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AI & ML skills

Skills for AI/ML work — LLM prompt engineering, RAG pipelines, vector databases, fine-tuning, and agent orchestration.

Real files from public repositories — hand-curated, never invented. Sorted by installs.

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regex-vs-llm-structured-textaffaan-m/eccDecision framework for choosing between regex and LLM when parsing structured text — start with regex, add LLM only for low-confidence edge cases.AI & ML8.3kframework-selectionlangchain-ai/langchain-skillsINVOKE THIS SKILL at the START of any LangChain/LangGraph/Deep Agents project, before writing any agent code. Determines which framework layer is right for the task: LangChain, LangGraph, Deep Agents, or a combination. Must be consulted before other agent skills.AI & ML7.8kdmux-workflowsaffaan-m/eccMulti-agent orchestration using dmux (tmux pane manager for AI agents). Patterns for parallel agent workflows across Claude Code, Codex, OpenCode, and other harnesses. Use when running multiple agent sessions in parallel or coordinating multi-agent development workflows.AI & ML7.6kskillmarketplacestarchild-ai-agent/official-skillsAlways use the search_skills tool. Do NOT manually curl, browse GitHub, or download SKILL.md files.AI & ML7.1kagent-payment-x402affaan-m/eccAdd x402 payment execution to AI agents with per-task budgets, spending controls, and non-custodial wallets. Supports Base through agentwallet-sdk and X Layer through OKX Payments / OKX Agent Payments Protocol. Use when an agent must pay for something itself and needs per-task budgets, spending controls, and a non-custodial wallet.AI & ML7.0knature-paper-to-patentyuan1z0825/nature-skillsConvert scientific papers, theses, technical reports, source code, figures, inventor notes, or research manuscripts into evidence-grounded Chinese invention patent drafts and attorney-facing technical disclosure materials. Use when an AI agent must mine patent points, draft or revise a Chinese technical disclosure (技术交底书), run prior-art comparison, convert Office project materials, map every claimed feature to source evidence, preserve core formulas as editable Office Math, generate claim-aligned flowcharts and methodology figures, compare a paper with an existing patent, audit support and consistency, or deliver Chinese DOCX patent/disclosure files.AI & ML7.0kkarpathy-llm-wikiastro-han/karpathy-llm-wikiUse when building or maintaining a personal LLM-powered knowledge base. Triggers: ingesting sources into a wiki, querying wiki knowledge, linting wiki quality, 'add to wiki', 'what do I know about', or any mention of 'LLM wiki' or 'Karpathy wiki'.AI & ML6.9kopenclaw-persona-forgeaffaan-m/ecc为 OpenClaw AI Agent 锻造完整的龙虾灵魂方案。根据用户偏好或随机抽卡, 输出身份定位、灵魂描述(SOUL.md)、角色化底线规则、名字和头像生图提示词。 如当前环境提供已审核的生图 skill,可自动生成统一风格头像图片。 当用户需要创建、设计或定制 OpenClaw 龙虾灵魂时使用。 不适用于:微调已有 SOUL.md、非 OpenClaw 平台的角色设计、纯工具型无性格 Agent。 触发词:龙虾灵魂、虾魂、OpenClaw 灵魂、养虾灵魂、龙虾角色、龙虾定位、 龙虾剧本杀角色、龙虾游戏角色、龙虾 NPC、龙虾性格、龙虾背景故事、 lobster soul、lobster character、抽卡、随机龙虾、龙虾 SOUL、gacha。 Use when creating, designing, or customizing an OpenClaw lobster persona — identity, SOUL.md, name, or avatar prompt.AI & ML6.8kknowledge-opsaffaan-m/eccKnowledge base management, ingestion, sync, and retrieval across multiple storage layers (local files, MCP memory, vector stores, Git repos). Use when the user wants to save, organize, sync, deduplicate, or search across their knowledge systems.AI & ML6.8kdart-collect-coverageflutter/agent-pluginsCollect coverage using the coverage packge and create an LCOV reportAI & ML6.8kllm-trading-agent-securityaffaan-m/eccSecurity patterns for autonomous trading agents with wallet or transaction authority. Covers prompt injection, spend limits, pre-send simulation, circuit breakers, MEV protection, and key handling. Use when an autonomous agent holds wallet or transaction authority and its limits, simulation, or key handling need review.AI & ML6.7khindsight-docsvectorize-io/hindsightComplete Hindsight documentation for AI agents. Use this to learn about Hindsight architecture, APIs, configuration, and best practices.AI & ML6.7knodejs-keccak256affaan-m/eccPrevent Ethereum hashing bugs in JavaScript and TypeScript. Node's sha3-256 is NIST SHA3, not Ethereum Keccak-256, and silently breaks selectors, signatures, storage slots, and address derivation. Use when hashing for Ethereum in JavaScript or TypeScript, or when a selector, signature, storage slot, or derived address is wrong.AI & ML6.6kcomposiocomposio-community/skillsUse 1000+ external apps via Composio - either directly through the CLI or by building AI agents and apps with the SDKAI & ML6.4kagentation-self-drivingbenjitaylor/agentationAutonomous design critique mode using the Agentation annotation toolbar. Use when the user asks to "critique this page," "add design annotations," "review the UI," "self-driving mode," "auto-annotate," or wants an AI agent to autonomously add design feedback annotations to a web page via the browser. Requires the Agentation toolbar to be installed on the target page and agent-browser skill to be available.AI & ML6.3kasc-localize-metadatarorkai/app-store-connect-cli-skillsAutomatically translate and sync App Store metadata (description, keywords, what's new, subtitle) to multiple languages using LLM translation and asc CLI. Use when asked to localize an app's App Store listing, translate app descriptions, or add new languages to App Store Connect.AI & ML6.2kn8n-code-javascriptczlonkowski/n8n-skillsWrite JavaScript code in n8n Code nodes. Use when writing JavaScript in n8n, using $input/$json/$node syntax, making HTTP requests with this.helpers / the $helpers global, working with dates using DateTime, troubleshooting Code node errors, choosing between Code node modes, or doing any custom data transformation in n8n. Always use this skill when a workflow needs a Code node — whether for data aggregation, filtering, API calls, format conversion, batch processing logic, or any custom JavaScript. Covers SplitInBatches loop patterns, cross-iteration data, pairedItem, and real-world production patterns. Also use when asked why a Code node or workflow is slow, which execution mode is faster, or how to cut per-item overhead on large datasets. EXCEPTION — for the AI-agent-callable Custom Code Tool (@n8n/n8n-nodes-langchain.toolCode, a tool attached to an AI Agent), use the n8n-code-tool skill instead; it has a different runtime contract.AI & ML6.2kmsw-combat-systemmsw-git/msw-ai-coding-plugins-officialMSW combat system integration guide. Covers the Attack→Hit pipeline, damage model, i-frame, knockback, Hit Stop, Camera Shake, Sprite Flash, SFX, death/revive, damage skin, hit effect, avatar combat motion, custom events, and AI FSM — all based on MSW native APIs for 2D multi-genre coverage. Keywords: attack, hit, damage, combat, monster, hit effect, critical, projectile, damage skin, knockback, hit stop, combo, HP bar, collision, contact hit, TriggerComponent.AI & ML6.2kmsw-ui-systemmsw-git/msw-ai-coding-plugins-officialMSW .ui single entry point — design + component API + builder + runtime. Anchor/pivot/RectTransform, UIGroup/CanvasGroup hierarchy, layout recipes (HUD/popup/toast/menu/inventory/scroll-list), full API tables for ButtonComponent/TextGUIRendererComponent/SpriteGUIRendererComponent/ScrollLayoutGroup/GridView/TextInput/Slider/Mask/AvatarGUIRenderer + UI enums (AlignmentType/TextOverflowMode/ImageType/FillAmount), .mlua runtime patterns (popup open-close, toast, HP bar, GridView, drag, tab, cooldown, world nametag), UI-client-only caveats (nil on server, no RPC), .ui↔.mlua UUID auto-binding (write+injectBindings), resolution/safe-area/touch. UIBuilder (msw_ui_builder.cjs): all node types (empty/panel/text/sprite/button/slider/scrollLayout/textInput/group/mask/gridView/avatar/skeleton etc.), component add/replace/patch/remove, 13 anchor presets+stretch, auto-inject .mlua UUID bindings after write.AI & ML6.1kcargo-gtmgetcargohq/cargo-skillsDo business-to-business go-to-market work on Cargo — research accounts and buying committees, enrich and verify B2B contact records from licensed data providers, score and qualify leads, draft permission-based outreach for the user's own sequencer, sync to CRM, and monitor buying signals. Consent basis, suppression lists, and volume limits gate every step that touches a person (references/acceptable-use.md); bulk unsolicited messaging, purchased or scraped lists, and consumer targeting are refused. Triggers: \"build me a list of\", \"find 50 <title> at <segment>\", \"who works at\", \"find work emails for these accounts\", \"enrich this CSV\", \"verify these emails\", \"build a TAM\", \"who fits our ICP\", \"who actually buys from us\", \"what data points should we collect on accounts\", \"our outbound is reaching the wrong people\", \"score these leads\", \"write a first-touch email\", \"push these to my CRM\", \"who changed jobs\", \"who just raised funding\", \"companies using <tech>\", \"who is hiring <role>\", \"find the buying committee\", \"portfolio companies of <investor>\", \"upload this audience to Google/Meta/LinkedIn ads\". Providers: aiArk, anthropic, apolloio, bouncer, builtwith, cargo, cleon1, companyEnrich, contactOut, datagma, dropcontact, enrichCrm, enrichley, enrowio, exa, findyMail, firecrawl, forager, FullEnrich, g2, gemini, hunter, icypeas, kitt, leadMagic, linkedin, linkup, mixrank, neverBounce, oceanio, openAi, parallel, peopleDataLabs, perplexity, piloterr, prospeo, reverseContact, rocketreach, salesNavigator, serper, sillage, snitcher, societeInfo, theirStack, theSwarm, waterfall, x, zeroBounce. Reads phase guides, recipes, and per-provider playbooks before any paid call. Skip when: a run already happened and misbehaved — use cargo-diagnostics.AI & ML6.1kcargo-aigetcargohq/cargo-skillsBuild and configure AI agents inside Cargo — create an agent, choose its model and temperature, write its prompt, attach knowledge for retrieval (RAG), connect MCP tool servers, manage memories, and deploy releases. Triggers: \"create an agent\", \"make an agent that\", \"give the agent our docs\", \"attach this knowledge base\", \"attach this library to the agent\", \"add resources to the agent release\", \"connect an MCP server\", \"expose our tools as an MCP server\", \"use Cargo from Claude Desktop or ChatGPT\", \"change the agent model\", \"what does the agent remember\", \"deploy the agent\", \"the agent is answering wrong\". Skip when: uploading the knowledge files themselves — use cargo-content; sending the agent a message or running it over records — use cargo-orchestration.AI & ML6.0kcargo-orchestrationgetcargohq/cargo-skillsMake Cargo actually run something, or show what it would run — execute one connector action, run a multi-step workflow, trigger a batch across a whole segment or model, message an AI agent, build or edit a node graph, draw a workflow, tool or play as a diagram, and query the runtime tables (runs, batches, spans, records) with SQL. Triggers: \"run this on all my contacts\", \"execute the action\", \"kick off a batch\", \"build a workflow\", \"schedule a play\", \"make it run every morning\", \"ask the agent\", \"show me the workflow\", \"what does this tool do\", \"visualize this play\", \"draw the graph\", \"explain this workflow\", \"how many runs failed today\", \"what is the output schema for this action\", \"add a step that\". Skip when: explaining why a run misbehaved — use cargo-diagnostics; downloading result files — use cargo-analytics; committing the workflow as code — use cargo-cdk.AI & ML6.0kcargo-contextgetcargohq/cargo-skillsRead and write the workspace GTM knowledge base — the git-backed repository of markdown describing ICPs, personas, plays, proof points, objections, competitors, and signals — plus its runtime sandbox and typed knowledge graph. Triggers: \"document our ICP\", \"write up this persona\", \"what is our positioning\", \"add a battlecard\", \"capture this objection\", \"what do we know about <segment>\", \"update our context\", \"what is in the context repo\", \"who do we sell to\". Skip when: discovering who actually buys from you by analyzing won/lost data — that is cargo-gtm (this skill writes the conclusion down, it does not derive it); storing structured records rather than prose — use cargo-storage; attaching documents to an agent for RAG — use cargo-content.AI & ML6.0kcargo-contentgetcargohq/cargo-skillsManage the knowledge a Cargo workspace holds — upload files (PDF, CSV, text), rename and organize them, and build native or connector-backed libraries that sync from an external source, so agents can retrieve them (RAG). Triggers: \"upload this PDF\", \"add these docs as knowledge\", \"build a knowledge base\", \"sync our help center into Cargo\", \"what files are in the workspace\", \"index this folder\", \"attach our pricing sheet\". Skip when: wiring the file or library into an agent — use cargo-ai; uploading a CSV that drives a batch run — that is a workspace-management file upload.AI & ML5.9kwp-plugin-developmentwordpress/agent-skillsUse when developing WordPress plugins: architecture and hooks, activation/deactivation/uninstall, admin UI and Settings API, data storage, cron/tasks, security (nonces/capabilities/sanitization/escaping), and release packaging.AI & ML5.9kmcp-integrationanthropics/claude-plugins-officialThis skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model Context Protocol", "connect external service", mentions "${CLAUDE_PLUGIN_ROOT} with MCP", or discusses MCP server types (SSE, stdio, HTTP, WebSocket). Provides comprehensive guidance for integrating Model Context Protocol servers into Claude Code plugins for external tool and service integration.AI & ML5.8kacademic-pipelineimbad0202/academic-research-skillsOrchestrator for the full academic research pipeline: research -> write -> integrity check -> review -> revise -> re-review -> re-revise -> final integrity check -> finalize. Coordinates deep-research, academic-paper, and academic-paper-reviewer into a seamless 10-stage workflow with mandatory, coverage-bounded integrity checks, two-stage peer review, and auditable quality-assurance artifacts. Triggers on: academic pipeline, research to paper, full paper workflow, paper pipeline, end-to-end paper, research-to-publication, complete paper workflow, 연구부터 논문까지, 연구 주제 설정부터 논문 완성까지, 논문 전체 워크플로.AI & ML5.8kagent-platform-rag-engine-managementgoogle/skillsThis skill provides instructions on how to interact with Agent Platform RAG Engine using the Agent Platform Python SDK. You MUST use the vertexai Python SDK to perform RAG Engine operations, rather than raw REST calls or MCP tools, because this code is intended to be run by external clients.AI & ML5.6kblock-no-verify-hookwshobson/agentsConfigure a PreToolUse hook to prevent AI agents from skipping git pre-commit hooks with --no-verify and other bypass flags. Use when setting up Claude Code projects that enforce commit quality gates.AI & ML5.1kagent-architecture-auditaffaan-m/eccFull-stack diagnostic for agent and LLM applications. Audits the 12-layer agent stack for wrapper regression, memory pollution, tool discipline failures, hidden repair loops, and rendering corruption. Produces severity-ranked findings with code-first fixes. Essential for developers building agent applications, autonomous loops, or any LLM-powered feature. Use when an agent or LLM feature misbehaves and the failing layer is unknown, or before shipping an agent stack.AI & ML5.0kokx-cex-authokx/agent-skillsUse this skill when the user wants to 'login/log in/sign in', 'authenticate', 'authorize', 'connect OKX account', 'set up credentials', 'first time setup', 'configure okx', '登录', '授权', '认证', '连接账户', '首次配置'. Also when any OKX CLI command fails with an auth error: 'Run okx auth login first', 'Session expired', 'not authenticated', 'requires_auth', '401 Unauthorized', 'token expired/not found', 'StorageNotFoundError', '会话过期', '未认证', '需要登录'. Also when the user asks about login status or the login was interrupted. Also when the user wants to install/update/check/remove the okx-auth binary — 'install/update/remove auth', 'download okx-auth', '安装/更新/卸载认证', 'auth binary status', 'Failed to spawn okx-auth'. Also use before using okx-cex-trade/portfolio/earn/bot for the first time. Do NOT use for market data queries (use okx-cex-market).AI & ML5.0kbetter-iconsbetter-auth/better-iconsUse when working with icons in any project. Provides CLI for searching 200+ icon libraries (Iconify) and retrieving SVGs. Commands: better-icons search <query> to find icons, better-icons get <id> to get SVG. Also available as MCP server for AI agents.AI & ML5.0kthread-listassistant-ui/skillsImplements multi-thread (conversation history) management in assistant-ui apps: rendering the prebuilt ThreadList next to Thread, or building a custom sidebar with ThreadListPrimitive and ThreadListItemPrimitive (Root, New, Items, Trigger, Title, Archive, Unarchive, Delete). Covers thread CRUD through the useAui()/useAuiState() API: switchToThread, switchToNewThread, and per item rename, archive, unarchive, delete, generateTitle, initialize, plus reading s.threads.threadIds/archivedThreadIds/mainThreadId. Includes cloud-backed persistence via useChatRuntime + AssistantCloud and a local useRemoteThreadListRuntime + InMemoryThreadListAdapter path. Use when a user wants a thread list/sidebar, switching, searching, sorting, drag-and-drop, or renaming/archiving/deleting conversations. For single-thread state, messages, or composer use runtime; for cloud auth/persistence setup use cloud.AI & ML5.0kindexion-documentationtrkbt10/indexion-skillsDocumentation analysis — assess coverage, detect code-to-doc drift with plan reconcile, visualize dependencies with doc graph. Answers "what needs docs?" and "are docs still accurate?AI & ML5.0kcapability-evolverevomap/evolverA self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution. Communicates with EvoMap Hub via local Proxy mailbox.AI & ML4.9kindexion-segmenttrkbt10/indexion-skillsSplit text into contextual chunks for RAG/embedding pipelines. Document segmentation and section extraction using window, tfidf, punctuation, or hybrid strategies chosen by intent.AI & ML4.9kplatform-trust-archive-manageforcedotcom/sf-skillsALWAYS USE THIS SKILL for anything involving Salesforce Archive (also called Trusted Services Archive) — search, view, unarchive, analyze, mask, and erase (RTBF) archived records via the Archive Connect API, and reading archive job status from the ArchiveActivity object. TRIGGER when: user mentions Salesforce Archive, Trusted Services Archive, archive/unarchive records, ArchiveActivity, archive jobs, archive policy, archive analyzer, archived record search, archive storage, archive failure logs, right to be forgotten / RTBF on archived data, or masking archived PII — including phrasings like 'find records that were archived', 'restore archived data', 'why did the archive job fail', 'download the archive failure log', or 'monitor my archive jobs', AND even when they ask you to explain, give guidance, or write a runbook/doc about these topics rather than run code. SKIP when: the user wants generic data-export/backup unrelated to the Archive add-on, or wants to build the archive policy UI metadata.AI & ML4.7kecosystem-primerlangchain-ai/langchain-skillsINVOKE FIRST for any LangChain / LangGraph / Deep Agents agent building project before consulting other skills or writing any agent code. Required starting point for up to date info on framework selection (LangChain vs LangGraph vs Deep Agents vs hybrid composition), agent patterns, install, environment setup, and which skill to load next.AI & ML4.7kquarkus-verificationaffaan-m/eccVerification loop for Quarkus projects: build, static analysis, tests with coverage, security scans, native compilation, and diff review before release or PR.AI & ML4.7ksearchanthropics/knowledge-work-pluginsSearch across all connected sources in one query. Trigger with "find that doc about...", "what did we decide on...", "where was the conversation about...", or when looking for a decision, document, or discussion that could live in chat, email, cloud storage, or a project tracker.AI & ML4.7kdx-devops-test-suite-assignments-configureforcedotcom/sf-skillsRecommends and manages DevOps Center test suite assignments for pipeline stages. Mode A analyzes a commit diff against assigned suite metadata to recommend relevant existing suites and flag coverage gaps (pure reasoning). Modes B-D assign a single suite, bulk-map multiple suites with a mandatory impact preview, or add/remove test classes with governance rules, via the testSuiteStages Connect API. Use this skill to recommend suites for a commit, assign or map suites to stages, or add/remove tests in a suite. TRIGGER when: the user asks which suites to run for a commit/diff or what covers their changes; a suite is unlinked and the user wants it assigned; the user wants to configure suite-to-stage mappings, assign multiple suites, or add/remove/sync tests in a suite. DO NOT TRIGGER when: configuring or syncing a test provider (use dx-devops-test-pipeline-configure), running suites (use dx-devops-test-suite-run), or authoring/running tests directly (use platform-apex-test-generate or platform-apex-test-run).AI & ML4.6kdx-devops-test-suite-runforcedotcom/sf-skillsRuns DevOps Center test suites on a pipeline stage (Pre-Promote, Post-Promote, or Review event) end to end: triggers async execution via the Connect API after an explicit confirmation gate, then polls by runId at provider-specific intervals until it completes, fails, or times out, and hands results to failure analysis. Also retriggers a quality gate after fixes, but only once coverage meets the threshold. Use this skill when a user wants to run, kick off, or launch test suites on a stage, re-run a quality gate, or watch an in-progress run to completion. TRIGGER when: the user wants to run/launch suites on a stage, execute tests before or after promotion, re-run a quality gate after fixing failures, unblock a blocked promotion after adding tests, or poll/watch an in-progress run. DO NOT TRIGGER when: running sf apex run test directly (use platform-apex-test-run), or configuring a NEW gate or threshold (use dx-devops-test-pipeline-configure).AI & ML4.6kmcpvercel-labs/json-renderMCP Apps integration for json-render. Use when building MCP servers that render interactive UIs in Claude, ChatGPT, Cursor, or VS Code, or when integrating json-render with the Model Context Protocol.AI & ML4.6kcoverage-analysistrailofbits/skillsCoverage analysis is essential for understanding which parts of your code are exercised during fuzzing. It helps identify fuzzing blockers like magic value checks and tracks the effectiveness of harness improvements over time.AI & ML4.6krecsys-pipeline-architectaffaan-m/eccDesign composable recommendation, ranking, and feed pipelines using the six-stage Source→Hydrator→Filter→Scorer→Selector→SideEffect framework popularized by xAI's open-sourced For You algorithm. Use this skill whenever the user is building any system that picks "the top K items for a (user, context)" — social feeds, content CMSs, RAG rerankers, task prioritizers, notification triage, search reranking, ad ranking.AI & ML4.3kai-agent-builderclaude-office-skills/skillsBuild AI agents with tools, memory, and multi-step reasoning - ChatGPT, Claude, Gemini integration patternsAI & ML4.1klangsmith-evaluatorlangchain-ai/langsmith-skillsINVOKE THIS SKILL when building evaluation pipelines for LangSmith. Covers three core components: (1) Creating Evaluators - LLM-as-Judge, custom code; (2) Defining Run Functions - how to capture outputs and trajectories from your agent; (3) Running Evaluations - locally with evaluate() or auto-run via LangSmith. Uses the langsmith CLI tool.AI & ML4.1kgenerating-custom-lightning-typeforcedotcom/sf-skillsUse this skill when users need to create Custom Lightning Types (CLTs) for Einstein Agent actions or structured input/output schemas. Trigger when users mention CLT, Custom Lightning Types, Custom Lightning Types (CLTs) with widget/mosaic/fragment rendition/renderer, JSON schemas for agents, type definitions, lightning__objectType, or editor/renderer configurations. When widget renditions are requested, you MUST first read the widget-rendition.md reference file in this skill's references/ directory and follow its complete workflow. This is complex - always use this skill for CLT work.AI & ML4.0kn8n-code-pythonczlonkowski/n8n-skillsWrite Python code in n8n Code nodes. Use when writing Python in n8n, using _input/_json/_node syntax, working with standard library, or need to understand Python limitations in n8n Code nodes. Use this skill when the user specifically requests Python for an n8n Code node. Note — JavaScript is recommended for 95% of use cases — only use Python when the user explicitly prefers it or the task requires Python-specific standard library capabilities (regex, hashlib, statistics). EXCEPTION — for Python in the AI-agent-callable Custom Code Tool (@n8n/n8n-nodes-langchain.toolCode), use the n8n-code-tool skill instead (input is _query, return must be a string).AI & ML4.0kpixijs-eventspixijs/pixijs-skillsUse this skill when handling pointer, mouse, touch, or wheel input in PixiJS v8. Covers eventMode (none, passive, auto, static, dynamic), FederatedEvent types, propagation and capture phase, hitArea, interactiveChildren, cursor and cursorStyles, global move events for drag, eventFeatures config. Triggers on: eventMode, FederatedPointerEvent, pointerdown, click, tap, globalpointermove, drag, hitArea, cursor, stopPropagation.AI & ML4.0kcrossing-the-chasmwondelai/skillsNavigate the technology adoption lifecycle from early adopters to mainstream market. Use when the user mentions "crossing the chasm", "beachhead segment", "whole product", "early adopters vs mainstream", "tech go-to-market", "bowling pin strategy", "technology adoption lifecycle", "pragmatist buyers", "growth stalled after early adopters", or "our go-to-market plan". Also trigger when planning go-to-market for a technical product. Covers the D-Day analogy, bowling-pin strategy, the tornado, and positioning against incumbents. For product positioning, see obviously-awesome. For new market creation, see blue-ocean-strategy.AI & ML4.0klangsmith-datasetlangchain-ai/langsmith-skillsINVOKE THIS SKILL when creating evaluation datasets, uploading datasets to LangSmith, or managing existing datasets. Covers dataset types (final_response, single_step, trajectory, RAG), CLI management commands, SDK-based creation, and example management. Uses the langsmith CLI tool.AI & ML4.0krag-architectjeffallan/claude-skillsDesigns and implements production-grade RAG systems by chunking documents, generating embeddings, configuring vector stores, building hybrid search pipelines, applying reranking, and evaluating retrieval quality. Use when building RAG systems, vector databases, or knowledge-grounded AI applications requiring semantic search, document retrieval, context augmentation, similarity search, or embedding-based indexing.AI & ML4.0klivekit-agentslivekit/agent-skillsBuild voice AI agents with LiveKit Cloud and the Agents SDK. Use when the user asks to "build a voice agent", "create a LiveKit agent", "add voice AI", "implement handoffs", "structure agent workflows", or is working with LiveKit Agents SDK. Provides opinionated guidance for the recommended path: LiveKit Cloud + LiveKit Inference. REQUIRES writing tests for all implementations.AI & ML3.8kmcp-buildercomposiohq/awesome-claude-skillsGuide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).AI & ML3.8kmcp-hubclaude-office-skills/skillsAccess 1200+ AI Agent tools via Model Context Protocol (MCP)AI & ML3.8kgame-changing-featuressoftaworks/agent-toolkitFind 10x product opportunities and high-leverage improvements. Use when user wants strategic product thinking, mentions '10x', wants to find high-impact features, or says 'what would make this 10x better', 'product strategy', or 'what should we build next'.AI & ML3.8kllm-wikiar9av/obsidian-wikiYou are maintaining a persistent, compounding knowledge base. The wiki is not a chatbot — it is a compiled artifact where knowledge is distilled once and kept current, not re-derived on every query.AI & ML3.7kgke-storagegoogle/skillsThis reference covers storage configuration for GKE clusters including persistent disks, file storage, and cloud storage integration.AI & ML3.6kcompetitive-landscapeevery-app/open-seoMap SEO market leaders, winning content themes, keyword coverage, backlinks, and strategic gaps.AI & ML3.6k

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