Data Analysis AI agent skills

2,858 skills in the archive. Read a skill’s instructions or open its original repository.

• Aris Experiment Plan

  by @OpenLAIR

  Turn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap. Use after `aris-research-refine`, or when the user asks for a detailed experiment plan, ablation matrix, evaluation protocol, run…

• Aris Result To Claim

  by @OpenLAIR

  Use when experiments complete to judge what claims the results support, what they don't, and what evidence is still missing. Codex MCP evaluates results against intended claims and routes to next action (pivot, supplement, or…

• Aris Ablation Planner

  by @OpenLAIR

  Use when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed for paper submission. Codex designs ablations from a reviewer's perspective, CC reviews feasibility and implements.

• Aris Analyze Results

  by @OpenLAIR

  Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results", "compare", or needs to interpret experimental data.

• Ds Full Pipeline

  by @OpenLAIR

  Full DeepScientist research pipeline: scout → baseline → idea → experiment → analysis → optimize → write → review → finalize. End-to-end autonomous research lifecycle.

• Aris Monitor Experiment

  by @OpenLAIR

  Monitor running experiments, check progress, collect results. Use when user says "check results", "is it done", "monitor", or wants experiment output.

• Browser4 Cli

  by @platonai

  Automates browser interactions for web testing, form filling, screenshots, and data extraction. Use when the user needs to navigate websites, interact with web pages, fill forms, take screenshots, test web applications, or…

• Pdf

  by @platonai

  Extracts text and tables from PDF files, fills PDF forms, and creates/merges/splits PDF documents. Use when users mention PDFs, forms, document extraction, or PDF generation.

• Browser4 Seo

  by @platonai

  Extract and audit SEO metadata from the current browser page. Use when the user wants to check a page's SEO health, review meta tags, Open Graph, Twitter Cards, canonical links, structured data (JSON-LD), or diagnose why a page…

• Matlab Build App

  by @matlab

  Build MATLAB apps from requirements to working code. Asks discovery questions (or skips them when the path is known), recommends UIFigure or UIHTML architecture, identifies layout archetype (Dashboard, Explorer, Tabbed, Wizard,…

• Matlab Engineer Tabular Features

  by @matlab

  Use when engineering or selecting the best features for single-response classification or regression in MATLAB, whatever the data's modality — for non-tabular data it routes extraction to a domain skill, then selects, assesses,…

• Locuscompare Region Render

  by @ClawBio

  Render a 4-panel regional LocusCompare diagnostic for one (lead variant, exposure study, outcome study) tuple - overlays GWAS Manhattan, QTL Manhattan, GENCODE gene track, and cross-trait scatter colored by LD r². Use when an…

• Matlab Use Machine Learning Apps

  by @matlab

  Use when the user wants to train, compare, or export machine learning models using Classification Learner or Regression Learner — including opening the app, loading data, training models, evaluating metrics, comparing results,…

• Polars Bio

  by @ClawBio

  Fast genomic interval operations (overlap, nearest, merge, coverage, cluster, complement, subtract, count-overlaps), multi-format bioinformatics I/O, DataFusion SQL, and pileup on Polars DataFrames via polars-bio. A scalable…

• Eqtl Catalogue Region Fetch

  by @ClawBio

  Fetch a region of cis-eQTL summary statistics from EBI eQTL Catalogue v7+ via tabix-on-FTP. Use when an agent needs eQTL beta / SE / p-value for every variant in a window around a gene's TSS for one specific dataset (study ×…

• Turingdb Graph

  by @ClawBio

  Build, query, and analyse biomedical knowledge graphs in TuringDB, a columnar graph database with git-like versioning.

• Matlab Solve Pde

  by @matlab

  End-to-end finite element analysis in MATLAB PDE Toolbox — geometry creation, model setup, solve, and post-processing in one skill. Use when building geometry from primitives or file import, setting up femodel with…

• Gwas Catalog Region Fetch

  by @ClawBio

  Fetch a region of GWAS summary statistics from the NHGRI-EBI GWAS Catalog harmonised collection via tabix-on-FTP. Use when an agent needs GWAS beta / SE / p-value for every variant in a window for one specific study (GCST…

• Matlab Use Symbolic Math

  by @matlab

  Generate correct MATLAB code using the Symbolic Math Toolbox. Use when the user asks for symbolic computations, analytical solutions, symbolic differentiation/integration, equation solving, or converting symbolic results to…

• Matlab Analyze Data

  by @matlab

  Analyze data using MATLAB. Use when the task involves tables, timetables, time-series data, numeric arrays, sensor matrices, or gridded data — including but not limited to exploring, row filtering, sorting, cleaning,…

• Matlab Build Chart

  by @matlab

  Create and customize MATLAB charts and plots. Plot types (line, scatter, bar, histogram, heatmap, surface), axes configuration, annotations, data tips, interactive plots, animation, multiple axes with tiledlayout, colororder,…

• Gwas Pipeline

  by @ClawBio

  End-to-end GWAS automation wrapping PLINK2 for genotype QC and REGENIE for two-step whole-genome regression association testing. Produces Manhattan plots, QQ plots, clumped lead variants, and structured summary statistics.

• Matlab Use Visual Inspection

  by @matlab

  Build machine vision inspection systems with MATLAB Visual Inspection Toolbox. Covers the full arc from problem selection through deployment: anomaly detection (Student-Teacher, PatchCore, FastFlow, FCDD), object detection…

• Matlab Process Large Images

  by @matlab

  Patterns for using blockedImage to process large images, harness parallel compute for image processing, and write custom adapters. Use when writing code that creates, processes, or visualizes blockedImage objects, when…

• Illumina Bridge

  by @ClawBio

  Import DRAGEN-exported Illumina result bundles into ClawBio for local tertiary analysis and downstream routing.

• Matlab Analyze Spectral Images

  by @matlab

  Work with hyperspectral and multispectral images in MATLAB. Covers reading/writing (ENVI, NITF, TIFF, Sentinel-2, Landsat, ASTER), ECOSTRESS spectral libraries, processing (calibration, atmospheric correction, denoising,…

• Bigquery Public

  by @ClawBio

  Run read-only SQL against BigQuery public datasets with local result capture, cost safeguards, and reproducibility outputs.

• Matlab Choose Big Data Solution

  by @matlab

  Guide users or agents to the correct MATLAB tool for processing large tabular data in file-based formats (CSV, Parquet, delimited text, spreadsheets, MDF) that may not fit in memory. Use when a user or agent mentions large…

• Matlab Use Duckdb

  by @matlab

  Use DuckDB from MATLAB via Database Toolbox (R2026a+) as a non-math operations engine on large tabular files (CSV/Parquet/JSON) and as a zero-config embedded database. Use when connecting to DuckDB, querying CSV, Parquet, and…

• Matlab Fit Curve

  by @matlab

  Fit curves and surfaces interactively with the Curve Fitter app for a complete no-code fitting workflow. Invoke this skill when the Curve Fitter app, cftool, curveFitter, or "curve fitting tool/app" is mentioned in any way. Also…

• Matlab Optimize Portfolio

  by @matlab

  Help users formulate and solve portfolio optimization problems using Financial Toolbox's Portfolio object. Covers mean-variance (Markowitz), maximum Sharpe ratio (tangency), and efficient frontier workflows. Use when users ask…

• Deepspot M

  by @ClawBio

  Transcriptome-wide virtual spatial transcriptomics from H&E histology with DeepSpot-M. Scores a 224x224 tile and returns per-gene log1p-CPM values for any HGNC symbols you ask for, with a CSV, a report and a reproducibility…

• Matlab Connect Databricks

  by @matlab

  Connect MATLAB to Databricks via Spark (Databricks Connect) or JDBC (Database Toolbox). Use when setting up the MATLAB Interface for Databricks, configuring authentication (OauthU2M, OauthM2M, PAT), creating Spark sessions with…

• Matlab Display Image

  by @matlab

  Display images and annotations for image processing, computer vision, and visual inspection. Use when displaying images with imageshow, creating image viewers with viewer2d, adding Regions of Interest (ROI) or annotations,…

• Claw Amplicon Qc

  by @ClawBio

  16S/18S rRNA amplicon preprocessing — from raw paired-end FASTQ files through N removal and primer trimming, producing outputs ready for DADA2 quality filtering and denoising. Deliberately stops before quality-filtering…

• Equity Scorer

  by @ClawBio

  Compute HEIM diversity and equity metrics from VCF or ancestry data. Generates heterozygosity, FST, PCA plots, and a composite HEIM Equity Score with markdown reports.

• Matlab Import Driving Data

  by @matlab

  Import recorded driving sensor data (GPS, camera, lidar, actor tracks, lanes) into scenariobuilder.* objects (GPSData, CameraData, LidarData, ActorTrackData, Trajectory, laneData) and run preprocessing — synchronize, offset…

• Celltype Specificity Profiler

  by @ClawBio

  Given a gene and a single-cell atlas, compute how cell-type-specific its expression is — the tau specificity index, Sarle's expression bimodality coefficient, and the cell types that drive the signal; a pure analytic transform…

• Busco Assessor

  by @ClawBio

  Genome, transcriptome, and protein completeness assessment via BUSCO v6. Agentic lineage routing from organism description, all three BUSCO modes, auto-lineage support, and full demo mode without the BUSCO binary.

• Bioqc Mcp

  by @ClawBio

  Automated sequencing quality control and advanced visualization wrapping FastQC, MultiQC, and custom chart generation. Exposes an MCP stdio server for live AI integration alongside a ClawBio CLI runner.

• Seq Wrangler

  by @ClawBio

  NGS read QC, alignment, and BAM processing pipeline. Wraps FastQC, BWA/Bowtie2/Minimap2, SAMtools, and MultiQC for automated read-to-BAM workflows.

• Matlab Analyze Pcb Pdn

  by @matlab

  PDN DC voltage/current analysis, IR drop, design rule checking, and multi-net batch analysis on imported PCB layouts. TRIGGER: user asks about power integrity, PDN analysis, IR drop, voltage distribution, current density, power…

• Matlab Extract Battery Features

  by @matlab

  Extract battery features for degradation analysis and health monitoring in MATLAB. Covers cycling test features, differential curves (IC/DV/DT), and measurement statistics. Use when working with battery cycling data, SOH…

• Scrna Embedding

  by @ClawBio

  Local scVI/scANVI-based single-cell latent embedding and batch-aware integration from raw-count .h5ad or 10x Matrix Market input, with stable integrated AnnData export for downstream latent analysis.

• Simbiology Fit Model

  by @matlab

  Fit SimBiology model parameters to data — fitproblem, population NLME, virtual patients, and NCA. Use when asked to fit, estimate, calibrate, or compute PK metrics.

• Matlab Import Export Data

  by @matlab

  Read or write data files in MATLAB. Use when the task involves tables, spreadsheets, delimited text, or structured files in CSV, Excel, Parquet, JSON, or XML format — including but not limited to importing, exporting, loading,…

• Matlab Analyze Ams Waveform

  by @matlab

  Analyze AMS waveform data using Mixed-Signal Blockset utilities: phase noise measurement, clock jitter, anti-aliased resampling, timing measurements, lock time, INL/DNL, ADC/DAC calibration, HSpice import. Use when analyzing…

• Matlab Display Volume

  by @matlab

  Display 3-D image volumes, medical image volumes, surface meshes, and annotations for 3-D image processing. Use when displaying 3-D images or isosurfaces with volshow, creating volume viewers with viewer3d, adding Regions of…

• Roadrunner Import Scene

  by @matlab

  Import HD Map or OpenDRIVE files into a RoadRunner scene using MATLAB. Use when loading driving scenes in RoadRunner or RoadRunner Scene Builder, importing RRHD, OpenDRIVE, or other RoadRunner-supported formats for simulation,…

• Matlab Register Point Clouds

  by @matlab

  Register 3-D point clouds using ICP, NDT, LOAM, FGR, phase correlation, and CPD algorithms. Use when registering or aligning 3-D point clouds, choosing a registration algorithm, tuning registration parameters, preprocessing…

• Ncbi Datasets

  by @ClawBio

  Download genomes, genes, virus sequences, and taxonomy data from NCBI using the datasets and dataformat CLI tools.

• Claw Metagenomics

  by @ClawBio

  Shotgun metagenomics profiling — taxonomy, resistome, and functional pathways

• De Summary

  by @ClawBio

  Summarise pre-computed differential expression results with ranked gene lists, biological themes, and publication-ready interpretation.

• Xlsx

  by @mateaix

  Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file; create a new spreadsheet from scratch…

• Baoyu Infographic

  by @mateaix

  Infographics: 21 layouts x 21 styles (信息图, 可视化).

• Sql Query

  by @mateaix

  当用户提出数据查询需求（如'查数'、'查一下订单量'、'有多少用户'、'帮我跑个SQL'等），使用数据源工具发现表结构，生成并执行只读 SQL 查询。

• News

  by @mateaix

  从互联网查询最新新闻。支持政治、财经、社会、国际、科技、体育、娱乐等分类，自动适配搜索工具与浏览器工具。

• Mongodb Schema Design

  by @fcakyon

  MongoDB schema design patterns and anti-patterns. Use when designing data models, reviewing schemas, migrating from SQL, or troubleshooting performance issues caused by schema problems. Triggers on "design schema", "embed vs…

• Openobserve Api

  by @fcakyon

  This skill should be used when user asks to "query OpenObserve", "create OpenObserve dashboard", "edit OpenObserve panel", "fetch OpenObserve logs", "run OpenObserve search", "list OpenObserve streams", "ingest into…

• Spreadsheet

  by @fcakyon

  Use when tasks involve creating, editing, analyzing, or formatting spreadsheets (`.xlsx`, `.csv`, `.tsv`) with formula-aware workflows, cached recalculation, and visual review.

• Mongodb Natural Language Querying

  by @fcakyon

  Generate read-only MongoDB queries (find) or aggregation pipelines using natural language, with collection schema context and sample documents. Use this skill whenever the user asks to write, create, or generate MongoDB queries,…

• Database Design

  by @MoizIbnYousaf

  Database schema design, optimization, and migration patterns for PostgreSQL, MySQL, and NoSQL databases. Use for designing schemas, writing migrations, or optimizing queries.

• Backend Development

  by @MoizIbnYousaf

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

• Agentrq

  by @agentrq

  Lead multiple agents to accomplish big tasks with specialized workspaces/agents by assigning tasks to specialized agents.

• Prometheus Grafana

  by @BagelHole

  Set up metrics collection and visualization with Prometheus and Grafana. Configure scrape targets, create PromQL queries, build dashboards, and implement alerting. Use when implementing monitoring, metrics collection, or…

• Elk Stack

  by @BagelHole

  Deploy and manage the ELK Stack (Elasticsearch, Logstash, Kibana) for log aggregation and analysis. Configure log pipelines, create visualizations, and implement log-based monitoring. Use when centralizing logs, implementing…

• Loki Logging

  by @BagelHole

  Configure Grafana Loki for log aggregation and analysis. Set up Promtail for log collection, write LogQL queries, and integrate with Grafana for visualization. Use when implementing lightweight log aggregation, especially in…

• Sre Dashboards

  by @BagelHole

  Design and operationalize SRE dashboards that surface reliability, latency, error, saturation, and capacity signals across services. Use when building observability views for SLOs, incident response, and executive reliability…

• Aws Cost Optimization

  by @BagelHole

  Reduce AWS spend with rightsizing, autoscaling, commitment planning, and storage lifecycle policies. Use when running FinOps reviews, lowering cloud bills, or improving cost-per-request metrics.

• Runbook Creation

  by @BagelHole

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

• Business Continuity

  by @BagelHole

  Develop business continuity plans and impact analysis. Implement BCP testing and communication procedures. Use when building organizational resilience.

• Disaster Recovery

  by @BagelHole

  Implement disaster recovery strategies and runbooks. Configure RPO/RTO targets and failover procedures. Use when planning for business continuity.

• Rag Observability Evals

  by @BagelHole

  Monitor and evaluate RAG systems with retrieval quality metrics, groundedness checks, hallucination detection, and continuous regression testing.

• Azure Sql

  by @BagelHole

  Provision Azure SQL Database and Cosmos DB. Configure security, backups, and replication. Use when deploying managed databases on Azure.

• Azure Monitor Audit

  by @BagelHole

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

• Ai Sre Incident Response

  by @BagelHole

  Build AI-focused SRE incident response practices for LLM outages, degraded quality, runaway cost events, and safety regressions.

• Gcp Audit Logs

  by @BagelHole

  Configure GCP Cloud Audit Logs for compliance. Set up log routing and BigQuery analysis. Use when auditing GCP activity.

• Agent Observability

  by @BagelHole

  Instrument AI agents with tracing, token metrics, latency, and cost visibility. Use for reliability and debugging.

• Postgresql Development Cloudbase

  by @TencentCloudBase

  Use when building, debugging, or evaluating CloudBase PostgreSQL / CloudBase PG / PG mode apps, including Postgres schema setup, queryPgDatabase/managePgDatabase, JS SDK v3 app.rdb() CRUD/RPC, PG HTTP API fallback, RLS-style…

• Cloudbase

  by @TencentCloudBase

  Use this skill when you develop, design, build, deploy, debug, migrate, or troubleshoot CloudBase (腾讯云开发, 云开发, TCB, 微信云开发) projects — Web, 微信小程序, 小程序, uni-app, mobile (iOS, Android, Flutter, React Native). Covers UI (页面, 界面, 表单,…

• Postgresql Best Practices Cloudbase

  by @TencentCloudBase

  CloudBase PostgreSQL access-pattern and slow-query quality guidance. Use when designing how tables are read and written, eliminating per-row database calls, adding indexes for filters or joins, reviewing high-traffic data…

• Ops Inspector

  by @TencentCloudBase

  AIOps-style CloudBase inspection skill (v3). Use when users need health checks, log diagnosis, alarm interpretation (CPU alert normal?, peak QPS), metrics via queryEnv(action=metrics), or fault playbooks for 429 / function 404 /…

• Auth Web Cloudbase

  by @TencentCloudBase

  CloudBase Web Authentication Quick Guide for frontend integration after auth-tool has already been checked. Provides concise and practical Web authentication solutions with multiple login methods and complete user management.

• Minimal Web Baas Demo

  by @TencentCloudBase

  Fast path for a minimal CloudBase Web + database demo (最小前后端 / 最小可用 fullstack / Lovable-like BaaS). Defaults to @cloudbase/js-sdk client CRUD (NoSQL app.database / PG app.rdb), MCP-only schema, preview-first, and forbids cloud…

• Postgresql Development

  by @TencentCloudBase

  Use when building or inspecting CloudBase PostgreSQL — queryPgDatabase, managePgDatabase, RLS, app.rdb().

• Biopython

  by @dp-archive

  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, custom bioinformatics…

• Spreadsheet

  by @dp-archive

  Use when tasks involve creating, editing, analyzing, or formatting spreadsheets (`.xlsx`, `.csv`, `.tsv`) using Python (`openpyxl`, `pandas`), especially when formulas, references, and formatting need to be preserved and verified.

• Rdkit

  by @dp-archive

  Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similarity, reactions. For standard workflows with simpler…

• Skill Evolver

  by @dp-archive

  Analyze skill execution traces to identify issues and automatically evolve/improve skills. Use when users provide trace files (JSON) from skill runs and want to improve skill performance based on real execution data. Triggers on…

• Skills Planner

  by @dp-archive

  Plan which skills are needed to fulfill user requirements. Use when the user wants to design an agent workflow, plan skill composition, or determine what skills are needed for a task. Input includes user requirements and…

• Sql Style

  by @hardness1020

  Apply the house SQL style guide.

• Loki Mode

  by @asklokesh

  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.

• Compose State And Effects

  by @chrisbanes

  Use when writing or reviewing Jetpack Compose state ownership, remember state, state hoisting, screen state holders, LaunchedEffect, DisposableEffect, SideEffect, Flow collection, navigation, snackbar, analytics, or focus…

• Data Analysis

  by @vstorm-co

  Comprehensive data analysis skill for CSV files using Python and pandas

• Data Formats

  by @vstorm-co

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

• Deck Retro

  by @asheshgoplani

  Run a fully local agent-deck retrospective over the user's own transcripts, Recall index and logs. Use when a user wants to find recurring failures or take their own finding from investigation through synthetic reproduction, a…

• React Useeffect

  by @jarrodwatts

  React useEffect best practices from official docs. Use when writing/reviewing useEffect, useState for derived values, data fetching, or state synchronization. Teaches when NOT to use Effect and better alternatives.

• Nature Figure

  by @NeuroAIHub

  Submission-grade Nature/high-impact journal figure workflow for Python or R. Use whenever the user asks to create, revise, audit, or polish manuscript figures, multi-panel scientific plots, figures4papers-style matplotlib plots,…

• Mne Python Guide

  by @NeuroAIHub

  Domain-validated pipeline guidance for EEG/MEG data analysis using MNE-Python: data loading, preprocessing (filtering, ICA, re-referencing), epoching, ERP/ERF computation, time-frequency decomposition, source localization,…

• Pycortex Guide

  by @NeuroAIHub

  Domain-validated guidance for cortical surface visualization and brain surface rendering of fMRI data using pycortex: data types (Volume, Vertex, Dataset), 2D cortical flatmaps, 3D WebGL brain viewers, volume-to-surface mapping,…