AI & ML
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
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briansunter Bundle Pokemon Card AnalystUse when analyzing individual Pokemon cards, comparing card stats, evaluating attacks/abilities, or researching card rarity. Activates when user mentions card names, card comparisons, card stats, rarity, or strategic value. Provides detailed card analysis with type effectiveness, competitive viability scoring, and synergy recommendations via MCP server.
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briansunter Bundle Pokemon Meta AnalystUse when analyzing Pokemon TCG Pocket meta trends, competitive tier lists, deck archetypes, or strategic matchups. Activates when user asks about meta analysis, tier lists, competitive play, matchup spreads, or strategic advice. Provides data-driven insights using MCP server tools (get_type_stats, query_cards, find_counters).
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briansunter Skill Pokemon Tcg Pocket Skill BuilderUse when building Claude Code skills or plugins for Pokemon TCG Pocket. Activates when creating Pokemon-specific commands, integrating MCP servers, scaffolding deck-building workflows, or writing Pokemon automation tools. Provides templates, MCP tool references, and Pokemon-specific skill patterns.
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archcore-ai Bundle InitFirst-time Archcore setup. Detects repo scale and shape, then composes a full first-day seed — stack rule, run guide, data-model, integrations, config, entry points, public surface, a linked architecture overview, and specs for the top hotspot modules — shown in ONE preview and created on a single confirm, plus host wiring (MCP config, hooks, CLAUDE.md/AGENTS.md managed block). Imports agent-instruction files — aggregate files (CLAUDE.md/AGENTS.md/.cursorrules) as link stubs, modular rule files (.cursor/rules/*.mdc and equivalents) as rule docs by default. Use on a fresh clone, empty `.archcore/`, 'set up archcore', or to wire host configs (MCP/hooks/CLAUDE.md+AGENTS.md). Not for individual docs or planning.
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8beeeaaat Bundle Prepare ReleasePrepare a new touchdesigner-mcp release: inspect the unreleased diff since the last tag, decide independently how the MCP **package version** and the **MCP API version** each move (the API axis stays put unless the server/API contract changed), write the CHANGELOG entry, bump the six version-bearing files, commit, and open the development → main release PR. Use when cutting a release, bumping the version, updating the CHANGELOG for a release, or when asked to "release", "prepare a release", or "cut vX.Y.Z". Pairs with `release-test-audit` (verify integration-test coverage of the release diff first) and the `release-manager` agent that orchestrates both.
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8beeeaaat Skill Release Test AuditAudit whether the unreleased touchdesigner-mcp diff (since the last tag) is adequately covered by integration tests before a release is cut. Walks every API/MCP surface change in the release range, maps each to the integration suite that should cover it, and reports covered / gap / waived per change. Use before releasing, when checking release test coverage, or when asked whether the release diff "has enough tests". This skill AUDITS coverage across the whole release; it delegates HOW to write or run a test to the `integration-test-guard` skill. Pairs with `prepare-release` and the `release-manager` agent.
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8beeeaaat Skill Integration Test GuardEnsure MCP-server / API changes in the touchdesigner-mcp repo ship with integration-test coverage. Use when you modify the MCP server, tool definitions/handlers, the OpenAPI schema, the TD HTTP client, the transport layer, or the TD-side Python API (src/api, src/features/tools, src/server, src/tdClient, src/transport, td/modules/mcp). Also triggered by the integration-test-guard PreToolUse hook, which blocks a `git push` whose outgoing commits touch those paths without a tests/integration or tests/e2e change. Decide which suite fits, add or update the test, and run it.
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8beeeaaat Skill Touchdesigner Self DebugA generic workflow for self-starting TouchDesigner via computer-use (or an already-running instance), loading mcp_webserver_base.tox, and verifying any TD-side Python change (td/modules/**) directly from the Textport — reading back real TD runtime values and reconciling them. Use after changing TD-side code in the touchdesigner-mcp repo when E2E verification on a real TD is needed, or when told to "start TD and check," "verify on the actual machine," or "import and run the .tox." Includes the shortcut of calling api_service directly, bypassing the HTTP WebServer / OpenAPI schema.
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datahub-project-analytics-agent Skill Save CorrectionUse this skill when the user identifies that knowledge in DataHub is wrong, incomplete, or missing — whether that's a glossary term definition, a domain or data product description, a dataset or column description, an existing document that needs updating, or a concept that needs a new reference document. Also triggered by "fix this description", "update the metadata", "correct the definition", "update the glossary", "fix the domain description", or "write that down".
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vincenthopf Skill Voice UpdateThis skill should be used when the agent needs to give a spoken voice update to the user, or when reminded by a Stop hook to provide audio feedback. Use this skill to speak a short summary of what was accomplished.
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odiabackend099 Skill Clinical Web DesignerDesign and build high-trust, clinical-grade websites for healthcare AI. Use when the user wants a "Calendly-like" aesthetic, light mode, or a trusted medical look.
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eamanc-lab Bundle Qimen Dunjia Oracle奇门遁甲排盘分析器,基于洛书九宫四层盘面体系(天盘九星、地盘三奇六仪、人盘八门、神盘八神), 支持时家奇门排盘,用于择时决策和事项预测。当用户提及「奇门遁甲」「奇门」「遁甲」「择时」 「奇门排盘」「奇门预测」时触发。排盘为确定性计算 + LLM 综合解读,无外部 API 依赖。 不适用于:梅花易数、六爻易经、风水分析、八字命理、塔罗占卜等其他领域 → 建议使用 fortune-hub 路由。
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eamanc-lab Bundle Tarot ReadingA tarot reading and interpretation tool, part of the fortune-telling-skills suite. Based on the Rider-Waite-Smith system, it supports upright and reversed readings for all 78 cards (Major and Minor Arcana), with spreads including Three-Card, Celtic Cross, Relationship, and more. Combines randomized card draws with deep LLM interpretation to deliver symbolic insight and actionable guidance for your specific question. Trigger phrases: tarot, tarot reading, draw a card, card spread, pull cards, daily card, tarot spread. Not suitable for: astrology, numerology, BaZi → use fortune-hub to navigate to the right skill.
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eamanc-lab Bundle Horoscope DailyGenerates personalized horoscope readings for all twelve zodiac signs based on Western astrology. Supports any date (today, tomorrow, a specific date) and any time period (daily/weekly/monthly), covering five dimensions — Overall, Love, Career, Finance, and Health — with a Lucky Guide and Daily Tip. Can deliver personalized readings based on the user's birthday. Pure LLM generation, no external API required. Trigger words: horoscope, daily horoscope, zodiac forecast, what's my horoscope today, weekly horoscope, monthly horoscope, star sign reading, astrology forecast, what's my sign today. Not intended for: Ba Zi (Four Pillars), Zi Wei Dou Shu, Tarot, Numerology, or Feng Shui — use fortune-hub to find the right skill for those domains.
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eamanc-lab Bundle Numerology FortuneAnalyzes your numerology profile using the Pythagorean system. Triggered when users ask about Life Path Numbers, Expression Numbers, and other numerology topics. Accurately calculates the five core numbers (Life Path, Expression, Soul Urge, Personality, Birthday) plus personal cycles (Personal Year/Month/Day) from your birth date and full legal name, revealing personality traits, natural talents, and life rhythms — with every calculation step shown in full for verification. Pure math + LLM interpretation. No external API required. Trigger phrases: numerology, life path number, expression number, soul urge, destiny number, lucky number, numerology reading, personal year. Not applicable for: horoscope readings, Chinese astrology (BaZi), tarot, or other non-numerology domains — use the fortune-hub router or the corresponding Skill instead.
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vllm-project-vllm-omni Bundle Review PrReview pull requests and local branches for vllm-project/vllm-omni with a frozen snapshot, module-design ownership, feature-design overlays, targeted validation, and concise evidence-backed findings. Use for default, detailed, or repeat maintainer reviews; checking correctness, compatibility, tests, benchmarks, model additions, distributed changes, or breaking behavior; and identifying or explicitly requesting the most relevant code-owner reviewers. Use precheck-pr instead for an author's pre-submit self-check.
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vllm-project-vllm-omni Skill Add RecipeAdd or update an in-repository vLLM-Omni model recipe with verified task, input, output, hardware, command, feature, and validation contracts. Use when creating files under recipes/, restructuring a recipe after review, documenting a newly supported model, or synchronizing recipe claims with support tables and shared feature guides.
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vllm-project-vllm-omni Bundle Precheck PrSelf-check your branch before creating a PR — catch dead code, prevent new model-specific Python examples, verify accuracy/perf claims, validate PR title format, and confirm merge readiness. Use when the user says "precheck", "self review", "pre-submit check", or "check my PR before I open it." Never posts to GitHub.
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vllm-project-vllm-omni Bundle QuantizationWork on vLLM-Omni quantization for diffusion, autoregressive, omni, or multi-stage models. Use when choosing or adding methods such as fp8, int8, gguf, mxfp8, mxfp4, mxfp4_dualscale, ModelOpt, AutoRound, INC, msModelSlim, awq, or gptq; debugging quantized loading; or validating memory, speed, and output quality.
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vllm-project-vllm-omni Bundle Add Tts ModelIntegrate a new text-to-speech model into vLLM-Omni from HuggingFace reference implementation through production-ready serving with streaming and CUDA graph acceleration. Use when adding a new TTS model, wiring stage separation for speech synthesis, enabling online voice generation serving, debugging TTS integration behavior, or building audio output pipelines.
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vllm-project-vllm-omni Bundle Diffusion Perf OptDiagnose and optimize vLLM Omni diffusion workloads, especially Wan/Qwen/Flux-style image and video generation. Use when Codex is asked to analyze profiling traces, choose parallel strategies, inspect torch profiler trace.json or trace.json.gz timelines, estimate optimization ROI, investigate GPU idle/free bubbles, compare USP/CFG/HSDP/VAE parallelism, or design operator/host/quantization optimizations for vLLM Omni.
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bcowdery Bundle Statusline SetupUse when setting up, installing, or customizing the Claude Code status line. Triggers on requests to configure the status bar, show model info, token usage, cost tracking, or git branch in the terminal status area.
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ypollak2 Skill RouteRoute a task to the best LLM based on task type and complexity
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ypollak2 Skill RoutingRoute tasks to the cheapest capable model automatically using llm_router MCP tools
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0-ai-ug Skill Cate CLIDrive Cate browser, terminal, editor, panel, review, and coding-agent orchestration surfaces from a Cate terminal. Browser page automation targets Cate's live webviews directly.
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zapier Skill Zapier DemoWalk a new user through setting up their first Zapier action and running it live — the smallest possible win. Asks what app they use, recommends one read action to enable, guides them to mcp.zapier.com to add it, then demonstrates it working in the same chat. Use when the user asks "show me how Zapier works", "set up my first action", "give me a quick demo", "I want to try it", "what's the fastest way to see this work", "minimal setup", "hello world", or "smallest example".
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zapier Skill Zapier StatusCheck the health of your Zapier MCP setup. Three modes — health check (dashboard view), audit (find waste and duplicates), diagnose (systematic troubleshooting). Use when asking "is my MCP working?", "check my tools", "audit my setup", "what's broken?", or "zapier status".
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zapier Skill Zapier ExploreExplore what Zapier MCP can do for the user — interview them about their role and the apps they live in, suggest specific use cases as on-demand prompts, then walk them through enabling the actions to make those use cases real. The natural next step after `zapier-demo`. Use when the user asks "what else can Zapier do for me", "set up more tools", "add a starter pack for my role", "what should I enable next", "suggest workflows", "help me figure out what to do with Zapier", "I don't know where to start", or "give me Zapier examples".
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zapier Skill Zapier OnboardOnboard a new user to Zapier MCP — introduce what it can do, walk through authentication, and route into the right flow based on the state of their setup. Use when getting started, troubleshooting connection issues, or when the user asks "what is Zapier MCP", "how do I get started with Zapier", "set me up", "what can I do with Zapier", or "tell me about Zapier".
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vllm-project-vllm-omni Skill Find SimplificationsFind evidence-backed simplification candidates in vLLM-Omni and, when requested, turn them into focused proposals or code changes. Use for audits of dead, duplicated, speculative, over-generalized, unnecessarily defensive, or hand-rolled code. Use review-pr for ordinary correctness review and diffusion-perf-opt for performance-first optimization.
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vllm-project-vllm-omni Bundle Vllm Omni Npu Model Runner UpgradeUpgrade vllm-omni NPU model runners (OmniNPUModelRunner, NPUARModelRunner, NPUGenerationModelRunner) to align with the latest vllm-ascend NPUModelRunner while preserving omni-specific logic.
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vllm-project-vllm-omni Bundle Production Add Diffusion ModelProductionize a vLLM-Omni diffusion model after its Day-0 vertical slice works. Use when work requires official API parity and input limits, feature-combination evidence, online FP8, distributed layerwise offload, per-request Cache-DiT, CUDA/ROCm/NPU/XPU recipes, faster or sparse attention, fused operators, USP or disaggregation analysis, continuous batching and abort handling, long-running RPS stability, or accuracy/performance/reliability CI. For initial architecture porting, registry wiring, and basic weight loading, use add-diffusion-model first.
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canyonroad Skill Agentsh Policy CreateUse when creating a new AgentSH security policy, including agent sandboxes, CI pipelines, development environments, HTTP service gateways, or Postgres-family database access policies
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austinogilvie Bundle Validating Agent ToolsValidate Claude Code skill, agent, and command configs in .claude/ against Anthropic best practices and generate CLAUDE_MEMO_AI_TOOLS_REVIEW.md. Use when asked to validate, audit, check, or review Claude skills, commands, or agents, or when you want a post-change validation pass.
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gulmezeren2-byte Skill Forecast Accuracy ReviewEvaluate demand-forecast quality honestly - WMAPE, bias and Forecast Value Added against a naive benchmark over a rolling-origin backtest. Use when the user mentions forecast accuracy, MAPE, demand planning performance, tahmin doğruluğu, talep tahmini, or asks whether a forecasting process or tool is worth it. Differentiator - judges the process (value added vs doing nothing), not just the model.
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ethpandaops Skill QueryQuery Ethereum network data via ethpandaops CLI or MCP server. Use when analyzing blockchain data, block timing, attestations, validator performance, network health, or infrastructure metrics. Provides access to ClickHouse (blockchain data and OTel logs), Prometheus (metrics), and Dora (explorer APIs).
Frequently asked questions
What are AI & ML agent skills?
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
Which AI & ML skills are most installed?
Popular AI & ML skills on SkillMD right now include prepare-release, release-test-audit, integration-test-guard. Rankings shift as installs change; sort this page by "Most installs" for the live list.
Do AI & ML skills work with Claude Code and Cursor?
Yes. Every skill here ships as a SKILL.md file, an open format that works in Claude Code, Claude.ai, Cursor, Codex, Windsurf, and 60+ other agents. Install one with npx skillmds@latest add <owner>/<name>, or copy the file into your agent's skills directory.