Data Analysis AI Skills

策略回测师，基于历史行情与技术指标执行轻回测编排并输出绩效评估。

Record sports-modeling experiments with the hypothesis, data cut, validation charter, metrics, leakage status, decision, commands, and artifacts. Use for trials, model comparisons, and reproducible…

Build execution-ready research plans, experiment proposals, and ablation designs. Prefer invoking via research-workflow. TRIGGER when: user asks for research proposal, experiment plan, ablation…

Browser automation with cmux embedded webviews (not Chrome/Chromium). Use when $CMUX_WORKSPACE_ID is set and you need to open sites, interact with pages, wait for state changes, or extract data.…

Use when creating API documentation, implementing OpenAPI specifications, writing Swagger documentation, creating GraphQL schemas, and generating SDKs. Includes documentation best practices, API…

Build a go-to-market plan that's a stage-appropriate system — customers, channels, pricing, timing, and partnerships that fit the company's maturity — not a generic launch checklist. Gates on GTM…

Use when measuring, evaluating, replaying, evidencing, or tracking success for AI agent tasks, steps, traces, and outcomes.

Use when planning UX research, discovery interviews, usability tests, synthesis, or evidence-backed product recommendations.

Analytics and reporting interface design including data visualization, report builder, and metric dashboards.

Personas, touchpoint mapping, phase models, onboarding, customer retention, and data-driven journey analysis for user-centered web design.

App Store and Google Play screenshot creation with exact platform specs. Covers iOS/Android dimensions, gallery ordering, device mockups, and preview videos. Use for: app store optimization, ASO, app…

Generates a definitive "Design Read" inference of the product before any code is written, establishing the creative baseline.

This skill should be used when a frontend feels slow, fails Core Web Vitals, has a large bundle, or needs performance optimization. Trigger phrases include "make it faster", "improve performance",…

Build a dark "cosmic glass" dashboard — aurora-lit background, frosted glassmorphism panels, a per-section tone-tint system, cyan/violet/magenta accents, big tight-tracked headlines, pill buttons with…

Design how AI presents results across text, code, images, charts, and mixed media - response formatting, output hierarchy, and cross-modal transitions. Use when: AI output design, response formatting,…

Manages biological datasets and models with LaminDB, including artifact registration, lineage tracking, schema validation, Bionty ontology annotation, query/search, collections, branches, storage, and…

Use when putting data into cognee memory with remember() — choosing inputs (text, files, folders, URLs, repos, databases), datasets and node_sets, loaders, ontologies, the graph extractor (LLM or…

Production pipeline for mathematical and technical animations using Manim Community Edition. Creates 3Blue1Brown-style explainer videos, algorithm visualizations, equation derivations, architecture…

Summarizes Google Cloud Data Lineage graphs to help users debug data quality issues and understand data provenance for BQ/GCS. Use when summarizing upstream and downstream data flows, and presenting…

Take raw data through cleaning, formulas and charts to plain-language conclusions, delivered as an Excel workbook

Read, write, merge, split, rotate, watermark, encrypt, and OCR PDF files using Python (pypdf, pdfplumber, reportlab, pypdfium2) and command-line tools (poppler-utils, qpdf). Use when the user asks to…

Use when another PPT Skill needs web search, image search or download, or image generation and the host Agent's equivalent native capability is absent or has failed.

Autumn billing in Epicenter: `autumn.config.ts`, `autumn-js` credit checks, `atmn` CLI, plan gates, and metered AI usage. Use when changing billing, pricing, credits, plan access, refunds, or usage…

Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure,…

Describe the role and your background, get a concise, compelling cover letter paragraph.

Transform data into compelling narratives using visualization, context, and persuasive structure. Use when presenting analytics to stakeholders, creating data reports, or building executive…

用于 Agent 通过 hithink-finance CLI 基于已有本地数据做中立研究准备、面板导出、只读 SQL、描述性统计和可复现实证数据集；不用于实时取数、荐股、择时、组合建议或投资结论。

[omh] Data pipeline work -- an ETL or streaming job, a backfill or replay, duplicate events, a schema change downstream, a lineage question, a data-quality regression: make every rerun idempotent,…

Select and create Growth Signal chart posts for Instagram, X, and LinkedIn from original content, measured post performance, and primary data. Use the approved Desk Edition style with chart-level…

Recommend a data-portal architecture (storage, compute, catalog, access, hosting, metadata) from stated needs, then hand off to the build skills. The advisory entry point. Use when starting a new…

Interactive web dashboards: stock trackers, sector heatmaps, portfolio monitors, served via preview URL

Extract durable ktx knowledge and semantic-layer contribution proposals from staged Looker runtime dashboard, Look, and explore JSON. Load for WorkUnits whose raw files are under explores/,…

Make front and sparkle UI strings translatable with Lingui. Use when adding or changing user-visible text in `front/components`, `front/hooks` or `front/lib` React code or in `sparkle/src` components,…

Show Bernstein orchestrator status - active agents, task progress, costs, and alerts. Use when the user asks about orchestrator status, what agents are doing, task progress, how much has been spent,…

Analyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular data, or .xlsx files.

Deploy Rails applications to Railway. Handles first-time setup and re-deploys idempotently using Railway CLI. Trigger on: "deploy", "deploy to railway", "railway deploy", "发布", "部署", "上线".

Query metadata and download data from the NCBI Gene Expression Omnibus (GEO). Works with GEO accessions (GSE series, GSM samples, GPL platforms, GDS datasets) to search GEO DataSets, fetch series and…

Create operational runbooks and standard operating procedures. Document troubleshooting guides and recovery procedures. Use when documenting operational knowledge.

Research a bounded factual, documentation, API, or literature question from authoritative sources and save a self-contained Markdown report with claim-level citations. Use for reading-heavy evidence…

Execute arbitrary Python or PySpark code on Fabric Spark compute without creating a notebook artifact; ephemeral Livy sessions with full Delta table access. Automatically invoke when the user asks to…

Datadog CLI (pup). OAuth2 auth with token refresh.

Design the analytics layer with script-backed benchmarks: KPI trees, report templates, MMM, cookieless. "define our KPIs"

Add feature flags to an application for gradual rollouts, A/B testing, and kill switches using PostHog, LaunchDarkly, or a simple local implementation.

Use when creating or modifying dbt Semantic Layer components — semantic models, metrics, dimensions, entities, measures, or time spines. Covers MetricFlow configuration, metric types (simple, derived,…

Build and review Rails webhook systems with safe delivery, retries, observability, and tenant-aware security controls. Use when adding webhook endpoints, outbound deliveries, retry logic, or webhook…

AWS Aurora Serverless v2, RDS Proxy, Data API, connection pooling

Step 2 of the PaperOrchestra pipeline (arXiv:2604.05018). Execute the visualization plan from outline.json — render plots and conceptual diagrams from experimental_log.md and idea.md, optionally…

多源深度调研与专业报告生成。适用场景广泛——只要用户的问题涉及需要深度分析的专业话题，就应使用此技能。包括但不限于：(1) 用户明确要求调研/research/综述/报告/发现；(2) 用户提出一个技术或科学话题，话题复杂度需要多源深度分析；(3) 用户要求对比多种技术方案的优劣；(4) 涉及生物医药、蛋白质、基因、药物靶点等需要专业数据库支撑的问题。核心能力：根据问题性质自动组合 arXiv…

Exploratory research or spike - investigation without production code

Explore and query data on S3, Cloudflare R2, GCS, MinIO, or any S3-compatible storage. Use when the user mentions an s3://, r2://, gs://, or gcs:// URL, asks "what's in this bucket", wants to list…

Multi-objective Evolution of Heuristics (MEoH) method skill. USE WHEN the user explicitly requests MEoH / Multi-objective EoH, or wants Pareto-based population evolution with archive for…