AI Ml AI Skills

Walk through a live web app AS a real user to find usability + behavioural bugs that static reviews miss. REQUIRES proof of interaction (typing, clicking, sending, observing) before any verdict — a…

Trace relationships between semantic models and downstream reports across Fabric workspaces. Automatically invoke when the user asks to "find downstream reports", "show report lineage", "impact…

Compare and optimize shipping rates across carriers and fulfillment methods. UPS, FedEx, USPS, DHL rate comparison, zone optimization, and shipping strategy to maximize margins.

Host security hardening and risk-tolerance configuration for OpenClaw deployments. Use when a user asks for security audits, firewall/SSH/update hardening, risk posture, exposure review, OpenClaw cron…

Find Agent Skills for a goal the user cannot name yet, then export an installable bundle. Use when they ask which skills fit a project. Don't use for installing named skills, authoring skills, or…

量子位（QbitAI，国内AI行业Top 1科技媒体）的AI科技自媒体创作思维——团队出品·数据驱动·速报+深析+智库三位一体。 触发词：「量子位视角」「像量子位那样写」「AI行业新闻快讯」「AI十大趋势」「AIGC全景图谱」「MEET智能未来」。 擅长：AI行业新闻快讯、深度特稿报道、产业研究报告（AI十大趋势/AIGC全景图谱）、年度大会内容框架、…

Architecture and component diagrams as HTML/SVG (dark-themed)

Expert knowledge for Azure Backup development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations &…

Search and curate X/Twitter behind one selector - keyword, topic roundup, a single or tracked-account digest, an X list, or the AI-agent buzz preset - clustered into signal-scored sub-narratives.

Use when the user wants to run a YOLO-Master task (train/val/predict/track/export/benchmark) or use the Agent Skill dispatcher.

Niagara emitter color/curve authoring (tint, hue-shift, ColorFromCurve keys), rapid-iteration parameter tuning, and Custom-HLSL scratch-pad authoring (NiagaraEmitterService +…

Write Reddit posts and comments that recommend affiliate products without getting banned or flagged as spam. Subreddit-native content that adds value first. Use this skill when the user asks about…

Use when building any Flutter screen or component to choose responsive Row, Column, Expanded, Flexible, and Spacer layouts before fixed-size or coordinate-based alternatives.

Data architecture patterns (warehouse, lake, lakehouse, mesh), ETL/ELT pipelines, streaming architectures, scaling strategies, and schema design patterns

Use this skill when working with scientific research tools and workflows across bioinformatics, cheminformatics, genomics, structural biology, proteomics, and drug discovery. This skill provides…

Check external services, hosts, browser sessions, model endpoints, and agents before an end-to-end run. MANUAL-ONLY: load when a caller names it. NEVER auto-load from context for ordinary testing or…

Publish the current revision of an LLM4AD research workflow stage, including after a user edits and replaces an earlier conversation turn.

Compress natural language memory files (CLAUDE.md, todos, preferences) into caveman format to save input tokens. Preserves all technical substance, code, URLs, and structure. Compressed version…

短篇网文扫榜。分析知乎盐言、七猫、黑岩、点众等平台热门短篇数据，捕捉风口题材。 触发方式：/story-short-scan、/短篇扫榜、「短篇什么火」「知乎故事排行」

Migrate only uloop V2 CLI option syntax in agent skills, Markdown, POSIX shell scripts, and PowerShell scripts to V3 syntax. Use when updating first-party or third-party uloop command examples that…

Use when finished work needs to reach a coco-managed repository (coco-research/coco or similar) — verifies branch state, commits, pushes through the corporate DLP guard only when actually needed,…

Hugging Face CLI to estimate the required memory to load Safetensors or GGUF model weights for inference from the Hugging Face Hub.

Post-PR refactor pass. Sizes the diff against the remote default branch, fans out refactor-simple (and refactor-deep on large changes) as fresh subagents that run blind to each other, merges their…

Assert the work behaves by iterating the project's coding assertions until they pass, plus optional architecture and frontend facets. Use to validate an implementation. Not for reviewing or writing…

Async control flow, error handling, module design, streams, and production hardening

处理和分析用户上传的文件引用，提取关键信息并提供应用建议。适用于解析@符号引用、自然语言引用、提取短剧策划相关信息

Generate tests by exploring your app with the AI vision agent

Prepare separate Medical Benefits Scheme calculations for ordinary employees, age categories and low earnings without importing social-security ceilings.

Migrates Airflow projects from airflow-ai-sdk to apache-airflow-providers-common-ai 0.4.0+. Use when replacing airflow-ai-sdk with the official Airflow AI provider - migrating LLM decorators…

Decision protocol for the map-reduce / dynamic fan-out pattern in LM pipelines — "given list L, run f(item) for each item in parallel, then combine". Activates when the coder agent is about to process…

Jev-driven browser automation: Jev picks operations, programs execute, a text model writes field values only when Jev cannot pick one from the goal.

Creates product strategies using Crossing the Chasm, Playing to Win, and strategic canvas frameworks. Use when defining where to play and how to win, choosing beachhead markets, or connecting tactics…

Patterns for building reactive apps including subscription management, optimistic updates, cache behavior, and paginated queries with cursor-based loading

Evaluate technical options with scoring matrix, trigger Gate 4 for significant decisions

Routes training, fine-tuning, validation, checkpoint, and inference workflows for 3D ResNets PyTorch.

Run isolated eval and grading calls using CC 2.1.81 --bare mode. Constructs claude -p --bare invocations for skill evaluation, trigger testing, and LLM grading without plugin/hook interference. Use…

Comprehensive code review covering security vulnerabilities, performance bottlenecks, best practices, and refactoring opportunities. Use when user requests code review, security audit, or performance…

公务员考试（国考/省考/联考）行测申论解题技巧与备考助手。基于花生十三公开教学体系，覆盖资料分析（ABRX体系、截位直除、415份数法、假设分配法）、数量关系（工程/行程/利润/排列组合/容斥/最值/年龄/几何）、言语理解（逻辑填空语境分析、片段阅读中心理解、语句排序）、判断推理（图形推理规律体系、定义判断要素法、类比推理关系层级、逻辑判断翻译推理与加强削弱）、申论（单一题/综合题/公文题/大作文…

Scaffold and validate new toolkit skills with the standard file layout, metadata, output contract, and orchestrator registration checklist.

Implement the result of /to-spec and /to-tickets in code.

Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelevant matches', 'missing expected results', or…

Generate professional HTML/PDF investment reports with interactive visualizations

The only memory skill that watches on its own. No database. No vectors. No manual saves. Just an LLM observer that compresses your conversations into prioritised notes, consolidates when they grow,…

Design and document a ai translation workflow with structured process, quality checks, and system integration

用于【AI科幻】题材下的连续性、旧线回收与冷热线管理。作为题材包装层、兼容入口与路由层，负责保留AI科幻入口名、补充旧案回声、关系余波、数据链不断点与回归压力判断，并明确要求优先强制加载并使用 `通用-管理连续性冷热线`。关键词：AI科幻连续性、旧线回收、冷热线、回归窗口、数据链不断点。

Test LLM, RAG, MCP, and agentic systems end to end. Build golden datasets, run deterministic checks and LLM judges, score retrieval, probe prompt injection, verify tool use, and gate CI on thresholds.…

Use when turning one named customer's measured win into a case study, or the attributed testimonial quote that travels with it — consent-cleared, metrics-anchored proof for the next skeptical buyer.…

Implement Named Entity Recognition to identify and classify entities in text. Use this skill when the user needs to extract people, organizations, locations, dates, or custom entities from documents —…

Display session efficiency report showing token savings, cache performance, and optimization recommendations. Use when user asks "show my stats", "how efficient am I?", "show session metrics", or…

创建自定义展示页面（display 类型）并返回 pageId（即 formUuid）；仅当目标 page 缺失且用户意图允许新增页面时使用。

Switch AIWG CLI to dev mode (local repo source), rebuild, deploy dev tools, and run a health check — all via the Steward agent