Data Analysis AI agent skills

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

• Polars

  by @jimmc414

  Fast DataFrame library (Apache Arrow). Select, filter, group_by, joins, lazy evaluation, CSV/Parquet I/O, expression API, for high-performance data analysis workflows.

• Scanpy

  by @jimmc414

  Single-cell RNA-seq analysis. Load .h5ad/10X data, QC, normalization, PCA/UMAP/t-SNE, Leiden clustering, marker genes, cell type annotation, trajectory, for scRNA-seq analysis.

• Gmgn Wallet Analysis

  by @GMGNAI

  The trader's decision dossier on a wallet — four pass/fail gates (is the record real, is the edge still working THIS week, can you actually get filled, does it cut losses) plus what the wallet is holding and buying right now,…

• Pdf

  by @LeastBit

  全面的 PDF 操作工具包，用于提取文本和表格、创建新 PDF、合并/拆分文档以及处理表单。当 Claude 需要填写 PDF 表单或以编程方式大规模处理、生成或分析 PDF 文档时使用。

• Ai Visibility Audit

  by @unifapi-agent

  When the user wants to know whether their brand or domain is cited in AI answers — AI Overviews, ChatGPT, or AI search — for the queries that matter, and how they stack up against competitors. Also use on "AI visibility audit,"…

• Ai Visibility Fix Plan

  by @unifapi-agent

  When the user has AI visibility, GEO, AI answer gap, or AI citation evidence and wants a prioritized plan to improve where the brand is cited or mentioned in AI answers. Also use on "AI visibility fixes," "AI visibility fix…

• Kibana Dashboards

  by @elastic

  Create and manage Kibana Dashboards and Lens visualizations. Use when you need to define dashboards and visualizations declaratively, version control them, or automate their deployment.

• Elasticsearch Esql

  by @elastic

  Execute ES|QL (Elasticsearch Query Language) queries, use when the user wants to query Elasticsearch data, analyze logs, aggregate metrics, explore data, or create charts and dashboards from ES|QL results.

• Security Alert Triage

  by @elastic

  Triage Elastic Security alerts — gather context, classify threats, create cases, and acknowledge. Use when triaging alerts, performing SOC analysis, or investigating detections.

• Observability Llm Obs

  by @elastic

  Answer questions about LLM and agentic-application behavior from data already ingested into Elastic: latency and error rate, token and cost utilization, response quality and guardrail events, and agentic call-chain…

• Elasticsearch Search Relevance

  by @elastic

  Improve Elasticsearch search relevance for content and catalog indices: pin or promote results with query rules (correct rule type, criteria, and rule-query wiring) and tune organic ranking with multi_match, field boosts, and…

• Kibana Agent Builder

  by @elastic

  Create and manage Kibana Agent Builder agents and custom tools. Use when asked to create, update, delete, test, or inspect agents or tools in Agent Builder, or when the user wants to understand what agents or tools already exist.

• Baoyu Infographic

  by @ECNU-ICALK

  Generates professional infographics with 21 layout types and 20 visual styles. Analyzes content, recommends layout×style combinations, and generates publication-ready infographics. Use when user asks to create "infographic",…

• Baoyu Article Illustrator

  by @ECNU-ICALK

  Analyzes article structure, identifies positions requiring visual aids, generates illustrations with Type × Style two-dimension approach. Use when user asks to "illustrate article", "add images", "generate images for article",…

• Tailored Resume Generator

  by @ECNU-ICALK

  Analyzes job descriptions and generates tailored resumes that highlight relevant experience, skills, and achievements to maximize interview chances

• Sleek Design Mobile Apps

  by @sleekdotdesign

  Design mobile app screens with Sleek, edit Sleek projects, and implement their designs in React Native or HTML.

• Modal

  by @jimmc414

  Run Python code in the cloud with serverless containers, GPUs, and autoscaling. Use when deploying ML models, running batch processing jobs, scheduling compute-intensive tasks, or serving APIs that require GPU acceleration or…

• Fda Database

  by @jimmc414

  Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for FDA regulatory data analysis and safety research.

• Biopython

  by @jimmc414

  Primary Python toolkit for molecular biology. Preferred for Python-based PubMed/NCBI queries (Bio.Entrez), sequence manipulation, file parsing (FASTA, GenBank, FASTQ, PDB), advanced BLAST workflows, structures, phylogenetics.…

• Lamindb

  by @jimmc414

  This skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR. Use when managing biological datasets (scRNA-seq, spatial, flow…

• Drugbank Database

  by @jimmc414

  Access and analyze comprehensive drug information from the DrugBank database including drug properties, interactions, targets, pathways, chemical structures, and pharmacology data. This skill should be used when working with…

• Datamol

  by @jimmc414

  Pythonic wrapper around RDKit with simplified interface and sensible defaults. Preferred for standard drug discovery: SMILES parsing, standardization, descriptors, fingerprints, clustering, 3D conformers, parallel processing.…

• Gtars

  by @jimmc414

  High-performance toolkit for genomic interval analysis in Rust with Python bindings. Use when working with genomic regions, BED files, coverage tracks, overlap detection, tokenization for ML models, or fragment analysis in…

• Histolab

  by @jimmc414

  Digital pathology image processing toolkit for whole slide images (WSI). Use this skill when working with histopathology slides, processing H&E or IHC stained tissue images, extracting tiles from gigapixel pathology images,…

• Geniml

  by @jimmc414

  This skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for training region embeddings (Region2Vec, BEDspace), single-cell ATAC-seq analysis (scEmbed), building consensus…

• Cellxgene Census

  by @jimmc414

  Query CZ CELLxGENE Census (61M+ cells). Filter by cell type/tissue/disease, retrieve expression data, integrate with scanpy/PyTorch, for population-scale single-cell analysis.

• Get Available Resources

  by @jimmc414

  This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and…

• Hmdb Database

  by @jimmc414

  Access Human Metabolome Database (220K+ metabolites). Search by name/ID/structure, retrieve chemical properties, biomarker data, NMR/MS spectra, pathways, for metabolomics and identification.

• Flowio

  by @jimmc414

  Parse FCS (Flow Cytometry Standard) files v2.0-3.1. Extract events as NumPy arrays, read metadata/channels, convert to CSV/DataFrame, for flow cytometry data preprocessing.

• Xlsx

  by @jimmc414

  Spreadsheet toolkit (.xlsx/.csv). Create/edit with formulas/formatting, analyze data, visualization, recalculate formulas, for spreadsheet processing and analysis.

• Self Media Content Analytics

  by @yanhua1010

  分析单篇、系列、周度或月度自媒体数据并形成可执行复盘。用于读取平台后台截图、CSV、表格、公开链接或用户提供的数据，计算关注效率和深度互动，比较同平台基线，归因选题、标题、封面、开头、结构、发布时间、标签和行动，并输出加码、改包装、再适配、停止或继续收集样本的决策。

• Shopify Shopifyql

  by @Shopify

  Answer a merchant's **analytics and reporting** questions with **ShopifyQL** — Shopify's query language for aggregated store metrics that the Admin GraphQL API cannot compute. Choose this (not `admin`) whenever the ask is for…

• Shopify Partner

  by @Shopify

  The Partner API lets you programmatically access data about your Partner Dashboard, including your apps, themes, and affiliate referrals.

• Visualize

  by @Classic298

  Render rich interactive visuals — SVG diagrams, HTML widgets, Chart.js charts, and interactive explainers — directly inline in chat using visualize(). Use only when the user explicitly asks for a visualization, diagram, chart,…

• Data Pipeline

  by @agulli

  Design, build, or debug data processing pipelines. Use when asked to process a dataset, transform data, build an ETL pipeline, schedule batch jobs, or fix data quality issues.

• Quality Engineering Flaky Triage

  by @HoangNguyen0403

  Quarantines an intermittently failing test behind a ticket with an owner and expiry, assigns a root-cause bucket from isolated reruns, and defines when the test leaves quarantine. Use when a test is a QUARANTINE_CANDIDATE or…

• Common Product Requirements

  by @HoangNguyen0403

  Standardize PRD discovery and drafting for product scope, user outcomes, requirement IDs, and acceptance criteria. Use when creating PRD, product requirements, feature specification, or acceptance criteria plan.

• System Design Data Architecture

  by @HoangNguyen0403

  Choose and scale the data layer: SQL versus NoSQL per access pattern, single data ownership, replication and read scaling, partition key choice, hot partition and celebrity key mitigation. Use when selecting a store, planning…

• Cyber Threat Hunting

  by @HoangNguyen0403

  Conducts hypothesis-driven, evidence-preserving threat hunts with bounded negative conclusions and telemetry-gap handling. Use for hunt hypotheses, scoped offline analysis, or analytic follow-up; not unscoped scanning, malware…

• Grill Me

  by @julianoczkowski

  Interview the user relentlessly about a plan or design until reaching shared understanding, resolving each branch of the decision tree. Use when user wants to stress-test a plan, get grilled on their design, challenge an…

• Obelisk

  by @tommy0103

  Search and query past Claude Code, Codex, Kimi Code, Kiro, and Pi session history. Reactive: when the user asks "how did I fix X", "what did we do last time", "find the session where", "上次怎么修的", "之前的session", "历史记录". Proactive:…

• Null Zone Crowdsource Pentest

  by @yhy0

  隐藏关卡众包渗透 — 将主赛场靶场包装为零界隐藏关卡，发帖+群发私信通知全论坛 agent。被 post-cycle 中策略 F7 触发，或手动调用。

• Results Analysis

  by @Boom5426

  Use when analyzing experimental results, validating comparisons, generating paper-ready results text, or turning model-evaluation outputs into figures, tables, and defensible claims.

• Data Availability

  by @Boom5426

  Use when drafting, auditing, or revising Data Availability statements, repository plans, accession-number placement, source-data coverage, or restricted-data wording for journal submission or resubmission.

• Rebuttal Response

  by @Boom5426

  Analyze, draft, revise, or audit scientific peer-review response letters and point-by-point rebuttals. Use for reviewer comments, response letters, rebuttals, revision summaries, quoted manuscript changes, replies that must…

• Anti Defensive Writing

  by @Boom5426

  Remove audit, defensive, self-critical, developer-facing and commitment writing from manuscripts, Supplementary Information, legends, table notes, data/code statements and figure content. Preserve numbers, definitions,…

• Submission Audit

  by @Boom5426

  Use when a manuscript is close to submission or resubmission and you need a preflight audit for claim support, figure-panel coverage, legend sync, methods references, terminology stability, and venue-facing risks.

• Manuscript Optimizer

  by @Boom5426

  Use when auditing, restructuring, or revising a research manuscript whose scientific question, claim hierarchy, evidence chain, section logic, figures, terminology, or prose may be unclear or out of sync. Apply before…

• Android Xml Views

  by @HoangNguyen0403

  Implement ViewBinding, RecyclerView, and XML layouts correctly on Android. Use when changing XML view binding or RecyclerView behavior, including its item animations and layout managers; defer standalone animation or…

• Angular Ssr

  by @HoangNguyen0403

  Implement Angular SSR with hydration, TransferState caching, and per-route render modes. Use when configuring Angular Universal SSR, client hydration, static prerendering, or preventing double-fetching.

• Angular Routing

  by @HoangNguyen0403

  Configure Angular Router with lazy-loaded routes, functional guards, and component input binding. Use when defining routes, lazy-loading features, creating route guards, or setting up resolvers.

• Angular Architecture

  by @HoangNguyen0403

  Standards for Angular project structure, feature modules, and lazy loading. Use when structuring Angular apps, defining feature modules, or configuring lazy loading.

• Pitch Deck

  by @emotixco

  Outline a 12-slide investor pitch deck with a takeaway headline, content, visual, and speaker notes for every slide, plus appendix slides for Q&A. Use when a founder is preparing a deck for a raise, or asks for the content of…

• Go To Market

  by @emotixco

  Plan a product launch from pre-launch audience building to a 90-day growth plan, with named communities, platform-specific launch tactics, channel rankings, and a budget for $0-$500 a month. Use when a founder is preparing to…

• Product Brief

  by @emotixco

  Turn a one-sentence startup idea into a structured product brief with problem, audience, value proposition, 5-7 MVP features, 90-day metrics, risks, and a go-to-market snapshot. Use when a founder wants to write down what they…

• Metrics Dashboard

  by @emotixco

  Pick the 5 metrics that matter at a startup's current stage, with definitions, targets, actions when below target, a minimal tracking setup, and a weekly review template. Use when a founder asks what to measure or how to report…

• Fundraise Prep

  by @emotixco

  Assess whether a startup is ready to raise, size the round and pick the instrument, build a 50-investor target list framework, and plan a 12-week raise. Use when a founder is thinking about raising a pre-seed, seed, or Series A…

• Skill Monitor

  by @oliver-kriska

  Analyze skill effectiveness across sessions. Computes per-skill metrics (action rate, friction, outcomes), identifies degrading skills, and generates improvement recommendations. Requires session-scan data in metrics.jsonl.

• Session Deep Dive

  by @oliver-kriska

  Deep qualitative analysis of high-signal sessions. Spawns subagents with v2 template, synthesizes patterns, compares against known findings. Use after /session-scan.

• Promote

  by @oliver-kriska

  Generate X/Twitter release promotion posts with ASCII tables and CodeSnap rendering. Use when writing release posts, promotion tweets, plugin announcements, or preparing social media content for new versions.

• Patt Fetcher

  by @transilienceai

  Fetches and extracts payloads from PayloadsAllTheThings on demand. Bake into executor prompts for live payload enrichment.

• Ln 72 Product Outcome Evaluator

  by @levnikolaevich

  Evaluates observed product outcomes against a prior hypothesis; does not run experiments or change user treatment.

• Ln 21 System Design Baseline Builder

  by @levnikolaevich

  Defines measurable architecture drivers and constraints before system design; edits architecture docs only.

• Ln 57 Persistence Auditor

  by @levnikolaevich

  Audits queries, transactions, consistency and persistence resource lifetimes; read-only.

• Implement Factory

  by @rsmdt

  Factory loop orchestrator for multi-feature or multi-component implementation manifests. Use for high-complexity work with parallel-eligible workstreams and holdout-scenario evaluation.

• Architect/Data Api Design

  by @echoVic

  数据模型和API设计方法论，包含ERD设计、数据字典、RESTful API规范

• Architect/Architecture Design

  by @echoVic

  系统架构设计方法论，包含架构模式选择、系统分层、目录结构设计

• Tech Lead/Code Review

  by @echoVic

  代码审查方法，包含审查清单、常见问题、最佳实践

• Optimization Advisor Sms

  by @blacktwist

  When the user wants concrete recommendations on how to improve their social media performance. Also use when the user mentions 'what should I do next,' 'how do I improve,' 'optimize my social media,' 'recommendations,'…

• Performance Analyzer Sms

  by @blacktwist

  When the user wants to analyze how their social media posts are performing. Also use when the user mentions 'analytics,' 'performance,' 'how did my posts do,' 'engagement,' 'impressions,' 'what's working,' 'post metrics,' 'my…

• Content Pattern Analyzer Sms

  by @blacktwist

  When the user wants to find patterns in what content works and what doesn't. Also use when the user mentions 'what's working,' 'content patterns,' 'best topics,' 'best format,' 'best time to post,' 'analyze my content,' 'do more…

• Audience Growth Tracker Sms

  by @blacktwist

  When the user wants to track follower growth, understand what drives new followers, or analyze audience development. Also use when the user mentions 'follower growth,' 'followers,' 'audience growth,' 'gaining followers,' 'losing…

• Text Analyzer

  by @NVIDIA

  Analyze text content and produce statistics including word count, line count, character count, most frequent words, and readability metrics. Works on any plain text input provided inline or from a file path.

• Create Custom Grader

  by @NVIDIA

  Use when converting an existing benchmark, rubric, verifier, task YAML/JSON, or domain check into SkillEvaluator BYOG/BYOT custom evaluation.

• Fireact Builder

  by @fireact-dev

  Helps customize and extend Fireact SaaS apps after installation. Auto-detects Fireact projects by checking for @fireact.dev/app in package.json. Invoke when the user wants to add features, pages, custom components, navigation,…

• Optimize Skill

  by @ghbalf

  Automatically optimize a skill's SKILL.md by running test cases, scoring results, and iteratively improving instructions

• Dataset Profiler

  by @oxbshw

  Use when first encountering a new dataset — produces a structured profile (schema, missingness, distributions, outliers, gotchas) before any analysis.

• Local Llm

  by @coco-research

  Use when working with this machine's local LLM setup (LM Studio + mlx-dspark) -- checking status, changing context window, diagnosing a reasoning hang or dead request, understanding RAM/speed tradeoffs, or wiring a new script to…

• Coco

  by @coco-research

  Use when the user invokes /coco or /coco!, says catch me up, or asks what needs attention, a project status, their todos, decisions or people. Renders the PM dashboard and routes each subcommand to its platform tool or a PM skill.

• Cognee:Recall

  by @coco-research

  Use when the user says 'cognee recall', 'search memory', 'what do we know about', 'find related', or 'graph search'. Runs semantic, graph, and lexical search across the Cognee knowledge graph and injects results as agent context.

• Create Subagent

  by @coco-research

  Create custom subagents for specialized AI tasks. Use when the user wants to create a new type of subagent, set up task-specific agents, configure code reviewers, debuggers, or domain-specific assistants with custom prompts.

• Cognee

  by @coco-research

  Use when the user says 'cognee', asks about knowledge graph or graph memory, wants to switch memory backends, or needs a status check, dataset init, or graph view. Covers Cognee endpoints plus the Brain fallback.

• Z Excel Editor

  by @tjxj

  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 (e.g., adding columns, computing…

• Baoyu Infographic

  by @Tommy-yw

  Generate professional infographics with 21 layout types and 21 visual styles. Analyzes content, recommends layout×style combinations, and generates publication-ready infographics. Use when user asks to create "infographic",…

• Pronunciation Specialist

  by @bitwize-music-studio

  Scans lyrics for pronunciation risks and prevents Suno mispronunciations. Use when writing lyrics with proper nouns, technical terms, homographs, or non-English words.

• Bioinformatics

  by @Tommy-yw

  Gateway to 400+ bioinformatics skills from bioSkills and ClawBio. Covers genomics, transcriptomics, single-cell, variant calling, pharmacogenomics, metagenomics, structural biology, and more. Fetches domain-specific reference…

• Blackbox

  by @Tommy-yw

  Delegate coding tasks to Blackbox AI CLI agent. Multi-model agent with built-in judge that runs tasks through multiple LLMs and picks the best result. Requires the blackbox CLI and a Blackbox AI API key.

• Album Dashboard

  by @bitwize-music-studio

  Shows a structured progress dashboard for an album with percentage complete per phase, blocking items, and status breakdown. Use for a quick visual overview of album progress.

• Huggingface Hub

  by @Tommy-yw

  Hugging Face Hub CLI (hf) — search, download, and upload models and datasets, manage repos, query datasets with SQL, deploy inference endpoints, manage Spaces and buckets.

• Clickhouse Architecture Advisor

  by @ClickHouse

  MUST USE when designing ClickHouse architectures, selecting between ingestion or modeling patterns, or translating best practices into workload-specific system designs. Complements clickhouse-best-practices with decision…

• Clickhouse Managed Postgres Rca

  by @ClickHouse

  MUST USE when investigating performance issues on a ClickHouse-managed Postgres instance. Provides an evidence-based RCA workflow that scrapes the Prometheus endpoint for system signal, pulls per-digest evidence from the Slow…

• Chdb Sql

  by @ClickHouse

  Use when the user wants to run SQL — especially analytical SQL — on local files (parquet/csv/json), URLs, S3 paths, or remote databases (Postgres, MySQL, MongoDB, ClickHouse Cloud, Iceberg, Delta Lake) without setting up a…

• Chdb Datastore

  by @ClickHouse

  Use when the user has tabular data (pandas DataFrame, parquet, csv, Arrow, json) and wants to filter, group, aggregate, join, or speed up slow pandas. Provides chDB DataStore — same pandas API, ClickHouse engine underneath. Also…

• Infra Postgres

  by @ClickHouse

  Sets up and manages Postgres using the clickhousectl CLI — runs a local Docker-backed Postgres for development, and creates and operates managed ClickHouse Cloud Postgres services (connections, TLS, runtime config, read…

• Clickstack Otel Collector

  by @ClickHouse

  Use when a user wants to wire an OpenTelemetry collector into a Managed ClickStack service on ClickHouse Cloud, either by deploying a new local collector (Docker run or Docker Compose) or by configuring their own existing…

• Ops Ecom

  by @Lifecycle-Innovations-Limited

  OPS on-demand: This skill should be used when the user asks to "shopify", "orders inventory", or…

• Ops Fleet

  by @Lifecycle-Innovations-Limited

  OPS on-demand: This skill should be used when the user asks to "fleet dashboard", "CLIProxy sessions"…

• Ops Competitors

  by @Lifecycle-Innovations-Limited

  OPS on-demand: This skill should be used when the user asks to "competitor intel", "what did they…

• Ops Revenue

  by @Lifecycle-Innovations-Limited

  OPS on-demand: This skill should be used when the user asks to "burn rate", "runway", or…

• Wispr Flow

  by @ArtemXTech

  Analyze Wispr Flow voice dictation data. Stats, search, export, visualizations. Use when user says "dictation history", "word counts", "voice analytics", "how much did I dictate", "search my dictation".