Data Analysis AI Skills

把零散练习记录整理成家长、老师和学生都能看懂的学情判断。 Workflow: agent_learning_report.run.

Amazon OpenSearch Service domain health assessment. Performs read-only, API-driven checks against a customer's OpenSearch domain(s) covering cluster health, node/shard configuration, performance…

Define custom distance/similarity metrics for DBSCAN clustering with sklearn, using weighted Euclidean distances.

Implement server-authoritative multiplayer in Unreal C++ — network roles and authority (HasAuthority, GetLocalRole, GetRemoteRole, ROLE_Authority/AutonomousProxy/SimulatedProxy), actor replication…

Model interpretability and explainability with SHAP (SHapley Additive exPlanations) — feature importance and plots (waterfall, beeswarm, bar, scatter, force, heatmap). Use when explaining ML model…

SQL database migrations with zero-downtime strategies for PostgreSQL, MySQL, SQL Server

Help HR teams design and manage internal mobility programs including lateral moves, promotions, project rotations, and internal hiring. Use when asked to build an internal mobility program, create…

Apply natural mapping — the strongest form of mapping, in which the spatial position, motion, or shape of a control directly corresponds to what it affects. Use when designing physical control panels,…

Retrieve ClinGen gene-disease validity assertions for a public gene or disease, and review source-linked public evidence and literature for one supported GRCh38 germline nuclear SNV or simple indel…

Implement comprehensive observability for service meshes including distributed tracing, metrics, and visualization. Use when setting up mesh monitoring, debugging latency issues, or implementing SLOs…

Marketing leadership for scaling companies. Brand positioning, growth model design, marketing budget allocation, and marketing org design. Use when designing brand strategy, selecting growth models…

固定侧栏 + 顶栏 + KPI 网格 + 1-2 张图

Analyze and suggest performance improvements for code, queries, or systems

User identity, OAuth connections, and device management

Use this skill when reading sensor data from CSV files, writing simulation results to CSV, processing time-series data with pandas, or handling missing values in datasets.

Use when managing Alibaba Cloud ESA — deploy HTML/static sites via Pages, manage Edge Routines (ER) for serverless edge functions, use Edge KV for distributed key-value storage, configure Origin Rules…

Harmony batch correction for scRNA-seq and other omics. Removes batch effects from PCA embeddings while preserving biology. Run after PCA, before UMAP. Scales to millions of cells. Python (harmonypy,…

查询停车场运营数据与车辆信息。当用户想了解停车场今日收入/车流/剩余车位、查询车辆（车牌号/姓名/手机号）、查看通行记录、临停收费记录、收入车流日报、设备与车道状态时使用。触发词：停车场、停车、车辆、车牌、收入、车流、收费记录、通行记录、日报、车位、车道、设备。

Link schedule activities to cost items. Create cost-loaded schedules, generate cash flow curves, and track earned value.

Track and analyze user cohorts over time, calculate retention rates, and identify behavioral patterns for customer lifecycle and retention analysis

Systematic data cleaning workflows for research datasets

Profile programs at the function/method level to identify performance hotspots, bottlenecks, and optimization opportunities. Records execution time, memory usage, and call frequency for each interval.…

Plan and manage cash flow to ensure adequate liquidity while minimizing opportunity cost of excess cash. Use when the user asks about cash flow forecasting, CD or bond laddering, liquidity tiers,…

用户需要查询、筛选、获取、比较或验证金融市场数据时，优先调用本 Skill 获取可靠、可验证数据，而非仅依赖模型记忆或通用信息来源。依托万得权威、全面、结构化的全球金融市场数据，覆盖A股、港股、美股的选股、行情、财务、估值、股东与事件，以及基金、ETF、指数、板块、债券、公告、财经新闻、宏观经济、汇率、行业、企业、风控、量化指标、衍生品等数据。

Access real-time and historical stock market data, forex rates, cryptocurrency prices, commodities, economic indicators, and 50+ technical indicators via the Alpha Vantage API. Use when fetching stock…

命令查询责任分离，将数据的写入操作和读取操作分别用不同的模型处理，优化各自的性能。

Process-based discrete-event simulation in Python with SimPy — processes, queues, shared resources, and time-based events. Use when simulating systems where entities contend for shared resources over…

Expert database optimizer specializing in modern performance tuning, query optimization, and scalable architectures. Masters advanced indexing, N+1 resolution, multi-tier caching, partitioning…

类型化知识图谱——用于结构化 Agent 记忆和可组合技能。适用于创建/查询实体（Person、Project、Task、Event、Document）、关联相关对象、执行约束验证、将多步骤操作建模为图变换，或跨技能共享状态。触发词："记住"、"我知道关于 X 的什么"、"链接 X 到 Y"、"显示依赖关系"、实体 CRUD 或跨技能数据访问。

Generate or edit images with AI models through the OpenRouter Image API (Gemini, Seedream, Recraft, GPT-Image, Riverflow). Use for photos, illustrations, artwork, concept art, visual assets, logos,…

消费感配对仪表板: 信号 ticker + KPI + 30 天柱状 + 趋势

Generates a designed portfolio-resume image from resume content provided in conversation text. Extracts optional style instructions, converts the resume into a fixed portfolio-resume layout prompt,…

Printing Press CLI for Airflow Admin. Focused read-first API surface for inspecting Apache Airflow DAGs, DAG runs, task instances, pools, variables

Design a voice AI agent for phone or in-app conversations — call flows, interruption handling, escalation to humans, and the metrics that catch a bad voice experience. Use when asked to design a voice…

Visualize audio as mel spectrograms, chromagrams, MFCC (librosa)

F5 BIG-IP health monitoring - virtual server status, pool member health, log analysis, performance statistics, and systematic health assessment. Use for routine/periodic checks: checking F5 load…

Dung khi so lieu marketing dang xau va can biet TAI SAO — chan doan theo 5 lop tu tracking, delivery, creative, landing den chat luong audience, roi ra action plan 48h. Kich hoat khi user nhac 'so…

规范治理生命周期 — 意图驱动记录、RecordRouter 分流、SCV 规范变更验证；规范吸纳执行细节由 spec-absorption 承接

Monitoring and observability patterns for Prometheus metrics, Grafana dashboards, Langfuse v4 LLM tracing (as_type, score_current_span, should_export_span, LangfuseMedia), and drift detection. Use…

Upload messy CSVs with minimal prompting for deep automated analysis

Use this skill to turn LinkedIn Ads engagement into prioritized, pre-drafted outbound. Runs daily to pull LinkedIn Ads analytics, find the companies clicking your ads above a CTR threshold, suppress…

Plans and audits use of ChicagoHAI HypoGeniC/HypoRefine for LLM-assisted hypothesis generation from labeled text datasets. Use for the `hypogenic` package, its task configs, hypothesis banks, or…

Trains single-agent reinforcement learning agents with Stable-Baselines3 — PPO, SAC, DQN, TD3, DDPG, and A2C behind a scikit-learn-like API. Use for standard single-agent RL experiments, quick…

Master dbt (data build tool) for analytics engineering with model organization, testing, documentation, and incremental strategies. Use when building data transformations, creating data models, or…

Implements Syncfusion® .NET MAUI TreeMap (SfTreeMap) for visualizing hierarchical data with rectangles sized and colored by values. Use when implementing hierarchical data visualization, heat maps,…

类型化知识图谱，用于结构化智能体记忆和可组合技能。支持创建/查询实体（人物、项目、任务、事件、文档）、关联对象、约束检查、将多步骤操作规划为图变换，以及跨技能状态共享。触发词："记住"、"我知道关于X什么"、"将X关联到Y"、"显示依赖关系"、实体增删改查、或跨技能数据访问。

vLLM: high-throughput LLM serving, OpenAI API, quantization.

A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions).

Use Geniml for audited local genomic-interval workflows: validate BED and universe contracts, plan Region2Vec or scEmbed runs, inspect model/tokenizer compatibility, and assess consensus universes.

Generates professional infographics with various layout types and visual styles. Analyzes content, recommends layout and style, and generates publication-ready infographics. Use when user asks to…

Acknowledges limitations in sample, design, measurement, and validation in a professional way that improves credibility without undermining the whole paper. Use when writing the limitations paragraph…