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Performs runtime mobile security exploration of iOS applications using Objection, a Frida-powered toolkit that enables security testers to interact with app internals without jailbreaking. Use when assessing iOS app security posture, bypassing client-side protections, dumping keychain items, inspecting filesystem storage, and evaluating runtime behavior. Activates for requests involving iOS security testing, Objection runtime analysis, Frida-based iOS assessment, or mobile runtime exploration.

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Debug the signals pipeline locally end-to-end. Covers emitting test signals from fixtures, monitoring Temporal workflows via the REST API, reading sandbox agent logs from object storage, inspecting Docker sandbox containers, and diagnosing common failures (stale ClickHouse embeddings, agentsh network denials, inactivity timeouts). Use when a signal isn't reaching the inbox, a signal-report-summary workflow fails, or a sandbox task run times out.

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Chunked N-D arrays for cloud storage. Compressed arrays, parallel I/O, S3/GCS integration, NumPy/Dask/Xarray compatible, for large-scale scientific computing pipelines.

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High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor search, hybrid search with filtering, or scalable vector storage with Rust-powered performance.

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Authors reproducible bioinformatics pipelines with Snakemake - rules wired by output-file pattern, wildcards and expand() for sample fan-out, checkpoints for runtime-unknown outputs, resource/retry escalation, and conda/container software deployment on HPC and cloud. Use when deciding rule-based (Snakemake) vs channel/dataflow (Nextflow) authoring; wiring rules by OUTPUT-file pattern rather than imperative order; using wildcards + expand() for sample fan-out and constraining them to stop silent mis-routing; adding checkpoints when the set of outputs is unknown until a step runs (dynamic DAG); diagnosing why a job reran (or did not) under the mtime-plus-provenance trigger set; escalating memory on retry for OOM-killed jobs; and porting a Snakemake 7 `--cluster`/remote-provider command to the Snakemake 8+ executor-plugin and storage-plugin model (snakemake-executor-plugin-slurm) with `--software-deployment-method`.

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Three.js (three, WebGL / WebGPU 3D グラフィクス) r186 リファレンス。 Scene, Group, PerspectiveCamera, OrthographicCamera, WebGLRenderer, WebGPURenderer, RenderPipeline、 BufferGeometry, BufferAttribute, StorageBufferAttribute, Mesh, InstancedMesh, SkinnedMesh、 MeshStandardMaterial, MeshPhysicalMaterial, ShaderMaterial, node-materials (TSL)、 DirectionalLight, SpotLight, PointLight, AmbientLight, PMREMGenerator、 GLTFLoader, FBXLoader, DRACOLoader, TextureLoader、 AnimationMixer, AnimationClip, AnimationAction, KeyframeTrack, Timer、 AudioListener, PositionalAudio、 Vector3, Matrix4, Quaternion, Euler, Color, Box3, Raycaster、 OrbitControls, TransformControls, WebXRManager。

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Vercel リファレンス。Vercel CLI、vercel.json / vercel.ts / vercel.toml、 Vercel Functions（Node.js / Python / Bun / Edge / Fluid Compute / ISR / Middleware）、 @vercel/functions、Vercel Blob、Global Config（旧 Edge Config）、 Marketplace Storage（Neon / Upstash / Supabase）、OIDC、 デプロイメント（Git 連携 / rollback / rolling release）、環境変数、ドメイン、DNS、ログ、キャッシュ、CDN。

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Supabase (オープンソース Firebase 代替・BaaS) リファレンス。 PostgreSQL ベース、Auth (Email / OAuth / Magic Link / Phone / SSO)、Storage、 Edge Functions (Deno)、Realtime (subscriptions / presence / broadcast)、Vector embeddings、 supabase-js、@supabase/server (withSupabase)、supabase CLI (supabase stack)、 Supabase MCP サーバー、RLS (Row Level Security)、migrations。 SQL Server / node-mssql は別スキル mssql。

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Playwright v1.64 (E2E / コンポーネントテストフレームワーク) リファレンス。 test, expect, page, locator, getByRole / getByText / getByLabel / getByTestId / getByRef、 toBeVisible, click, fill, route, mock, fixtures、playwright.config.ts、 auth 永続化、Credentials (passkeys / WebAuthn)、WebStorage、WebMCP、 Playwright MCP / playwright-cli、trace viewer、screencast、test locks、codegen、UI モード。

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Harden iOS/Android apps you ship: storage, TLS pinning policy, IPC, and backend trust. You still enforce authz on the server.

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Audits token storage mechanisms to prevent XSS-based JWT theft.

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Harden IAM, storage, keys, and org policies in cloud accounts you administer. Focus on identity, logging, and public-exposure controls.

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Choose and review cryptographic usage in your codebase: TLS, hashing, KMS, secret storage. Prefer standard libraries and vetted constructions.

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Use when implementing caching, session storage, rate limiting, or any Redis integration. Covers cache-aside pattern, key naming, TTL strategy, and serialization config.

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Azure Key Vault SDK for Python. Use for secrets, keys, and certificates management with secure storage.

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Deploy web apps with backend APIs, database, and file storage. Use when the user asks to deploy or publish a website or web app and wants a public URL. Uses HTTP API via curl.

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Android data layer implementation guide. Provides comprehensive patterns for Room Database (Entity, DAO, Migration), DataStore (Preferences), Repository layer design, and common pitfalls. Use when implementing local data storage, cache strategies, or data source integration in Android projects.

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High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor search, hybrid search with filtering, or scalable vector storage with Rust-powered performance.

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Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants.

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Diagnóstico e operação de Kubernetes — pods, deployments, ingress, HPA, PVC, StorageClass, NetworkPolicy, Secrets, Helm, ArgoCD, cert-manager. Use quando o usuário disser "kubernetes", "k8s", "pod", "deployment", "ingress", "CrashLoopBackOff", "não sobe", "escalar", "helm", "argocd". Leitura livre; apply, scale, delete passam pelo portão.

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Proxmox VE e PBS — cluster, quorum, Ceph, LXC, VM, HA, replicação, storage e backup. Use quando o usuário disser "proxmox", "PVE", "ceph", "LXC", "container LXC", "VM não sobe", "cluster sem quorum", "PBS", "backup da VM". Sem MCP nem CLI padrão instalada — opera via SSH no nó ou API REST.

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Build real-time, reactive backend applications with Convex using TypeScript queries, mutations, and actions with automatic reactivity and optimistic updates. Use when building real-time collaborative applications, implementing reactive data synchronization, writing serverless backend functions, creating queries that auto-update, implementing mutations with transactional guarantees, handling file uploads with Convex storage, implementing authentication with Convex Auth, designing reactive database schemas, or building applications requiring instant data synchronization.

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Reference for producing Adobe Document Authoring (DA, da.live) and Edge Delivery Services (EDS, aka aem.live/Helix) compatible content. Use whenever generating HTML for DA upload, uploading media binaries to DA, publishing to aem.live, or driving the DA admin API (auth, source PUT, preview/publish). Covers block HTML format (canonical div-class form and accepted table alternate), section structure, page/section metadata, icons, links, images, default content, document skeleton constraints, block cell content normalization, the DA Source API contract, IMS auth, media storage, supported formats, Media Bus vs Content Bus delivery, and silent-failure rules that corrupt content.

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Azure Key Vault SDK for Python. Use for secrets, keys, and certificates management with secure storage.

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