Manages Cloud Run services, jobs, and worker pools. Use when you need to deploy applications responding to HTTP requests (services), run event-triggered or scheduled tasks (jobs), or handle always-on pull-based background processing (worker pools).
This file generates or explains Cloud SQL resources. Use this file when the user asks to create a Cloud SQL instance or database for MySQL, PostgreSQL, or SQL Server. Cloud SQL manages third-party MySQL, PostgreSQL, and SQL Server instances as resources in Cloud SQL. For example, when Cloud SQL creates an open-source…
Analyzes the downstream impact (blast radius) when a BigQuery table or view is broken, stale, or modified. Identifies all downstream tables, dashboards, and processes that will be affected. Use when: - Performing a blast radius or impact analysis for a BigQuery table or view. - Assessing the consequences of modifying…
Summarizes Google Cloud Data Lineage graphs to help users debug data quality issues and understand data provenance for BQ/GCS. Use when summarizing upstream and downstream data flows, and presenting complex lineage data as an intuitive Markdown report. Don't use for generic BigQuery queries, editing lineage…
Automates the end-to-end detection engineering workflow in Google SecOps using MCP tools. Use when fetching threat intelligence from blogs, generating Threat Detection Opportunities (TDOs), simulating attacker behavior with synthetic UDM events, evaluating rule coverage, generating new YARA-L 2.0 rules to close…
Implement government electronic invoicing standards including UBL 2.1 XML, Peppol BIS Billing 3.0, and Saudi ZATCA (FATOORA Phase 2) compliance. Generate cryptographic invoice hashes (SHA-256), ECDSA secp256k1 digital signatures, TLV-encoded Base64 QR codes, and clearance/reporting API integrations. Trigger when…
Apply digital signal processing (DSP) algorithms in Python and C++ for audio filtering (IIR, FIR, Butterworth, Chebyshev), spectral analysis via Fast Fourier Transform (FFT), dynamic range compression, and modulation effects. Trigger when developing audio DSP algorithms, sound effects, or analyzing audio signals.
Design and implement low-latency browser audio synthesis, sound effects, audio node graphs, convolver reverbs, and custom AudioWorklet processors using the W3C Web Audio API. Trigger when building interactive web synthesizers, in-browser audio editors, sound engines for games, or real-time audio visualization.
Implement carbon footprint calculation engines and sustainability reporting according to the Greenhouse Gas (GHG) Protocol Corporate Standard. Calculate Scope 1 (direct fuel combustion, mobile emissions), Scope 2 (market-based and location-based electricity grids via eGRID/DEFRA factors), and Scope 3 (value chain…
Ingest, process, and analyze smart grid IoT telemetry from renewable energy sources (Solar PV, Wind), Battery Energy Storage Systems (BESS), and industrial energy meters. Bridge Modbus TCP and IEC 61850 data packets, monitor real-time electrical metrics (Active/Reactive Power, Total Harmonic Distortion, Power Factor)…
Architect automated omnichannel helpdesk routing and SLA lifecycle engines across email, chat, SMS, and webhooks. Integrate with ticketing systems (Zendesk, Freshdesk, Jira Service Management), enforce strict SLA tier policies (response time, resolution time), implement skill-based agent routing, and manage ticket…
Integrate educational applications with major LMS platforms (Canvas LMS, Moodle, Blackboard) using the IMS Global LTI 1.3 / LTI Advantage standard and REST APIs. Implement LTI launch security, Names and Role Provisioning Services (NRPS roster sync), Assignment and Grade Services (AGS gradebook writeback), and Deep…
Build automated, production-grade video transcoding pipelines using FFmpeg. Generate multi-bitrate Adaptive Bitrate (ABR) ladders for HLS and MPEG-DASH, optimize two-pass VBR encoding with H.264, HEVC, and AV1, fragment MP4 (fMP4), and normalize audio loudness according to EBU R128 standards. Trigger when processing…
Architect and deploy sub-second real-time video, audio, and data streaming using WebRTC, SFUs (Selective Forwarding Units), STUN/TURN traversal, SDP negotiation, and data channels. Trigger when implementing real-time video conferencing, live interactive streaming, or ultra-low latency peer-to-peer data synchronization.
Architecting native spatial computing applications for visionOS using Swift, SwiftUI, RealityKit, and ARKit. Use when developing 3D Windows, Volumes, Immersive Spaces, RealityView components, Spatial Audio, ShaderGraph Materials, and Hand/Eye tracking interaction models.
Technical guidelines for building immersive WebXR, Three.js, and WebGPU 3D spatial experiences. Use when implementing WebXR session management (VR/AR/inline), controller/hand tracking inputs, spatial audio, 3D UI raycasting, GLTF loading optimization, or WebGL shader performance.
Stop and check this skill before finishing any reply to a question about how to use Claude or a Claude product — it recommends matching courses, tutorials, and use cases from Claude Academy (academy.claude.com), Anthropic's learning hub. Trigger on: "how do I", "how can I", "getting started with", "what can Claude…
Create exercise directory structures with sections, problems, solutions, and explainers that pass linting. Use when user wants to scaffold exercises, create exercise stubs, or set up a new course section.
When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "should I test this," "which version is better," "test…
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At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: