Data Analysis AI Skills

Diagnose failed Apache Spark and PySpark applications from History Server evidence, logs, and cluster-manager state. Use for driver or executor crashes, out-of-memory errors, fetch failures, task…

Generate A-share end-of-day market review reports with Pandadata data, covering trade-date checks, index performance and valuation, market breadth, limit-up/down sentiment, industries/concepts, 龙虎榜,…

Design and evaluate simple sports prediction baselines before accepting more complex models. Use for constant-rate, home-advantage, logistic, Elo-style, or market-reference comparisons.

Use when coordinating multiple agents for complex tasks, managing agent teams, or delegating work across specialized agents. Includes patterns for agent communication, task delegation, and team…

Draft, restructure, or revise evidence-grounded research manuscripts and individual sections across computational, engineering, mathematical-method, and empirical research. Use for Abstract,…

Desenha sistema de progressão e engajamento — XP, níveis, quests, recompensas.

舆情监控技能，最终产出舆情报告。当用户问「某事件/话题舆情如何」「舆论怎么样」「做舆情分析」「运行舆情分析」或按关键词/平台爬取并生成舆情报告时，使用本技能。约定：凡舆情相关意图即执行全流程（爬取→情感分析→生成报告）。爬取由本技能完成；情感分析由主 Agent 按提示词自主判断；报告由 generate_report 生成。

Record a narrated product demo video without a screen recorder — an agent drives the browser while ElevenLabs narrates, perfectly synced, out to a polished MP4 with captions. Core engine + developer…

Apply interaction design (IxD) principles and frameworks to product and service design work. Use this skill when designing or evaluating interaction flows, micro-interactions, feedback mechanisms,…

Data-dense dashboard and admin panel design skill for AI agents. Enforces information hierarchy, data visualization clarity, high-density layouts, and professional SaaS-grade UI patterns.

Design patterns for chat interfaces, agent UX, streaming UI, and tool visualization. Covers chat architecture, message types, streaming rendering, tool execution cards, and sandbox UI derived from…

Load when building a warm, hand-drawn 'naive design' aesthetic — childlike doodles, crayon/marker/risograph texture, lowercase friendly type, soft mascots, intentional imperfection — for branding,…

Use when designing or reviewing an application's overall layout shell — deciding between sidebar+main, top-nav, three-pane, master-detail, dashboard grid, or mobile tab shell; sizing panels and…

Improve an existing website or web app's decision clarity, trust, forms, UX copy, and accessibility without dark patterns. Use when an agent must polish CTAs, navigation, pricing, onboarding, empty or…

Web browser automation with AI-optimized snapshots for claude-flow agents

Diagnoses metric movements when the user has data — a number dropped/spiked/plateaued, before/after numbers, a funnel, a cohort table, or a CSV — and asks "is this real?", "why?", or "what to check…

Runs reproducible CellProfiler microscopy pipelines for nuclear segmentation, cell counts, and per-object fluorescence measurements. Supports image/channel manifests, headless batch execution,…

Prompt for creating an Epic Product Requirements Document (PRD) for a new epic. This PRD will be used as input for generating a technical architecture specification.

Use when testing the golden_chat_empty golden build

Run Flux Balance Analysis (FBA) and related constraint-based simulations using COBRApy. Covers standard FBA, parsimonious FBA (pFBA), Flux Variability Analysis (FVA), loopless FBA, gene/reaction…

Create effective data visualizations using best practices for clarity, accuracy, and visual communication of insights

Write 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…

需要把演示 / 幻灯片 / PPT / slides 做成单文件 HTML 动态 deck（动效、跨页过渡、键盘翻页、1280×720）时使用。本 skill 非入口：使用前必须先确认 sn-ppt-entry 与 sn-ppt-story 两个前置 skill 可用，依次执行 entry（建 DECK_DIR / task_pack.json）→ story（生成…

Run expert-determination-style quasi-identifier risk scoring (k-anonymity, l-diversity) plus OpenMed's empirical re-identification attack on a de-identified dataset, then document residual risk in a…

Bring a published CLI from the public library into the internal library so it's identical to a freshly-generated copy — module path reverted, manuscripts placed alongside, ready for…

Query and operate connected Google Search Console properties through NotFair MCP. Use for live GSC query or page performance, clicks, impressions, CTR, position, traffic changes, indexing status, URL…

Systematically explore quantization configurations for a TFLite model using the LiteRT Quantizer API, finding the optimal recipe that balances file size and accuracy. Use this skill whenever the user…

Use when Python environment setup is needed for data visualization or conda installation is required

Analyzes genetic variant effects on gene expression (RNA-seq), chromatin accessibility (DNASE), histone marks (ChIP), and transcription factors using the AlphaGenome API. Use when the user asks about…

Find and execute cross-platform arbitrage opportunities across prediction markets

Deploy or update the PostHog Analytics Agent on Omnara, an agent that queries a PostHog project through PostHog's MCP server and delivers a daily usage report. Use when the user asks to deploy, set…

Create high-performance infinite scrolling lists with pull-to-refresh and load-more capabilities using WebFListView. Use when building feed-style UIs, product catalogs, chat messages, or any…

Adversarial verification of finished work. Treats any "done" as a set of claims, then re-runs the claimed verifications, diffs what actually changed, detects weakened tests and false completion…

When the user wants to set up, interpret, or improve their app analytics and tracking. Also use when the user mentions "analytics", "tracking", "metrics", "KPIs", "App Store Connect analytics",…

When the user wants to set up, interpret, or improve their app analytics and tracking. Also use when the user mentions "analytics", "tracking", "metrics", "KPIs", "App Store Connect analytics",…

Multi-agent research orchestration: split a research goal into parallel sub-goals, run each via headless `claude -p` subprocesses, aggregate results into a polished report file. Use for systematic…

Before and after changing anything shared — a function's return value, a signature, a schema, a label set, a config default, a constant, a file format — find every consumer and actually run them.…

Synthesize durable KTX wiki pages from staged Google Drive document pulls. Load when a WorkUnit contains Google Doc raw files from `docs/**`.

Install and manage Python packages using uv pip. Use when a Python import fails with ModuleNotFoundError, user asks to install a package, or a script requires a missing dependency.

Skill for using the KnowledgeIndex registry to discover which directories contain `.knowledge.yaml` files without walking the filesystem. KnowledgeIndex is a lightweight SQLite cache. It maps…

Audit an LLM eval pipeline and surface problems: missing error analysis, unvalidated judges, vanity metrics, etc. Use when inheriting an eval system, when unsure whether evals are trustworthy, or as a…

Produce an experiment blueprint from a research hypothesis

GraphQL pentest playbook — find the endpoint, dump the schema (introspection or field-suggestion fallback), then test for authorization gaps, query batching, alias overload, depth-based DoS, and…

Fast, read-only, index-first llm-wiki queries for OpenCode and compatible instruction-file harnesses.

Gates polygenic risk score percentiles on trait applicability, score integrity and ancestry transferability, withholding the percentile when it would be uninterpretable and attributing the error to…

Room/SQLite, DataStore and repository traps: migrations, NOT IN with NULLs, LIKE escaping, delete order, local-time bucketing, imports, caching, paging. Use before writing a query or migration, or…

Backend API design, database architecture, microservices patterns, and test-driven development. Use for designing APIs, database schemas, or backend system architecture.

Configure Azure Monitor and Activity Log for auditing. Set up diagnostic settings and log analytics. Use when auditing Azure activity.

Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access (Bio.Entrez). Best for batch processing,…

Launch Loki Mode autonomous SDLC agent. Handles PRD-to-deployment with minimal human intervention. Invoke for multi-phase development tasks, bug fixing campaigns, or full product builds.

Working with diverse data formats: binary, text, structured, and custom