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Design or extend DataFusion benchmarks using SQL where practical. Select representative workload variations, keep unrelated processing lightweight, and integrate runs with bench.sh so measurements reflect useful execution paths and remain practical to run.

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• Add SQL benchmarks for DataFusion operators
• Select representative input sizes and filter conditions
• Reduce unrelated processing overhead in measurements

Create three distinct versions of one interface component and compare them at full size on the actual page. Explore a chosen design dimension, review each option's tradeoffs, and integrate the selected version while removing the temporary comparison controls.

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• Compare alternative structures for one component
• Explore different spacing and density levels
• Share links to individual design options

Integrate charts and architecture diagrams into React or Next.js apps. Plan which parts run in the browser, separate rendering from application state, and address loading performance, mobile layouts, accessibility, and shareable views.

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• Integrating D3 charts into React components
• Choosing browser or server rendering in Next.js
• Sharing chart filters and selections through URLs

Add animated backgrounds such as waves or fog with Vanta.js, which renders graphics through WebGL. Configure effects, integrate them into pages or React components, handle resizing and cleanup, and plan fallbacks for mobile devices.

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• Add animated waves behind a hero section
• Adjust effect colors and movement
• Integrate backgrounds into React or Next.js

Build, integrate or audit rigged 3D game characters and monsters, including skeletons, animations, equipment and collision rules. Connect assets to gameplay and provide an interactive inspector to verify actions, equipment states and runtime behavior.

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• Integrating FBX or GLB characters into gameplay
• Separating swappable weapons and armor from character bodies
• Defining monster animations and attack collision timing

Create or integrate detailed 3D models with smooth outlines and believable edges for close-up views. Prepare lower-detail versions for distant viewing, prioritize loading, and measure rendering costs in the actual scene.

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• Creating a detailed 3D model for close-up views
• Replacing visibly faceted curves with smoother geometry
• Preparing detailed architectural assets for rendering

Plan and integrate assets for Three.js or web games by choosing imported models, code-generated geometry, or 2D media. Define scale and collision needs, check appearance and performance in the game, and record sources and licenses.

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• Choosing between imported models, code-generated shapes, and 2D art
• Defining asset scale, attachment points, and collision needs
• Checking asset readability and performance in the game

Integrate Octav API to retrieve crypto balances, transaction history, and portfolio snapshots across multiple blockchains. Track holdings in DeFi, blockchain-based financial services, and filter transactions by network, date, or activity for use in applications.

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• Combining balances from multiple wallets and chains
• Filtering transaction history by date and activity
• Tracking holdings in Aave or Uniswap

Build an MCP integration skill using a template that reads server-specific reference notes before calling tools. The Sentry example gathers unresolved errors, groups them by likely root cause, and produces a report with investigation suggestions.

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• Design a skill that integrates with an MCP server
• Document server-specific query pitfalls
• Group Sentry errors by likely root cause

Combine interview themes and numerical findings into comparison tables and integrated conclusions. The skill helps select an integration approach, explain agreements and contradictions, and assess whether conclusions are supported by both kinds of evidence.

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• Compare survey results with interview themes
• Develop survey items from interview findings
• Explain conflicting qualitative and quantitative findings

Organize large coding tasks with Claude Fable directing lower-cost subagents. Delegate bounded research, edits, and tests, then have Fable verify evidence, resolve conflicting findings, integrate changes, and review the final result.

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• Split a large codebase investigation across subagents
• Delegate independent, narrowly scoped code edits
• Distribute targeted tests and log summaries

Add any SaaS API as a first-class integration. Provide the service name — ops-integrate discovers auth patterns, tests connectivity, and registers the API in your partner registry so it's available to other skills.

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Integrate Expo and React Native into an existing native iOS or Android app. Use for brownfield, embedding a React Native screen in SwiftUI/UIKit or Kotlin, or AAR/XCFramework packaging. Covers isolated and integrated approaches. For building or distributing a purely native app with EAS, use eas-app-stores.

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Deploy Apify Actors and integrate scraping into external applications. Use when deploying an Actor to the platform, integrating Actor results into a web app (Next.js, Express), wiring webhooks, or scheduling scraping pipelines. Trigger with "deploy apify actor", "apify Vercel integration", "apify production deploy", "integrate apify results", "apify API endpoint".

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Treats a ctDNA assay as a molecule-counting experiment at the Poisson edge and builds its analytical-validation case the measurement-science way. Covers the genome-equivalent currency (~330 haploid copies/ng), the lambda = input_GE x VAF sampling ceiling (lambda>=3 for ~95% detection), the error-suppression ladder (raw NGS ~1e-3 -> single-strand UMI ~1e-4/1e-5 -> duplex <1e-7), the CLSI EP17 LoB/LoD/LoD95/LoQ framework, the per-locus-vs-panel-integrated LoD distinction that lets bespoke MRD reach ppm, contrived/SEQC2 reference standards, and honest LoD reporting conditioned on input mass + consensus depth + replicate detection rate. Use when stating or trusting a sensitivity claim, designing a dilution-series validation, deciding how many genome equivalents are needed at a target VAF, choosing a single-locus vs panel-integrated LoD, or auditing a "detects 0.1% VAF" claim.

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Integrate antennas into RF systems using MATLAB Antenna Toolbox and RF Toolbox. Covers impedance matching network design (L/Pi/Tee topologies, evaluation parameters, Richards transformation), measured antenna creation (E-field, directivity-only, EmbeddedE, ffsReader import), RF propagation and site planning (txsite/rxsite, coverage, SINR, ray tracing, link budget), and SAR estimation (birdcage+Phantom, conformalArray+Custom3D, direct EHfields). Use when the user wants to match an antenna, create a measuredAntenna, compute coverage or signal strength, perform ray tracing, or estimate SAR.

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Integrates Power Pages Web API into a site's frontend code with proper permissions and deployment. Orchestrates the full integration lifecycle: code integration, table permissions setup, and deployment for Dataverse CRUD operations. Use when the user wants to add Web API calls, connect to Dataverse, or add data fetching to their frontend.

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When you want to integrate an external tool, API, MCP server, or service into a project — the wizard walks you through auth, config, env vars, client wrapper code, example usage, and an optional smoke test. Scoped to Next.js and Rails projects. Interactive Q&A — starts with the tool name, asks structured questions until the integration is specified, then scaffolds files. Examples — Stripe, Kit, Sanity, Notion, Neon, Supabase, Resend, Postmark, Twilio, Anthropic, OpenAI, Vercel Blob, custom internal APIs. For MCP servers, also handles the .mcp.json wiring. Triggers on "/toolify," "integrate X," "add X to this project," "wire up X," "set up the X integration," "hook up X," "connect X," "add MCP for X." Part of the -ify trifecta (skillify / toolify / loopify). NOT for adding new SKILL.md files — that's skillify. NOT for cron/agent loops — that's loopify.

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3-statement financial model, integrated IS BS CF, income statement projection, balance sheet forecast, cash flow statement, cross-statement balancing, financial model build, operating model, three statement model, integrated financial statements

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Automate and integrate with ClickUp. Use when a user asks to manage tasks, lists, and spaces via the ClickUp API, build automations and webhooks, create custom fields, set up time tracking, manage sprints and goals, integrate ClickUp with external tools, build dashboards, automate task assignments, sync with GitHub or Slack, or extend ClickUp with custom workflows. Covers API v2, webhooks, custom fields, automations, and reporting.

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Integrate current Univer Pro features into browser applications. Use for licensed Sheets, Docs, Slides, Bases, Boards, or PDFs; advanced Sheets presets; collaboration and edit history; Office import/export; printing; pivot tables; charts; sparklines; shapes; Pro workers; license ordering; or Pro Facade APIs.

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Integrate Univer Sheets, Docs, or Slides into React, Vue 3, HTML, or Node.js projects. Use when embedding Univer, choosing preset or plugin mode, initializing instances, configuring themes/locales/workers, or manipulating workbooks, worksheets, ranges, formulas, permissions, and events through the Facade API.

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Design and implement an AI feature integration — model selection, architecture pattern, system prompt, data flow, error handling, cost estimate. Use when asked to "add AI to this", "LLM integration", "add Claude/GPT", or "AI-powered feature".

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Integrate the change set or implementation draft of the current or given task plan into its target. Use when the user calls to "deliver" or "apply" the change set or draft of the "task" or "plan". For merging a plain Git branch, use `ase-repo-merge` instead.

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