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DevOps & Cloud
Deployment, cloud, containers, CI/CD, monitoring, and infrastructure
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- Api Versioning Backward CompatibilityAPI migration strategies, deprecation workflows, and header/URL/content versioning. Activate on: API versioning, backward compatibility, deprecation, breaking change, API migration, v1 v2, sunset header. NOT for: schema evolution in data (use schema-evolution-manager), gateway routing (use api-gateway-reverse-proxy-expert).Votes: 0GitHub stars: 10
- Api Rate Limiting Throttling ExpertToken bucket, sliding window, and Redis-based rate limiting for API protection. Activate on: rate limiting, throttling, token bucket, sliding window, API abuse, DDoS protection, quota management. NOT for: API gateway setup (use api-gateway-reverse-proxy-expert), caching (use cache-strategy-invalidation-expert).Votes: 0GitHub stars: 10
- Api Gateway Reverse Proxy ExpertAPI gateway and reverse proxy configuration with Kong, Nginx, Traefik, routing, and auth middleware. Activate on: API gateway, reverse proxy, Kong, Nginx, Traefik, load balancer, ingress, auth middleware. NOT for: rate limiting algorithms (use api-rate-limiting-throttling-expert), service mesh (use service-mesh-microservices-expert).Votes: 0GitHub stars: 10
- Api ArchitectExpert API designer for REST, GraphQL, gRPC architectures. Activate on: API design, REST API, GraphQL schema, gRPC service, OpenAPI, Swagger, API versioning, endpoint design, rate limiting, OAuth flow. NOT for: database schema (use data-pipeline-engineer), frontend consumption (use web-design-expert), deployment (use devops-automator).Votes: 0GitHub stars: 10
- Always On Agent ApplicationsWhat you can build and do with an always-on AI agent that has episodic memory. Covers concrete product ideas, workflows, emergent capabilities from persistence plus memory, and real-world examples of deployed persistent agents. Helps you go from "I have the architecture" to "here's what it actually does for me." Activate on: "what can an always-on agent do", "persistent agent use cases", "agent applications", "proactive agent ideas", "what to build with episodic memory", "always-on agent prod...Votes: 0GitHub stars: 10
- Airflow Dag OrchestratorApache Airflow DAGs, operators, SLA monitoring, and workflow orchestration. Activate on: Airflow, DAG, operator, sensor, scheduler, task dependency, SLA, backfill, XCom. NOT for: dbt transformations (use dbt-analytics-engineer), streaming pipelines (use streaming-pipeline-architect).Votes: 0GitHub stars: 10
- A Task Analysis Of Pier Side Ship HandliApply cognitive task analysis to expert work that depends on perceptual cues, branching judgment, and recurring monitoring loops. Use when decomposing expert capability into agent structure, simulation design, or validation interviews. NOT for ordinary step-by-step SOP capture or simple pipelines with no tacit cue layer.Votes: 0GitHub stars: 10
- 3d Cv Labeling 2026Expert in 3D computer vision labeling tools, workflows, and AI-assisted annotation for LiDAR, point clouds, and sensor fusion. Covers SAM4D/Point-SAM, human-in-the-loop architectures, and vertical-specific training strategies. Activate on '3D labeling', 'point cloud annotation', 'LiDAR labeling', 'SAM 3D', 'SAM4D', 'sensor fusion annotation', '3D bounding box', 'semantic segmentation point cloud'. NOT for 2D image labeling (use clip-aware-embeddings), general ML training (use ml-engineer), vi...Votes: 0GitHub stars: 10
- N Virtual ListVirtual list component for efficient rendering of large lists. Invoke when user needs to implement high-performance lists with thousands of items in Naive UI.Votes: 0GitHub stars: 8
- Csharp DeveloperUse this agent when building ASP.NET Core web APIs, cloud-native .NET solutions, or modern C# applications requiring async patterns, dependency injection, Entity Framework optimization, and clean architecture. Triggers on: writing/reviewing/refactoring C# code, designing .NET architecture, debugging C# issues, ASP.NET Core, Entity Framework, LINQ, async/await, Blazor, or MAUI development.Votes: 0GitHub stars: 3
- CookDrive a feature from spec to production through hard-gated stages — plan, code, test, docs, deploy — with verification at each gate. Infrastructure-agnostic methodology.Votes: 0GitHub stars: 3
- Auto DeployerShip the release build to users.Votes: 0GitHub stars: 4
- Saas Platform ArchitectDesign the end-to-end structure of a multi-tenant SaaS platform — control-plane/data-plane split, per-component tenancy deployment model (pooled, siloed, or mixed), identity architecture, platform capability inventory (onboarding, billing, audit, support, feature flags, analytics), and an incremental rollout/rollback plan — grounded in inspection of the current system first. Use when asked how to structure a SaaS product for multiple tenants, whether to pool or isolate tenants, what belongs i...Votes: 0GitHub stars: 4
- Saas Cost ArchitectBuild the cost model for a multi-tenant SaaS — enumerate cost drivers (compute, storage, database, AI tokens, seats, third-party providers, support load), attribute costs to tenants and plans via tenant-tagged usage, compute unit economics (cost per tenant, per seat, per plan tier vs revenue), identify unbounded and variable-cost exposure (AI, egress, storage) and noisy-neighbor risk, and define cost guardrails (quotas, alerts, degradation ladders, per-tenant kill criteria) with a staged roll...Votes: 0GitHub stars: 4
- Rollback Runbook AuthorDesign the rollback STRATEGY for a change and author the rollback RUNBOOK a stranger can execute under pressure — roll-back-vs-fix-forward criteria with a time-box, the primitive per layer (artifact redeploy, blue/green flip, canary abort, flag kill, config revert), migration reversibility composed from secure-migration-reviewer (never re-derived), numbered steps with one observable verification each, bad-window data repair, comms, and a rehearsal requirement with staleness triggers. Absorbs ...Votes: 0GitHub stars: 4
- Release Readiness ReviewerRun the ship/no-ship gate for a specific release on EVIDENCE — every blocking dimension cites an artifact or is MISSING: CI on the exact candidate or shipping tree, artifact provenance, change-relevant tests, migration review, rollback path and rehearsal, flag defaults, docs, observability, and approvals. For auto-deploy-on-merge, gate the exact PR or merge-queue candidate before merge and verify the final commit afterward. Unknown on a blocking item is No-Go with the evidence that would flip...Votes: 0GitHub stars: 4
- Realtime Subscription ArchitectDesign real-time client delivery for a multi-tenant SaaS — WebSocket / SSE / database-change subscriptions / presence: the channel/topic model, authorize-at-subscribe-time (the per-tenant AND per-user leak boundary, re-checked as authority changes — never trusting a client-named channel), fan-out, scaling stateful connections across nodes, backpressure and slow-consumer handling, reconnect with replay/resume, and presence/typing state. Produces the channel taxonomy, the subscribe-time authori...Votes: 0GitHub stars: 4
- Plan Entitlement ArchitectTurn pricing plans into enforceable entitlements — map plan × feature × limit into an entitlement matrix (boolean features, numeric limits, usage-metered quotas), define one resolution point and a uniform enforcement-point map (UI, API, command paths, background jobs, integrations), specify metering hooks for usage-based limits, and design plan-transition behavior (trial expiry, upgrade, downgrade while over the new limit, cancellation, payment-failure grace) with grandfathering, staged rollo...Votes: 0GitHub stars: 4
- Merge Is Deploy GovernanceWhen the platform auto-deploys every merge to mainline, author standing merge/deploy governance: document what deploys, make PR-time validation the authoritative pre-production gate, treat post-merge checks as verification, record human-owned branch protection, state the exposure window and whether an authorized risk owner accepted it, and define strategy-correct revert-and-redeploy rollback. Publishing a draft does not accept risk. Use when merge deploys mainline, post-merge checks are mista...Votes: 0GitHub stars: 4
- Flaky Test DetectiveMANUAL-ONLY; never auto-invoke. Drive a flaky (intermittently failing) test to its root cause and bounded stability evidence through the fixed sequence CLASSIFY (ordering, shared state, timing/race, environment, infrastructure, or real intermittent product bug) → REPRODUCE deterministically (repeat runs, order shuffling, parallel stress, seed/timezone control) → FIX ONE CAUSE → MEASURE stability with repeated runs and real counts. Never fixes by adding retries, sleeps, or looser assertions; d...Votes: 0GitHub stars: 4
- Cloud Architecture DeciderDecide cloud platform, deployment pattern, and operational posture, teaching the choice, never picking silently — ask only for missing deciding facts, one per turn; shape a provider-neutral logical architecture; THEN compare managed platforms (frontend hosts like Vercel, Netlify, Cloudflare Pages; backend-as-a-service like Supabase, Firebase; app platforms like Render, Railway, Fly.io) side by side with hyperscalers (AWS, Azure, GCP), giving case-specific pros/cons, money/setup/upkeep costs o...Votes: 0GitHub stars: 4
- Ci Pipeline ArchitectMANUAL-ONLY; never auto-invoke. Design the delivery pipeline and, on request, edit the pipeline definitions — the stage graph (lint, typecheck, build-once, unit, integration, security, E2E, artifact, deploy gates) with explicit merge-blocking semantics and a latency budget, CI secret governance (OIDC over stored credentials, job-scoped secrets, none to fork PRs), artifact provenance and cache trust, environment promotion with named-human gates, deployment strategies with rollback primitives, ...Votes: 0GitHub stars: 4
- Azure Saas ArchitectMap a DECIDED logical architecture onto provider-idiomatic Azure for a multi-tenant SaaS — subscription layout, identity (Entra ID, managed identities, OIDC federation), network (VNets, Private Link, Front Door), Key Vault, data with an explicit tenant-isolation strategy per store (Azure SQL, Cosmos DB, Blob), compute chosen by team maturity (App Service, Container Apps, AKS, Functions), messaging (Service Bus, Event Grid), Azure Monitor observability, Azure Policy + Defender for Cloud/Sentin...Votes: 0GitHub stars: 4
- Aws Saas ArchitectMap a decided logical architecture onto Amazon Web Services (AWS) for multi-tenant software as a service (SaaS). Design account, identity, network, data isolation, compute, messaging, observability, security, infrastructure-as-code, and cost choices tied to team maturity. Treat quotas, regional availability, instance types, and prices as current-documentation verification items. Use for AWS architecture and account layout. Do NOT use to choose the provider (cloud-architecture-decider), define...Votes: 0GitHub stars: 4