Data Analysis AI Skills
5,873 open-source Data Analysis AI skills that teach any AI model a new workflow.
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AI skills directory results
Postgres Pro
Use when optimizing PostgreSQL queries, configuring replication, or implementing advanced database features. Invoke for EXPLAIN analysis, JSONB operations, extension usage, VACUUM tuning, performance…
Social Media Management
Comprehensive social media management for all platforms (LinkedIn, Twitter/X, Instagram, TikTok, Facebook, Pinterest, YouTube). Covers content creation, content pillars, hook formulas, repurposing…
Tao Train Centerpose
CenterPose for keypoint / pose estimation. Detects object centers and regresses keypoint locations for 6-DoF object pose estimation. Use when training, evaluating, exporting, or running inference for…
Histolab
Lightweight WSI tile extraction and preprocessing. Use for basic slide processing, tissue detection, tile extraction, and stain normalization for H&E images. Best for simple pipelines, dataset…
Dolt Database Version Control
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…
Evaluating Cosmos Policy
Evaluates NVIDIA Cosmos Policy on LIBERO and RoboCasa simulation environments. Use when setting up cosmos-policy for robot manipulation evaluation, running headless GPU evaluations with EGL rendering,…
Agent Observability
Instrument AI agents with tracing, token metrics, latency, and cost visibility. Use for reliability and debugging.
Metric Diagnostics
Diagnose why a metric changed or differs from expectation. Use when the task is to identify likely drivers of a metric movement, anomaly, gap, or discrepancy.
Alterlab Pytdc
Loads Therapeutics Data Commons (TDC, PyTDC) AI-ready drug-discovery datasets and benchmarks — ADME, toxicity, drug-target interaction (DTI), scaffold splits, and molecular oracles for therapeutic ML…
Well Log Evaluation
Complete well log evaluation workflow from LAS/DLIS loading through QC, petrophysical analysis, lithology classification, and visualization. Use when performing formation evaluation from well log…
Rocketcyber
The first CLI and MCP server for RocketCyber Managed SOC, with triage and posture analytics no console page or API call computes. Trigger phrases: `check rocketcyber incidents`, `soc triage board`,…
Microsoft Purview And Azure Data Governance
Guides agents through Microsoft Purview and Azure-native data governance workflows. Use when designing collections, scans, classifications, lineage, policy boundaries, and governed publishing across…
Pubchem Database
Query PubChem via PUG-REST API/PubChemPy (110M+ compounds). Search by name/CID/SMILES, retrieve properties, similarity/substructure searches, bioactivity, for cheminformatics.
Ux Layout Spacing Grids
Lay out a screen with disciplined spacing, sizing, and grids — every value on one base unit (8px/4px scale), content aligned to a grid, proximity and whitespace doing the grouping, and space…
Observability Monitoring
Use when designing or reviewing logs, metrics, traces, alerts, SLOs, dashboards, audit events, or production telemetry for web apps, APIs, SaaS platforms, mobile backends, and AI systems. Covers…
Agent Adaptive Coordinator
Agent skill for adaptive-coordinator - invoke with $agent-adaptive-coordinator
Benchling Integration
Benchling Python SDK and REST API integration for registry entities, inventory, ELN entries, workflows, Benchling Apps, and Data Warehouse queries. Use when automating lab data with benchling-sdk or…
Customer Success Manager
Monitors customer health, predicts churn risk, and identifies expansion opportunities using weighted scoring models for SaaS customer success. Use when analyzing customer accounts, reviewing retention…
Ml Engineer
Machine learning engineer expert for PyTorch, scikit-learn, model evaluation, and MLOps
Dwarf Expert
Analyzes DWARF debug information in compiled binaries. Use when inspecting .debug_* sections, DIE trees, or DW_TAG_/DW_AT_ entries with dwarfdump/llvm-dwarfdump or readelf, verifying debug info with…
Category Statistics
提取指定类别列并统计各类别数量与占比,生成高分辨率的柱状图、饼图等组合可视化报告,适用于分类数据的分布情况分析。
Technology Selection
Guides technology selection and implementation of AI and ML features in .NET 8+ applications using ML.NET, Microsoft.Extensions.AI (MEAI), Microsoft Agent Framework (MAF), GitHub Copilot SDK, ONNX…
Profiler Get Rendering Stats
Return current frame timing, FPS, vsync, target frame rate, threading mode, and graphics device type from Unity Time / QualitySettings / SystemInfo.
Method Gap Detector
Detects methodological gaps across study design, analysis, validation, bias control, reproducibility, and implementation readiness within a biomedical research area. Use this skill when a user wants…
Tooluniverse Metabolomics Analysis
Analyze metabolomics data including metabolite identification, quantification, pathway analysis, and metabolic flux. Processes LC-MS, GC-MS, NMR data from targeted and untargeted experiments. Performs…
Etsy Star Seller
Star Seller achievement guide — response time, shipping tracking, 5-star ratings, maintaining status
Code Execution
Execute scientific Python code for computation, data analysis, simulation, and verification. Use when: (1) running statistical analyses, (2) numerical computation, (3) data processing pipelines, (4)…
Executive Mentor
Adversarial thinking partner that stress-tests plans, prepares board meetings, and surfaces blind spots. Use when you need plan validation, board prep, hard-decision frameworks, or pre/post-mortem…
Bio Admet Prediction
Predicts ADMET properties using ADMETlab 3.0 (119 platform features, including 77 prediction models with modeled-endpoint uncertainty), ADMET-AI, DeepChem MolNet, and chemprop D-MPNN with explicit…
Growth Analytics
增长分析专家 Owner — 当任务涉及增长指标、埋点、漏斗、转化、留存、实验、产品数据决策、增长看板或数据驱动优化时使用;要求把事件、指标、隐私边界和决策闭环绑定到真实用户行为。
Distribution Checklist
Use when planning multi-channel publishing, promotions, and measurement for content pillars.
Gget Genomic Databases
Unified CLI/Python interface to 20+ genomic databases. Gene lookups (Ensembl search/info/seq), BLAST/BLAT, AlphaFold, Enrichr enrichment, OpenTargets disease/drug, CELLxGENE single-cell,…
Cwicr Work Breakdown
Break down CWICR work items into component resources. Decompose aggregate items, analyze resource composition, and generate detailed bills of resources.
Core Workflows
Build and debug Acme core dm_env loops, specs, wrappers, logging, counting, observers, and simple custom Actor/Learner components.
Interactive Viz Guide
Interactive data visualization with Plotly, ECharts, and D3
Amr Data Analysis
Use when stress-testing the LOGIC of an Academy of Management Review (AMR) theory manuscript — checking logical coherence, running thought experiments and counterfactuals, addressing alternative…
Binder Design Campaign Manager
Binder design campaign planning, monitoring, and troubleshooting. Use this skill when: (1) Planning a complete binder design campaign, (2) Converting high-level goals into runnable pipelines, (3)…
Database Schema Design
Design normalized database schemas with tables, relationships, indexes, and constraints for any application domain. Use when the user requests database schema design or provides relevant inputs for…
Scoping And Handing Off To Teams
Phase 4 (Scoping & Commitment) deep-dive playbook — High-Level Architecture Plan, child epics, per-team handoffs, leadership go/no-go.
Hugging Science
Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery,…
Neuropixels Analysis
Neuropixels neural recording analysis. Load SpikeGLX/OpenEphys data, preprocess, motion correction, Kilosort4 spike sorting, quality metrics, Allen/IBL curation, AI-assisted visual analysis, for…
Product Business Analysis
Analyze product or business data to support a decision or recommendation. Use when a decision depends on metric-backed evidence, such as choosing a direction, prioritizing an opportunity, evaluating a…
Alterlab Rdkit
Provides the RDKit cheminformatics toolkit for low-level, fine-grained molecular primitives — SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure/SMARTS search, 2D/3D…
Performance Analytics
Build ServiceNow Performance Analytics — pa_indicators (count/sum/avg/percentage), pa_breakdowns, pa_thresholds with severity colors, pa_widgets, and pa_dashboards for KPI tracking.
Diagnosing Sdk Health
Diagnoses the health of a project's PostHog SDK integrations — which SDKs are out of date and how to fix them. Use when a user asks about PostHog SDK versions, outdated SDKs, upgrade recommendations,…
Xarray
N-dimensional labeled arrays for geoscience data. Read/write NetCDF, work with climate and oceanographic datasets, perform multi-dimensional analysis with labeled coordinates. Use when the agent needs…
Edc Data Validation
Generate code for EDC export validation, clinical data range checks, cross-form consistency checks, SDTM structure validation, controlled terminology verification, and define.xml generation. Use when…
Beamer
House rules and craft for LaTeX Beamer slide decks (lectures, seminars, talks), drawn from the author's own Overleaf edits and published slide-design guidance. Covers storyboarding, frame titles,…
Clickhouse Io
ClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads.
Lov Do They Love Me
把两个人的微信私聊做成有证据的恋爱指数分析:量化互动节奏,用本地模型区分工作/情感/生活内容,再产出一张手机竖版信息图。Use when the user says “分析我们的聊天记录”“他/她爱不爱我”,or asks for a chat relationship analysis.
Bkend Guides
bkend.ai operational guides, troubleshooting, and platform comparison. Covers migration guides, performance optimization, testing strategy, common error solutions, and FAQ. Triggers: migration,…

