition, FTC/DOJ und internationalen Behörden; prüft horizontale, vertikale, konglomerate und…
SIEC-Test horizontale Fusion: prüft die einschlägigen Voraussetzungen, Dokumente, Risiken und Ausnahmen. Norm-/Quellenanker: Art.
Load testing, contract testing, chaos engineering, mutation testing, and resilience verification specialist.
Use when preparing an accepted ACM SIGCOMM paper for the TAPS proceedings — clearing shepherd sign-off in HotCRP, uploading the final PDF plus source under acmart, de-anonymizing…
Use when revising an ACM SIGCOMM paper for its house style — leading with measured operational pain, stating a design principle rather than a behavior, pairing every claim with…
Use when the user says 'draw', 'diagram', 'visualize', 'architecture', or needs a visual overview of code structure.
Use when deciding whether a project belongs at SIGIR and in which of its tracks — testing whether retrieval is the contribution or the plumbing, forking across…
Use when planning a SIGIR project calendar — backward-planning from the January-pattern abstract/paper deadlines to the July conference, sequencing evidence freeze, significance…
Use when drafting or revising prose for a SIGIR paper — the IR register that leads with task, collection, and metric; claim sentences calibrated to significance results;…
Add an Artifact Signing (SscaArtifactSigning) step to an existing Harness pipeline to Cosign-sign container or local-stage artifacts with keyless, key-based, or Vault signing.
Signal-Driven Autonomous AI Agent Architecture. Implements event-driven triggers, market/lead signal classification, state machine transitions, and automated multi-step tool…
Detect buying signals across TAM companies and watchlist personas. Three-phase architecture: (1) free diff-based signals from existing data (headcount growth, tech stack changes,…
Create compact human-readable, AI-readable Build Capsules that separate architecture, authoritative payloads, design authority, invariants, platform constraints, and execution…
Coordinate a bounded build, multi-role challenge, debug, verification, learning, and user-UI acceptance loop until automated gates pass or a real STOP condition is reached.
Coordinate the highest-governance Signalproof debugging mode for complex, repeated, cross-layer, or high-consequence defects.
Implements real-time WebSocket communication and SignalR hub subscriptions. Use when: Adding real-time updates, broadcasting state changes, implementing client subscriptions, or…
Expert assistance for building SignalWire AI Agents in Python. Automatically activates when working with AgentBase, SWAIG functions, skills, SWML, voice configuration, DataMap, or…
Inspect signing, entitlements, hardened runtime, and Gatekeeper issues for macOS apps. Use when asked to diagnose code signing failures, missing entitlements, sandbox pro — from…
Checks container trust with `cosign verify`, Rekor transparency log lookups, and OCI image reference inspection.
Exécute le déploiement complet d'une silo après sa génération : conteneurs Docker, environnement de développement Fly.io, branche Git, et configuration Netlify.
Install, upgrade, and operate the Sim Helm chart on Kubernetes. Covers install path selection (inline / existingSecret / External Secrets Operator), required secret generation,…
Use when building/testing an app or agent that depends on paid APIs or LLM calls and you must exercise plumbing/UI/harness without spend or real intelligence, for CI, demos, local…
Guide for using the Simba distributed mutex and leader-election library in JVM projects. Use when creating distributed locks, implementing leader-only work, configuring Simba…
Guide for testing Simba distributed lock and leader-election code. Use when writing or reviewing tests for MutexContender, SimbaLocker, AbstractScheduler, backend TCK conformance…
How to do simple but secure deployments using virtual machines on different cloud providers
How to use the Testing Effect and Active Retrieval practice to diagnose knowledge gaps, eliminate illusions of competence, and lock in concepts.
Базовый workflow для /workflow-scaffold. Use when executing simple implementation tasks: worker creates code and tests, test-runner verifies, documenter adds documentation.
Register, segment, filter, resample 3D medical images (MRI, CT, microscopy) via SimpleITK Python; DICOM, NIfTI, multi-modal.
Survey and understand Simplicio codebases before action. Use for repository discovery, architecture mapping, symbol and dependency lookup, call-graph analysis, precedent search,…
Apply simplification principles (Occam's Razor) when debugging complex issues, evaluating competing theories, or simplifying designs.
Analyze and simplify existing implementations to reduce complexity, improve maintainability, and enhance scalability.
This entry turns GitHub Next's Code Simplifier workflow into a narrow cleanup agent. The agent inspects code changed in the last day, proposes behavior-preserving simplifications,…
Review changed code for smells (duplication, oversized files, dead code, complexity), propose focused refactors, and verify with tests. No scope creep.
Simplify Swift and Apple-platform code while preserving SDK, lifecycle, concurrency, and deployment contracts.
Simplifies, polishes, and declutters code without changing behavior. Use when asked to simplify, clean up, refactor, declutter, remove dead code or AI slop, or improve re — from…
Simulador de datos satelitales — generación de datos Sentinel/Landsat sintéticos para ML y testing.
Run end-to-end agent simulations, review traces, and watch production regressions when reliability work spans pre-release testing and live monitoring.
Design and simulate a minimal CPU from scratch: define an instruction set architecture (ISA), build the datapath (ALU, register file, program counter, memory interface), design…
Use Toxiproxy when an agent needs to inject latency, disconnects, bandwidth limits, or packet-like failure modes into real service calls during development, CI, or incident…
Performs end-to-end (E2E) testing of the project scaffolding scripts to verify cross-platform functionality and encoding integrity.
Use when you have a set of metabolites or chemical formulas to analyze and want to evaluate how different MS/MS fragmentation strategies (e.g., TopN, exclusion lists, dynamic…
Validate simulations across three stages — run pre-flight checks on configuration files (parameter ranges, required fields, disk space), monitor runtime logs for residual growth,…
Persist aggregates with sincpro_framework — Entity, IRepository capabilities, AggregateRepository, shared unit of work, Writes.SAVED/CHANGED, transactional numbering, relations,…
Execute the MAD-based single-cell RNA-seq QC workflow (scripts + Python API) to filter low-quality cells and emit reports plus filtered AnnData files.
Use when designing, reviewing, or implementing single-cell RNA-seq QC in Python or R with a human-in-the-loop, data-driven approach.
Use when you have a Docker image published to a registry (e.g., docker://stravsm/msnovelist6),
Use when you have variable-length lists of MS/MS peaks (m/z and intensity pairs) that need to be encoded into a fixed-dimensional representation compatible with transformer…
Reference for SIP protocol flows, message sequences, error codes, and debugging patterns. Use when analyzing SIP signaling in SSE, MSE, WxCAS, or Mobius logs to understand…
Substrate-aware memory orchestration for Starlight Intelligence System. Coordinates a 7-subagent team that proactively manages memory writes, retrieval, knowledge-graph…
Инициализация сессии Кодо в проекте DSP-GPU. Читает CLAUDE.md / MASTER_INDEX / IN_PROGRESS / последнюю сессию, фиксирует правила работы (краткость, Python-скрипты для долгих…
Forensic debugging of a past sisyphus multi-agent session — reconstruct what the orchestrator and each agent could see at each decision point and judge whether their calls were…
Plan or restructure website hierarchy, navigation, URL patterns, breadcrumbs, and internal linking. Use when mapping pages, sections, and site structure, but not for XML sitemap…
The documentation site, docs.capsem.org. Use for user-directed Diátaxis documentation and Astro Starlight changes.
First-run onboarding for Respira MCP connections. Verifies connectivity, discovers site architecture, maps all available MCP tools, and produces a site briefing so the AI…
Runs sandbox-aware run-all readiness checks on an Astro client site and writes JSON/Markdown reports with next steps.
Docusaurus build health validation and deployment safety for Claude Skills showcase. Pre-commit MDX validation (Liquid syntax, angle brackets, prop mismatches), pre-build link…
Use when operating production systems — defining and tracking SLIs/SLOs, tuning alerts, running on-call, leading incidents, writing postmortems, authoring runbooks, reducing toil,…