Data & Analytics

stanfish06 Bundle

Develop Lakeflow Spark Declarative Pipelines (formerly Delta Live Tables) on Databricks. Use when building batch or streaming data pipelines with Python or SQL. Invoke BEFORE starting implementation.

stanfish06 Bundle

Expert-thinking profile for Health Informatician (clinical / research): Reasons from semantic interoperability, provenance, and patient safety through FHIR/US Core, SNOMED-LOINC-RxNorm terminology mapping, OMOP/OHDSI ETL with DQD/Achilles, and chart- review PPV validation while treating immortal-time and confounding-by-indication bias, patient-matching/MPI failures, billing-code...

stanfish06 Skill

Labeled array, schema validation, and embedded SQL analytics workflows with xarray, pandera-validation, duckdb-docs, query, read-file, and polars. Use when combining NetCDF/Zarr multidimensional arrays, DataFrame schemas, Parquet/CSV/Arrow analytics, or validation gates for scientific data pipelines.

stanfish06 Bundle

Standalone evaluation of an existing PDB directory with Proteina-Complexa. Use when the user wants to "evaluate PDB files", "re-fold these designs", "compute interface pAE", "compute i_pLDDT for a folder", "run AF2 / RF3 / ESMFold on my designs", "score binder candidates", "designability of this folder", "scRMSD for designs", "motif RMSD for these PDBs", "complexa analysis", "complexa evaluate from a PDB directory", "evaluate from pdb dir", or to score third-party outputs (BindCraft, AlphaProteo, RFdiffusion, hand-curated decoys). Picks the correct evaluate_*.yaml config, wires ++dataset.pdb_dir and the folding backend, runs the evaluate → analyze chain, parses the result CSV, and reports pass-rates against the right result_type thresholds.

stanfish06 Bundle

Expert-thinking profile for Fermentation Scientist (wet-lab / SmF & SSF R&D / starter cultures / kinetic & metabolic modeling): Reasons from Monod–Luedeking–Piret kinetics, overflow μcrit, OTR/RQ/RAMOS analytics, DoE media optimization, and 13C-MFA/COBRApy flux bounds while treating stuck-ferment ethanol×T synergy, SSF heat/moisture gradients, and OD-as-biomass red herrings as first-class failure modes.

stanfish06 Bundle

This skill installs mixpanel_headless, pandas, numpy, matplotlib, seaborn, networkx, anytree, scipy (and pyarrow on Python 3.11+), then verifies Mixpanel credentials. Use when setting up a new environment for Mixpanel data analysis, when dependencies are missing, or when configuring service account or OAuth credentials for the first time.

stanfish06 Bundle

Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based guidelines with decision algorithms). Supports GRADE evidence grading, statistical analysis (hazard ratios, survival curves, waterfall plots), biomarker integration, and regulatory compliance. Outputs publication-ready LaTeX/PDF format optimized for drug development, clinical research, and evidence synthesis.

stanfish06 Bundle

Expert-thinking profile for Gene Therapy Scientist (clinical / research): Reasons from vector biology, biodistribution, linked potency, and integration risk through ddPCR titer, empty/full analytics, ISA and off-target NGS (GUIDE-seq, CIRCLE-seq), and ICH S12 nonclinical design while treating pre-existing capsid neutralizing antibodies, RCV/RCA/RCR positivity, gonadal vector genome, and...

stanfish06 Bundle

Expert-thinking profile for Viticulturist / Enologist (field viticulture / cellar enology / sensory & wine chemistry): Reasons from source–sink canopy balance, terroir as water/nitrogen-mediated ripening, sugar–acid–phenolic trajectories, glucophilic AF and Oenococcus MLF, molecular SO₂ at pH, FOSS/OIV analytics, ISO 4120/QDA sensory, and NDVI selective harvest while treating stuck ferment (YAN/fructose), smoke glycoside release...

stanfish06 Bundle

Run or plan deep germline WGS, WES, targeted-panel, cohort, or trio variant-calling workflows with reference-build, known-sites, QC, joint-calling, and annotation checks.

stanfish06 Skill

Use this skill when the user wants to build a financial model — 3-statement model, DCF valuation, LBO, SaaS unit economics, sensitivity / scenario analysis, debt schedule, or fundraising projections — in Excel. Trigger on: 'financial model', '3-statement model', 'P&L + BS + CF', 'DCF', 'WACC', 'NPV', 'terminal value', 'LBO', 'debt schedule', 'cash sweep', 'MOIC', 'IRR / XIRR', 'sensitivity table', 'scenario analysis', 'ARR model', 'unit economics', 'CAC / LTV', 'cap table forecast'. Output is a single formula-driven .xlsx. This skill is a scene layer on top of officecli-xlsx — it inherits every xlsx v2 rule (4-color code, visual floor, number formats, cache-drift, Known Issues, Delivery Gate minimum cycle). DO NOT invoke for a simple budget tracker, CSV dump, or operational KPI sheet — route those to officecli-xlsx base.

stanfish06 Bundle

Create Databricks AI/BI dashboards. Must use when creating, updating, or deploying Lakeview dashboards as Databricks Dashboard have a unique json structure. CRITICAL: You MUST test ALL SQL queries via CLI BEFORE deploying. Follow guidelines strictly.

stanfish06 Skill

Use this skill to build a multi-element Excel dashboard — Dashboard sheet on open, multiple formula-driven KPI cards, multiple charts, sparklines, and conditional formatting — from CSV or tabular input. Trigger on: 'dashboard', 'KPI dashboard', 'analytics dashboard', 'executive dashboard', 'metrics dashboard', 'CSV to dashboard', 'data visualization'. Output is a single .xlsx. Scene-layer on officecli-xlsx: inherits every xlsx hard rule. DO NOT invoke for: a single budget tracker / one-sheet CSV-with-formatting (use xlsx), a 3-statement / DCF / LBO financial model (use financial-model), a weekly report with ≤ 1 chart and < 10 rows (use xlsx).

stanfish06 Bundle

Expert-thinking profile for Genome Engineering (CRISPR) Scientist (wet-lab / therapeutic / cell-line engineering): Reasons from NHEJ/HDR/MMEJ competition and editor modality choice through CRISPick/CRISPResso2 guide design, LOCK/lssDNA and RNP HDR, base and prime editing (PE4/PE5, epegRNA), CAST-Seq/UDiTaS on-target SV assessment, clonal genotyping, and FDA/IBC-bound off-target and genome-integrity analytics.

stanfish06 Bundle

Builds and modifies dbt models, writes SQL transformations using ref() and source(), creates tests, and validates results with dbt show. Use when doing any dbt work - building or modifying models, debugging errors, exploring unfamiliar data sources, writing tests, or evaluating impact of changes.

tanveer-rajpurohit Bundle

Comprehensive system design skill. Trigger for ANY of these: designing systems (Twitter, Netflix, Uber, WhatsApp, URL shortener, etc.), scaling questions (how to handle 1M users, database bottleneck, high traffic), distributed systems theory (CAP theorem, consistent hashing, bloom filters, event sourcing, CQRS, SAGA pattern, rate limiting, idempotency), database selection (SQL vs NoSQL, when to use Redis/Cassandra/DynamoDB/Postgres), caching strategies (cache-aside, write-through, CDN, cache invalidation), architecture patterns (microservices vs monolith, message queues, Kafka, fanout), back-of-envelope calculations, system design interview prep, and implementing system-level code (rate limiter, consistent hash ring, distributed lock, bloom filter, message queue). Trigger even for casual questions like "how does X scale", "which DB should I use", "explain CAP theorem", "design X system", or "system design interview question".

stanfish06 Bundle

Expert-thinking profile for Occupational Health Scientist (industrial hygiene / exposure assessment / occupational epidemiology / sampling and OELs (PEL, TLV, REL) / hierarchy of controls): Reasons from exposure route and receptor, dose-response, and the hierarchy of controls through SEG-based personal sampling, NIOSH/OSHA analytical methods, AIHA Bayesian exceedance statistics, and SMR cohort analysis, while treating healthy worker effect, below-LOD censoring, fraction-size and OEL mismatch, and JEM...

stanfish06 Bundle

Use when migrating a dbt project from one data platform or data warehouse to another (e.g., Snowflake to Databricks, Databricks to Snowflake) using dbt Fusion's real-time compilation to identify and fix SQL dialect differences.

sohaibdevv Bundle

Use when coordinating project-delivery work across the 8 project-management sub-skills — sprint/velocity analytics, portfolio health, Jira/JQL, Confluence, Atlassian admin, templates, meeting analysis, team comms. Triggers on 'our sprints feel off', 'project health report', 'audit our Jira permissions', 'when will it be done', 'run the delivery loop'. Forks context to route to one sub-skill via a deterministic signal router and returns a digest; can also drive a full goal→plan→execute→verify→close delivery loop through the repo-wide agent-harness with Jira MCP data bridged into the domain's analytics tools. Distinct from product-team (what to build vs how to deliver it), business-operations (internal ops), and engineering/agent-harness (the generic loop engine this orchestrator plugs into).

mrmps Skill

Triage support tickets, emails or contact-form posts into an owning team, an urgency and a refund-or-cancellation flag with three batched calls to a keyless classification API, gate the answers on calibrated confidence so only the unsure ones reach a person, and emit a CSV a helpdesk can import. Use on "triage these tickets", "who owns this one", "which of these are refunds", "sort the support inbox", or any queue arriving faster than anyone reads it.

yannick-bottino Bundle

Applique systématiquement les anti-patterns IA pour désrobotiser tout texte produit ou co-produit avec un LLM. Utiliser ce skill pour TOUTE génération de texte : emails, mails, propositions commerciales, propales, documents de projet, comptes-rendus, rapports, synthèses, articles, posts LinkedIn, slides avec du texte, fiches, briefs, notes stratégiques, réponses à appels d'offres, CVs, biographies, communications internes, messages Slack, ou tout autre livrable écrit. Déclencher aussi quand l'utilisateur dit "écris", "rédige", "reformule", "améliore ce texte", "humanise", "rends ça moins IA", "prépare un mail", "fais un doc", "produis un", "génère un", "peut-tu écrire", "aide-moi à rédiger", ou toute demande qui aboutira à la production d'un texte destiné à être lu par un humain. NE PAS déclencher pour : du code, des extractions de données pures, des calculs, des requêtes SQL, des traductions mot à mot.

yannick-bottino Bundle

Applique automatiquement la convention de nommage de fichiers du cabinet AVANT de livrer tout fichier produit (xlsx, docx, pptx, pdf, csv, png, zip, ...) dans un chat ou une session Cowork. Format : "Client x Cabinet_Mission - Livrable_YYYYMMDD". À déclencher proactivement dès qu'un livrable est sur le point d'être présenté ou sauvegardé (juste avant present_files, ou avant écriture dans /mnt/user-data/outputs), même si l'utilisateur ne le demande pas. Détecte le client et la mission dans le CLAUDE.md, ou à défaut dans le contexte projet / la conversation, et ne les invente JAMAIS. Déclencheurs explicites : "nomme le fichier", "renomme avant livraison", "convention de nommage", "applique le naming standard", "file naming", "comment nommer ce livrable", "/file-naming-standard". Couvre les livrables internes (sans client) et les collisions de noms le même jour.

navinspire-ia Skill

Translate business questions into SQL, validate results, and explain assumptions. Use for analytics, reconciliations, and ad-hoc reporting.

navinspire-ia Skill

Visual theme catalog and template handling for generated documents (PPTX, DOCX, PDF, XLSX). Use whenever a document request names a theme, or provides a template file to adapt.

navinspire-ia Skill

Read, analyze, and produce Excel/CSV files - cleanup, pivots, formulas, charts, and formatted workbooks - using pandas and openpyxl. Use for any spreadsheet task.

rlaope Skill

[omh] Hermes deliverable package workflow: track PPT, PDF, XLSX, DOCX, HWP, Markdown, and attachments through prepared, generated, QA, approved, and attached states. Use when the user says: deliverable-package, deliverable mode, file attachment, attach file, attachment status, file delivery, file deliverable status, generated file.

eigent-ai Bundle

Security auditing for code, configs, and infrastructure. Use when the user wants to audit or improve security: scan for vulnerabilities (SQL injection, XSS, command injection, path traversal), detect hardcoded secrets and credentials, review auth and authorization, check dependencies for known CVEs, audit config files for insecure defaults, or generate security reports. Trigger on "security audit", "vulnerability scan", "code review for security", "find secrets", "check for vulnerabilities", "OWASP", "CVE", or questions about code security.

rlaope Skill

[omh] Hermes data analysis workflow: scope supplied data with provenance, causal-claim, and hallucination guards. Use when the user says: data-analysis, data analysis, dataset analysis, csv analysis, json analysis, log analysis, table analysis, analyze csv.

firstp1ck Skill

Use when inspecting, reading, rendering, editing, formatting, diffing, or validating local .xlsx and .xlsm Excel workbooks. Provides fail-closed workbook tools with dry-run planning, SHA-256 conflict protection, PNG previews, and byte-identity checks for VBA and other protected OOXML parts. Do not use for CSV-only work or for executing/editing VBA.

nguyenlthoe Skill

Tự động trích xuất từ vựng từ một đường link (URL) bài viết, bổ sung từ đồng nghĩa, trái nghĩa, ví dụ và xuất ra file Excel.

nguyenlthoe Skill

Tự động trích xuất từ vựng từ trang web DOL English và phân loại ra thành 3 file Excel riêng biệt (Vocabulary, Collocation, Structure).

firstp1ck Bundle

Define, inspect, confirm, and deterministically validate a bounded JSON, CSV, enum, string, or Markdown checklist output contract. Do not use for factual research, general writing, or code execution.

firstp1ck Bundle

Use automatically when evaluating or applying Dolt, the Git-like version-controlled SQL database, for database branching, merging, diffs, audit history, rollback, data collaboration, DoltHub, or versioned MySQL replica workflows.

agentscope-ai Bundle

MaxCompute（ODPS）只读 SELECT 写法与执行纪律。**以下场景必须立即加载**：生成、改写或提交任何 ODPS / MaxCompute SQL（SELECT、WITH、JOIN、子查询、nl2sql）；覆盖方言、分区、结构纪律、优化、字面量取值、执行纪律与失败回退。

qiusuo0226 Bundle

ChronoPM-Project 的伴生技能，须同时安装。只做多个项目的只读归集与分发。触发：项目集、组合、跨项目、各项目进度、汇总周报、集周报、跨项目风险、门禁、挂载、分到各项目、混报、无表头进度表、整体盈亏、合同去重、术语索引、健康巡检、汇总计划、集层技能缺口、ChronoPM-Portfolio、ChronoPM-Project。记日报、待办、xlsx 入库、初始化项目请安装并调用 ChronoPM-Project。本包工人不手搓成员项目正文。

agentscope-ai Bundle

取数 / 查数据 / 拉数据 / 跑 SQL。把自然语言取数需求转为 SQL，经数据湖仓执行后返回查询结果供下游分析。**任何需要业务数据的任务在工作区缺少对应文件时都必须先调用此技能**——覆盖 BI 业务分析、留存 / 转化 / 同期群分析、数据探索 EDA、统计建模、定量计算、元数据查询、数据查询。命中任一即触发：(1) 直接索要指标或记录，如「DAU 多少」「上月销售额」「3 月留存率」「这个客户的订单」；(2) 取数口语，如「查 / 查一下 / 取一下 / 拉一下 / 抓数据 / 找数据 / 搜数据 / 跑 SQL / 写 SQL / 导出 / 缺数据 / 没数据 / 数据不够」；(3) 涉及数据来源，如「从语义层 / 数据湖仓 / 仓库 / 数据库取」；(4) 问元数据 / 口径，如「字段含义 / 表结构 / 这两张表怎么关联 / 可用数据源 / 指标怎么算」；(5) 下游任务在工作区找不到所需数据。