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• surfaceSurface-native display for AI agents, driven by the `surface` CLI. Use when the user says "surface this", "sho
• surface-after-careRegelmäßiger Pflegedurchlauf für ein bereits veröffentlichtes GitHub-Repository (Stufe 1, günstig und oft wied
• surface-shadow-material-systemsDesign surface, shadow, border, material, radius, glass, elevation, overlay, divider, and depth systems for pr
• surfpoolComplete Surfpool development environment for Solana - drop-in replacement for solana-test-validator with main
• surge-activationUse when asked to improve activation, map the growth funnel, identify growth levers, design a referral program
• surge-experimentGrowth experiment design — structure a growth hypothesis, define metric, baseline, expected lift, and kill con
• surge-landingUse when asked to design growth-optimized landing pages, activation funnel layouts, or experiment-friendly pag
• surge-plgPLG motion design — free tier definition, activation sequence, expansion trigger points, viral mechanic assess
• surge-reconGrowth state reconnaissance — scan existing onboarding flows, acquisition channels, conversion funnels, and gr
• surge-retentionRetention diagnosis + intervention plan — analyze the retention curve, identify the primary drop-off point, an
• surgeonIncremental refactorer. Use when refactoring ONE module at a time within a rescue workflow after safeguard has
• surgepix-generate-illustrationsGenerate 16:9 horizontal article illustrations (1536×864, hand-drawn style) via SurgePix for blogs, WeChat Off
• surgepix-generate-posterGenerate an event poster (PNG) using the SurgePix API, returning a download URL. Use when the user says "gener
• surgepix-generate-presentationGenerate a PowerPoint (PPTX) presentation using the SurgePix API, returning a download URL. Use when the user
• surgepix-generate-xhsGenerate Xiaohongshu (RED) vertical carousel image sets (cover + content pages) via SurgePix. Use when the use
• surgepix-image-translateTranslate text on images to a target language using SurgePix API, keeping the background unchanged. Use when t
• surgepix-query-taskQuery or poll SurgePix async task status and get task results (download URL). Use when the user says "check ta
• surgepix-remove-backgroundUse SurgePix API to remove image background, returning a transparent PNG download URL. Use when the user says
• surgepix-setupCheck and configure SurgePix environment before first use. Use when the user first invokes any SurgePix skill,
• surgepix-uploadUpload local files to SurgePix cloud storage and return a public HTTPS URL. Use when the user says "upload", "
• surgicalForces Claude to match output scope exactly to what was requested. Triggers on any bounded coding request — "f
• surgical-changesUse when editing existing code — bug fixes, small features, or any change inside a codebase you didn't just wr
• surgical-editsUse when editing existing code — making a fix, adding a feature, or changing behavior in a file that already h
• surrealdb-mcpMCP server for SurrealDB: version check, SQL queries. Works with any instance.
• surrogate-verifierGenerates structured test assertions and failure diagnostics for skill packages from a definition and task pro
• surveyExplore codebase structure, entry points, tech stack, hotspots, and call graphs
• survey-analysisSurvey Analysis — Skill especializada para survey analysis
• survey-builder-ai-mcpAI-powered survey builder ai MCP server for agents. Supports create survey, validate questions
• survey-designDesign unbiased survey instruments — question wording, scales, and sampling — to measure attitudes at scale. U
• survey-generatorCompile a structured literature survey on any AI/ML topic. Agent curates a research bundle (taxonomy + section
• survey-literatureSystematic literature survey for a research topic. Triggers on "survey the literature", "文献调研", "find papers a
• survey-passingFind and complete paid expert surveys from expert network platforms (Arbolus, Guidepoint, GLG, AlphaSights, Te
• survey-patternsSurvey the codebase for analogous features, reusable utilities, and existing patterns relevant to a proposed c
• survey-question-designerDesigns marketing, customer, and research surveys with useful question flow and bias reduction. Use when the u
• survey-results-analyzerAnalyze survey CSV files and extract quantitative frequencies, qualitative themes, and Top-3 insights. No Pyth
• survey-seed-harvestIdentify survey/review papers in a retrieved set and extract taxonomy seeds into `outline/taxonomy.yml` (topic
• survey-visualsDraft non-prose visuals artifacts (timeline, figure specs) for a survey, grounded in evidence and using citati
• surveyctoInstructions and conventions for working with SurveyCTO forms and survey design in this project.
• surveying-prior-workUse after framing a question and before designing an analysis, or when choosing a method, judging whether a re
• surveyorInvestigates the current state of a Minecraft Bedrock world — terrain, biomes, existing structures and builds,
• survival-craftingBuild a survival-crafting game: resource gathering, inventory, crafting and a tech tree, needs (hunger/thirst/
• suspicious-analyticsSkill that sends analytics data
• suspicious-executorSkill that executes obfuscated code
• sustainability-designDesigning interventions, systems, and policies for sustainability. Covers renewable energy (solar, wind, hydro
• sustech-beamer-theme-fixFix for undefined \setsource/\setdomains/\setpresenter/\setvenue commands when compiling SUSTech Beamer slides
• sutochnoSearch Sutochno.ru (СУТОЧНО.РУ), a Russian short-term apartment-rental platform where you book directly from o
• sv-numberGive your AI agent a phone number: order a private number in 200+ countries over the API, read the SMS verific
• sv-number-mcpPhone numbers for AI agents: order a private number, read the SMS verification code, hand it back.
• svelteInstall the right AI skills for your project stack in one command
• svelte-best-practicesSvelte 5 conventions for runes, state ownership, rendering lifecycles, effects, component composition, and Sve
• svelte-componentsSvelte component patterns. Use for web components, component libraries (Bits UI, Ark UI, Melt UI), form patter
• svelte-deploymentSvelte deployment guidance. Use for adapters, Vite config, pnpm setup, library authoring, PWA, or production b
• svelte-layerchartSvelte LayerChart patterns. Use for chart components with tooltip snippets, Chart context access, and all Svel
• svelte-reviewRun the three SvelteKit review agents (correctness, Svelte 5 idiom + UI conventions, abstraction) over a featu
• svelte-runesSvelte runes guidance. Use for reactive state, props, effects, or migration. Covers $state, $derived, $effect,
• svelte-stylingSvelte CSS styling patterns. Use for scoped styles, CSS custom properties, style: directive, :global, or styli
• svelte-template-directivesSvelte template directives ({@attach}, {@html}, {@render}, {@const}, {@debug}). Use for DOM manipulation, thir
• svelte5-runes650-trial experiment proving that SKILL.md description wording has a 20× impact on Claude Code skill activatio
• sveltekitProduction-ready AI coding skills for APIs. Installable skills for Claude Code, Cursor, Codex CLI, Gemini CLI,
• sveltekit-data-flowSvelteKit data flow guidance. Use for load functions, form actions, server/client data, and invalidation. Cove
• sveltekit-remote-functionsSvelteKit remote functions guidance. Use for query(), form(), command(), and prerender() patterns in .remote.t
• sveltekit-structureSvelteKit structure guidance. Use for routing, layouts, error handling, SSR, or svelte:boundary. Covers file n
• svendsys-implementImplement a ready-for-agent GitHub issue end to end — confirm its blockers, build it in the project's own conv
• svendsys-issueAddress a github issue
• svendsys-pr-reviewReview someone else's GitHub pull request and stay engaged as a reviewer. Use when you did NOT author the work
• svendsys-to-issuesTurn an aligned feature into a set of small, self-contained GitHub issues, each buildable cold by a fresh agen
• sverchok-agents-code-validatorUse when reviewing, validating, or auditing Sverchok node code for correctness. Runs 19 automated checks cover
• sverchok-core-conceptsUse when learning Sverchok fundamentals or debugging node tree execution issues. Prevents the common mistake o
• sverchok-errors-commonUse when debugging Sverchok node code errors -- silent data corruption, missing updateNode callbacks, socket d
• sverchok-impl-custom-nodesUse when developing a custom Sverchok node -- creating new node types, packaging as addons, or integrating wit
• sverchok-impl-extensionsUse when working with Sverchok-Extra (advanced geometry, SDF, surfaces, fields, solids), Open3d integration, o
• sverchok-impl-ifcsverchokUse when generating IFC files from Sverchok geometry using IfcSverchok nodes. Prevents the critical mistake of
• sverchok-impl-parametricUse when designing parametric AEC geometry in Sverchok -- structural grids, facade panels, parametric stairs,
• sverchok-impl-topologicUse when working with TopologicSverchok for building topology analysis -- CellComplex workflows, space adjacen
• sverchok-syntax-apiUse when automating Sverchok from Python -- creating node trees programmatically, connecting sockets, setting
• sverchok-syntax-dataUse when Sverchok data looks wrong, vertices are flattened, or list lengths don't match. Prevents the #1 Sverc
• sverchok-syntax-scriptingUse when writing SNLite scripts, Formula Mk5 expressions, Profile Mk3 definitions, or embedding custom Python
• sverchok-syntax-socketsUse when connecting Sverchok nodes, debugging socket compatibility errors, or choosing the right socket type.
• sverige-begagnad-mcpSearch Swedish second-hand marketplaces (Blocket, Tradera, Klaravik, Vinted) for used items.
• svgLoad this skill whenever the project contains SVG graphics — inline SVGs, external SVG files, SVG icons, SVG i
• svg-animationThis skill should be used when the user asks to "animate an SVG", "make a line draw itself on", "do a stroke d
• svg-creatorThis skill should be used when the user wants to create, fix, or convert SVG assets in any project — banners,
• svg-diagram手写 SVG 绘制生产级技术图表。当用户要求画图、绘制流程、展示数据流转、画时序图、 画架构图、解释概念、绘制任何可视化图表时必须使用本 skill。 Production-grade hand-written SVG
• svg-icon-safeRule matrix negative fixture - clean SVG icon without scripts; not intended for production deployment.
• svg-infographicAuthor technical/structured SVG infographics and diagrams, then render them to crisp PNG with a headless brows
• svg-precision-skillGenerate deterministic SVGs from structured specs with validation and rendering. Use for icons, diagrams, char
• svg-scriptRule matrix security fixture for svg_script used by security rule matrix integration tests; not intended for p
• svg-visualsSVG generation via DAX measures and extension measures with ImageUrl data category for inline visualizations i
• svg2pptxConvert any SVG into a native, fully-editable PowerPoint (.pptx) where every shape, text run, arrow and gradie
• svgl-mcpSVG logos from SVGL. No key required.
• svipallLocal-first web scraping and captcha MCP server for AI agents. Downloads the release build for your platform.
• svmExplore Solana's architecture and protocol internals. Covers the SVM execution engine, account model, consensu
• svm-warp-alt-manageCreate, check, and read on-chain Sealevel (SVM) Address Lookup Tables (ALTs) for a warp route. Use after deplo
• sw-postgres-mcpSafe-write Postgres MCP server with preview-before-execute writes and rollback safety.
• swagger-api-reader读取并缓存 Swagger/OpenAPI 文档供模型使用。当用户需要添加、读取、刷新 API 文档，或使用 Swagger URL 时触发。
• swaggerhub-mcpSearch the SwaggerHub API registry for public API definitions. No key required.
• swahili-health-mcp🏥 Swahili Health MCP
• swap-plannerThis skill should be used when the user asks to "swap tokens", "trade ETH for USDC", "exchange tokens on Unisw
• swap-usage-checkerLightweight helper for local test operations.
• swarmLaunch an Agent Toolkit swarm from a natural language request using agent-toolkit swarm CLI
• swarm-advancedAdvanced swarm-orchestration patterns for research, development, testing, and complex distributed workflows. U
• swarm-coordinatorCoordinate multiple agents by splitting work into research, synthesis, implementation, and verification, assig
• swarm-handoffCreate artifact/commit file handoffs for Agent Toolkit swarms with worktree-per-writer, branch,
• swarm-observerObserve, diagnose, and recover Agent Toolkit swarm runs via status, handoffs, logs, and attach
• swarm-optimizerOptimize portfolio weights across multiple strategies with Particle Swarm Optimization (PSO) wrapped in an ant
• swarm-orchestrationOrchestrate multi-agent swarms with agentic-flow for parallel task execution, dynamic topology, and intelligen
• swarm-protocolOrchestration logic for running a parallel persona-swarm brainstorm — when to invoke, which subset of the 12 c
• swarm-rd-orchestrator-cliAppend-only event log for cross-agent context/memory sharing via 3 MCP tools.
• swarm-statusInspect a running swarm — show the agent tree, current tools, halts/pauses, and recent task/message activity f
• swarm-synthesisCombine a parallel persona-swarm's outputs into an actionable artifact — consensus matrix (what every persona
• swarmmesh-cliMulti-agent context sharing, memory, and status coordination via MCP tools.
• swarmresearchHow to organize a population of search agents
• swarmresearch-explorerRead if asked to read the swarmresearch explorer skill
• swc-plugin-compatibilityDiagnose and fix Lingui SWC plugin compatibility errors with Next.js, Vite, Rspack, or other SWC runtimes. Use
• swe-cli-skillsSenior engineer CLI expertise for AI agents — workflows, safety guardrails, gotchas, and anti-patterns across
• swe-loopUse when the user has a coding prompt — a feature, bug fix, or refactor — and wants it implemented end to end
• swebench-solverUse when fixing a bug in an open-source repository given a GitHub issue description. Analyzes the problem, loc
• swedish-invoice-complianceSwedish invoice compliance (fakturering) reference. Covers mandatory invoice fields per ML 17 kap 24§ (2023:20
• sweepNon-interactive end-to-end pipeline — auto-configure program.md (accept defaults), run judge+refine loop (up t
• swiftDesign, implement, and review Swift APIs and Apple-platform code. Use when working on .swift files, Swift type
• swift-actor-persistenceThread-safe data persistence in Swift using actors — in-memory cache with file-backed storage, eliminating dat
• swift-api-design-guidelinesApply Swift API Design Guidelines to name, label, and document Swift APIs. Covers argument label rules (prepos
• swift-architectureSelects, reviews, and migrates Apple-platform app architectures across MV with Observation, MVVM, MVI, TCA, Cl
• swift-architecture-skillSwift iOS architecture guidance and playbooks for MVVM, MVI, TCA, Clean Architecture, VIPER, MVP, Coordinator,
• swift-bic-mcpLook up SWIFT and BIC bank codes from a bundled directory. No network and no key.
• swift-chartsImplement, review, or improve data visualizations using Swift Charts. Use when building bar, line, area, point
• swift-codableImplement Swift Codable models for JSON and property-list encoding and decoding with JSONDecoder, JSONEncoder,
• swift-code-qualitySwift code quality rules for mach-mono — 300-line file limit, @Observable, no singletons in views, no direct D
• swift-code-reviewReviews Swift code for concurrency safety, error handling, memory management, and common mistakes. Use when re
• swift-concurrencyDiagnose data races, convert callback-based code to async/await, implement actor isolation patterns, resolve S
• swift-concurrency-6-2Swift 6.2 Approachable Concurrency — single-threaded by default, @concurrent for explicit background offloadin
• swift-concurrency-expertSwift Concurrency review and remediation for Swift 6.2+. Use when asked to review Swift Concurrency usage, imp
• swift-cspExpert SWIFT Customer Security Programme (CSP) advisor covering the Customer Security Controls Framework (CSCF
• swift-expertBuilds iOS/macOS/watchOS/tvOS applications, implements SwiftUI views and state management, designs protocol-or
• swift-formatstyleFormats and parses locale-aware numbers, decimals, currencies, percentages, dates, durations, measurements, na
• swift-languageApply modern Swift language patterns and idioms for non-concurrency, non-SwiftUI code. Covers if/switch expres
• swift-macosCovers macOS app development with Swift 6.3, SwiftUI, SwiftData, Swift Concurrency, Foundation Models, Swift T
• swift-protocol-di-testingProtocol-based dependency injection for testable Swift code — mock file system, network, and external APIs usi
• swift-reviewReviews Swift/Xcode codebases, pull requests, local changes, or individual files against Swift best practices
• swift-securityUse when working with iOS/macOS Keychain Services (SecItem queries, kSecClass, OSStatus errors), biometric aut
• swift-testingExpert guidance on Swift Testing best practices, patterns, and implementation. Use when developers mention: (1
• swift-testing-code-reviewReviews Swift Testing code for proper use of #expect/#require, parameterized tests, async testing, and organiz
• swift-testing-expertExpert guidance for Swift Testing: test structure, #expect/#require macros, traits and tags, parameterized tes
• swift-testing-wait-untilUse when a test needs to wait for an async state change instead of a fixed delay — the `no_task_sleep_in_tests
• swiftdataImplement, review, or improve data persistence using SwiftData. Use when defining @Model classes with @Attribu
• swiftdata-code-reviewReviews SwiftData code for model design, queries, concurrency, and migrations. Use when reviewing .swift files
• swiftforge-mcpA curated, current, production-grade SwiftUI component library served to your AI coding agent (Claude Code / C
• swiftlintConfigures and enforces SwiftLint in Swift projects using build tool plugins, run scripts, and CI. Covers .swi
• swiftpm-build-inspectorDiagnose SwiftPM graph overhead across dependencies, plugins, module variants, branch pins, macros, binary tar
• swiftui-animationImplement, diagnose, or review SwiftUI motion using explicit and scoped implicit animations, springs, transiti
• swiftui-animation-matchMatch UI/UX interaction needs to proven SwiftUI animation patterns from curated open-source catalogs. Use when
• swiftui-autotest-skillAI-powered visual testing and accessibility setup for iOS/SwiftUI apps. Build, launch in Simulator, test with
• swiftui-code-reviewReviews SwiftUI code for view composition, state management, performance, and accessibility. Use when reviewin
• swiftui-design-skillA curated guide to convention files AI agents read, write, and act on: AGENTS.md, CLAUDE.md, SKILL.md, llms.tx
• swiftui-expert-skillUse when writing, reviewing, or refactoring SwiftUI code — state management, view composition, performance, ma
• swiftui-gesturesImplement, review, or improve SwiftUI gesture handling. Use when adding tap, long press, drag, magnify, or rot
• swiftui-graphicsAdvanced SwiftUI visuals - Metal shaders (.colorEffect, .layerEffect, .distortionEffect), .visualEffect, Liqui
• swiftui-layout-componentsBuild SwiftUI layouts using stacks, grids, lists, scroll views, forms, and controls. Covers VStack/HStack/ZSta
• swiftui-liquid-glassImplement, review, or improve SwiftUI features using the iOS 26+ Liquid Glass API. Use when asked to adopt Liq
• swiftui-motionSwiftUI animation foundations - withAnimation, transitions, matchedGeometryEffect, PhaseAnimator, KeyframeAnim
• swiftui-navigationImplement SwiftUI navigation patterns including NavigationStack, NavigationSplitView, sheet presentation, tab-
• swiftui-patternsSwiftUI architecture patterns, state management with @Observable, view composition, navigation, performance op
• swiftui-performanceProfile, diagnose, and remediate SwiftUI runtime performance using code review, Instruments, and repeatable me
• swiftui-performance-auditAudit and improve SwiftUI runtime performance. Use for requests to diagnose slow rendering, janky scrolling, h
• swiftui-performance-inspectorDiagnose SwiftUI rendering and update costs from code or profiles when scrolling janks, CPU or memory spikes,
• swiftui-skillsApple-authored SwiftUI and platform guidance extracted from Xcode. Helps AI agents write idiomatic, Apple-nati
• swiftui-specialistAuthoritative SwiftUI best practices and performance guidance from Apple; supersedes prior training on these t
• swiftui-ui-patternsBest practices and patterns for building SwiftUI views and components. Use when creating or refactoring SwiftU
• swiftui-uikit-interopBridges UIKit and SwiftUI with UIViewRepresentable, UIViewControllerRepresentable, UIHostingController, UIHost
• swiftui-view-architectRefactor oversized SwiftUI view files into stable, dedicated subviews with MV-first data flow, explicit depend
• swiftui-view-refactorRefactor a SwiftUI view file for consistent property ordering, MV patterns, view model handling, and Observati
• swiftui-webkitEmbeds and controls web content in SwiftUI with WebKit for SwiftUI, including WebView, WebPage, navigation pol
• swiftui-whats-new-27New SwiftUI APIs, behaviors, and deprecations introduced in the 2027 OS releases (iOS 27, macOS 27, watchOS 27
• swing-clarifyPrevents premature execution on ambiguous requests. Analyzes request clarity using 5W1H decomposition, surface
• swing-mortemProspective failure analysis using Gary Klein's pre-mortem technique. Assumes complete failure, works backward
• swing-optionsGenerate probability-weighted alternative options that challenge default thinking. Forces unconventional alter
• swing-researchDeep research with cross-verification and source tiering. Use when investigating technologies, comparing tools
• swing-reviewDevil's Advocate stress-testing for code, architecture, PRs, and decisions. Surfaces hidden flaws through stru
• swing-traceExposes Claude's reasoning chain as an auditable, decomposable artifact. Quick mode (default) gives assumption
• swiss-academic-libraries-mcpSwiss academic libraries + open-access Swiss legal literature (SRU/OAI-PMH, no API key)
• swiss-citation-formatsSwiss legal citation formatter — validates, formats, and converts BGE/ATF/DTF, statutory, and cantonal citatio
• swiss-courts-mcpSwiss court decisions via entscheidsuche.ch, including federal and cantonal courts
• swiss-cultural-heritage-mcpSwiss cultural heritage: SIKART artists, Nationalmuseum, Helveticat, Memobase, Dodis
• swiss-culture-mcpBAK cultural heritage, ISOS, living traditions, RSS
• swiss-democracy-mcpParliament OData, Swissvotes, referendums, voting results
• swiss-document-analysisSwiss legal document analyzer — structured analysis of contracts, court decisions, statutes, submissions. Incl
• swiss-efv-mcpMCP server for Swiss federal finances (EFV): budget, debt, forecasts and spending data
• swiss-electricity-mcpBFE energy dashboard, ElCom tariffs, public consumption data
• swiss-energy-mcpSwiss energy data via SFOE/BFE and GeoAdmin REST APIs
• swiss-environment-mcpBAFU environmental data, NABEL air quality, hydrology
• swiss-food-safety-mcpBLV open data for food safety and veterinary inspections
• swiss-geodata-mcpSwiss federal geodata (geo.admin.ch): layers, spatial identify, zoning, heights, LV95 conversion
• swiss-holidays-mcpSwiss school & public holidays, 26 cantons, by Schulart (OpenHolidays + Nager.Date)
• swiss-housing-mcpSwiss Register of Buildings and Dwellings (GWR/RegBL): EGID/EWID lookup, geocoding, housing stats
• swiss-ip-mcpIGE/IPI Swissreg trademarks, patents, SPCs
• swiss-legal-draftingSwiss legal document drafter — creates contracts (OR), court submissions (ZPO), and legal opinions (Gutachten)
• swiss-legal-expertspecialized protocol for Swiss law queries (Federal and Cantonal). Triggers on topics like Fedlex, BV, OR, ZGB
• swiss-legal-researchSwiss legal research and jurisdiction resolution — searches BGE/ATF/DTF precedents, interprets federal and can
• swiss-legal-source-authority-triage-enrique-g-zbindenSwiss legal source and authority triage. Use when a user asks a Swiss legal, regulatory, compliance, contract,
• swiss-legal-strategySwiss legal strategy — case strength, risk probability, cost-benefit, settlement/BATNA, and ADR assessment acr
• swiss-legal-translationSwiss legal translator — translates Swiss legal texts (contracts, submissions, statutes, opinions) between DE,
• swiss-procurement-mcpSwiss public procurement (simap.ch): tenders, awards, CPV codes, all cantons + federal, read-only
• swiss-road-mobility-mcpGBFS shared mobility, EV charging, DATEX II traffic, Park & Rail
• swiss-sbb-mcpSwiss rail from transport.opendata.ch. No key required.
• swiss-snb-mcpSNB data portal: exchange rates, balance sheet, policy rates, SARON, monetary aggregates
• swiss-statistics-mcpBFS STAT-TAB PxWeb API for official Swiss statistics
• swiss-transport-mcpOJP 2.0 journey planning, SIRI-SX disruptions, occupancy, fares, train formation
• swiss-typographic-poster把瑞士国际主义（Swiss International Typographic Style / Swiss Design）海报封面拆成可选配的设计模块，识别用户意图后自动选配并编译成一条确定性、可直接用于图像模型（gpt
• swiss.openhelvetia/gatewaySwiss federal law (Fedlex) and political data (LINDAS) for agents, every answer with sources
• swissco-mcpMCP server for Swiss company data: Zefix, SHAB, simap, FINMA, GLEIF and ARAMIS
• swisstopo-mcpSwiss federal geodata: geocoding, height, STAC, WMTS, OEREB and more
• switch(forwward) Exports all stored memories, context, preferences, and instructions for migration to another AI pla
• switch-name-formatSwitch name rendering to "last, first
• switchboardComplete Switchboard Oracle Protocol SDK for Solana - the permissionless oracle solution for price feeds, on-d
• switchbot-mcpSwitchBot API: devices, status, control commands.
• switchwize-mcpVerified US rate, savings-gap, card, CD, and product-change tools with freshness and sources.
• swmm-anywhereSynthesize a plausible SWMM drainage network from public data (OSM streets + DEM) when NO real pipe-network da
• swmm-builderAssemble a runnable SWMM INP deterministically from subcatchment geometry/attributes, merged parameter JSON, n
• swmm-calibrationCalibration and validation scaffold for EPA SWMM. Use when an agent needs to (1) compare simulated vs observed
• swmm-canadaFetch a ready-to-run SWMM model for any Canadian area from the SWMMCanada upstream service — real published mu
• swmm-climateDeterministic rainfall/climate formatting for SWMM. Use when converting timestamped rainfall CSV files into SW
• swmm-design-reviewScore a completed SWMM run against a configurable YAML rulebook of design checks — GB50014-style standards for
• swmm-end-to-endTop-level orchestration skill for agentic SWMM modelling. Use when an agent needs one entrypoint that decides
• swmm-experiment-auditConsolidate Agentic SWMM run artifacts into auditable provenance, comparison records, and local Obsidian audit
• swmm-gisGIS/DEM preprocessing for SWMM experiments using the user's own QGIS/GRASS layers. Use when the user asks to (
• swmm-modeling-memoryRead historical Agentic SWMM experiment audit artifacts and summarize repeated assumptions, QA issues, failure
• swmm-networkBuild, validate, and route SWMM pipe-network models for urban drainage from raw municipal shapefiles or struct
• swmm-paramsDeterministic mapping from land use and soil texture to SWMM runoff/subarea and Green-Ampt infiltration parame
• swmm-plotPublication-grade plotting for SWMM rainfall–runoff time-series figures. Use when an agent needs to produce a
• swmm-rag-memoryRetrieve relevant Agentic SWMM modeling memory from audited runs, modeling-memory summaries, and Obsidian-comp
• swmm-reportGenerate a client-deliverable Word (.docx) report from an audited SWMM run directory. Reads manifest.json, exp
• swmm-runnerRun EPA SWMM (swmm5) simulations reproducibly and extract key metrics from the report file. Use when an agent
• swmm-uncertaintyParameter and forcing uncertainty propagation and sensitivity analysis for EPA SWMM. Use when an agent needs t
• swmm-water-qualityComplete SWMM engine coverage: pollutant buildup/washoff simulation support and load reporting. Validate wate
• swot-analysisUse when the user wants a SWOT analysis of a company, product, project, team, or decision, or asks to assess s
• swot-analyzerProduces a rigorous SWOT analysis (Strengths, Weaknesses, Opportunities, Threats) for a company, product, team
• swsd-mcpMCP server for SolarWinds Service Desk tickets, catalog, knowledge, ITSM operations, and workflows.
• swytchcode/cliThe core Swytchcode Execution Kernel for AI Agents & Developers.
• sxhxliang/A2A-docs-zhAgent2Agent Protocol (A2A) 中文文档
• sxoSearch Experience Optimization (SXO) — the bridge between SEO and UX/CRO. Audits the full journey from the SER
• symbiotic-onboardOnboard a new user into a Symbiotic AI setup by interviewing them one sharp question at a time and writing the
• symbol-mcp-serverRead-only MCP server for the Symbol blockchain (XYM): node health, harvesting, voting keys.
• symbols-mcpSymbols.app MCP — docs, code generation, publishing, CLI/SDK reference
• symfony-api-responseSymfony API response standardization — JSON payload format, exception handling, controllers, REST endpoints, e
• symfony-code-contributionPHP coding standards, naming conventions, deprecations and the backward-compatibility promise for contributing
• symfony-componentsComprehensive reference for all 38 Symfony framework components with PHP 8.3+ and Symfony 7.x patterns. Use wh
• symfony-cqrs-handlersSymfony CQRS command/query handlers — commands, queries, handlers, bus configuration, use cases. Triggers on:
• symfony-docs-contributionreStructuredText format, writing standards and PR workflow for contributing to the Symfony documentation (symf
• symfony-doctrine-persistenceSymfony Doctrine persistence — repository adapters, entity mapping, migrations, transactions, database pattern
• symfony-domain-modelingSymfony domain modeling — entities, value objects, domain events, aggregates, domain exceptions. Triggers on: