Aquilia

Build Aquilia Contract validation, schema, projection, lens, facet, and request/response molding workflows. Use for Contract classes, facets, sealing/casting, OpenAPI schema generation, request_contract/response_contract, and model-world contracts.

Build Aquilia HTTP APIs with Controller, RequestCtx, Response, route decorators, contracts, filters, pagination, renderers, OpenAPI metadata, and route debugging. Use for controller methods and request/response behavior.

Build Aquilia MLOps model packaging, registry, serving, rollout, observability, plugins, lineage, experiments, export, and admin workflows. Use for aquilia.mlops APIs and aq pack/model/mlops-deploy/observe/export/plugin/lineage/experiment commands.

Build and operate Aquilia admin dashboard features. Use for AdminIntegration, AdminModules, admin templates/controllers/security/audit/users/permissions/monitoring/storage/tasks/provider pages, and aq admin commands.

Manage Aquilia Python-native configuration and typed integrations. Use for Integration.* builders, aquilia.integrations dataclasses, database/cache/storage/tasks/mail/templates/admin/openapi/security/session config, Env, Secret, and ConfigLoader behavior.

Build and manage Aquilia artifacts and release bundles. Use for Artifact, ArtifactBuilder, ArtifactReader, ArtifactStore, integrity/provenance, config/code/model/template/migration/registry/route/DI graph artifacts, signing, freeze, and aq artifact commands.

Build Aquilia authentication and session workflows. Use for AuthManager, tokens, password hashing/policy, guards, clearance, OAuth, MFA, session policies/stores/transports, auth middleware, and protected controllers.

Build Aquilia cache, storage, and native filesystem workflows. Use for CacheService/backends/decorators, StorageConfig/backends/registry/effects, local/S3/GCS/Azure/SFTP/memory storage, and aquilia.filesystem async file operations/security.

Operate and extend the Aquilia aq CLI. Use for aq init/add/generate/validate/compile/run/serve/freeze/manifest/inspect/discover/analytics/mail/cache/i18n/db/ws/admin/provider/deploy/test commands and Click flag behavior.

Build Aquilia database, sqlite, ORM model, query, transaction, and migration workflows. Use for DatabaseIntegration, typed DB configs, AquiliaDatabase, native sqlite, Model fields/managers, makemigrations/migrate/sqlmigrate/inspectdb/status, and schema snapshots.

Generate and operate Aquilia deployment/provider workflows. Use for aq deploy dockerfile/compose/kubernetes/nginx/ci/monitoring/env/all/makefile/render, deployment generators, Render provider login/status/env vars/deploy/destroy/status, and provider credential store.

Create and debug Aquilia dependency injection providers, services, factories, scopes, request scopes, lifecycle hooks, Inject annotations, and DI diagnostics. Use for service construction and provider resolution issues.

Use Aquilia discovery and manifest synchronization workflows. Use for auto-discovery, PackageScanner, DiscoveryInspector, analytics, aq discover --sync/--dry-run/--json, manifest update/check/freeze, workspace module config generation, and component sync issues.

Build and debug Aquilia structured faults and middleware. Use for Fault subclasses, FaultDomain, FaultEngine, default handlers, Exception/Fault middleware, request IDs, CORS/CSP/CSRF/rate-limit/static middleware, and middleware chain ordering.

Audit and navigate the Aquilia framework from actual source code. Use when a user asks to understand Aquilia architecture, execution flow, subsystem boundaries, code ownership, or to derive changes/skills/docs from implementation rather than assumptions.

Build Aquilia outbound HTTP client and API versioning workflows. Use for aquilia.http client/session/request/response/auth/cookies/multipart/streaming/retry/interceptors/pool/middleware and versioning strategies, decorators, negotiation, middleware, resolvers, graph, and sunset behavior.

Create, update, debug, and sync Aquilia module manifests. Use when working with module manifest.py files, AppManifest, services/controllers/models/tasks/socket_controllers, imports/exports, auto_discovery, or aq add module.

Debug Aquilia runtime startup, discovery, bootstrap, ASGI lifespan, server startup/shutdown, health, route registration, and lifecycle hook behavior. Use for AquiliaRuntime, AquiliaServer, entrypoint, and production boot issues.

Apply Aquilia security hardening across auth, sessions, middleware, storage/filesystem, templates, cache signing, admin, ORM, provider credentials, CSRF/CORS/CSP/HSTS, rate limiting, path validation, and secret handling. Use when security-sensitive framework behavior is involved.

Build Aquilia background task workflows. Use for @task, TaskManager, TaskBackend, MemoryBackend, Worker, intervals, cron schedules, retries, queues, startup task registration, and task-related module manifests/CLI behavior.

Build Aquilia templates, mail, and i18n workflows. Use for sandboxed Jinja templates, template loaders/context/bytecode cache/security, mail providers/messages/envelopes, i18n catalogs/locales/plurals/extraction/compile, and related CLI commands.

Use Aquilia testing and debugging utilities. Use for TestServer, TestClient, WebSocketTestClient, AquiliaTestCase, fixtures, mocks, aq test, debug pages, diagnostics, health, and framework regression tests.

Build Aquilia WebSocket and realtime features. Use for SocketController, @Socket, OnConnect/OnDisconnect/Event/AckEvent/Subscribe/Unsubscribe/Guard decorators, adapters, envelopes, middleware, client generation, and aq ws commands.

Create and adjust Aquilia workspaces using the real Workspace, Module, AquilaConfig, runtime, and aq init/add flows. Use for workspace.py, project bootstrap, env config, module pointers, and starter project structure.