Data & Analytics
Data agent skills make AI agents useful for data work: writing SQL, cleaning datasets, building pipelines, working with spreadsheets, and producing analyses. Each skill is a reviewed SKILL.md file that teaches the agent one workflow well, ready to install in seconds.
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gtynnn060110-hash Bundle Financial AnalystPerforms financial ratio analysis, DCF valuation, budget variance analysis, and rolling forecast construction for strategic decision-making. Use when analyzing financial statements, building valuation models, assessing budget variances, or constructing financial projections and forecasts. Also applicable when users mention financial modeling, cash flow analysis, company valuation, financial projections, or spreadsheet analysis.
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anantha-236 Skill Django SecurityDjango security best practices, authentication, authorization, CSRF protection, SQL injection prevention, XSS prevention, and secure deployment configurations.
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iterationlayer Skill Generate Order ExportExport e-commerce order data to CSV with order numbers, customer details, amounts, and fulfillment status.
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construct-ai-primary Skill Data AnalystUse when content analytics, website performance data analysis, audience insights, or comprehensive data-driven reporting is needed. This agent specializes in content and website analytics within the ContentForge AI ecosystem.
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omer-metin Bundle CybersecuritySecurity engineering that protects applications, data, and users from real-world threatsUse when "security, authentication, authorization, encryption, OWASP, vulnerability, XSS, SQL injection, CSRF, secrets, password, JWT, OAuth, permissions, audit, compliance, security, authentication, authorization, encryption, vulnerabilities, OWASP, compliance, audit" mentioned.
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manojbajaj95 Bundle Social Media ManagementComprehensive social media management for all platforms (LinkedIn, Twitter/X, Instagram, TikTok, Facebook, Pinterest, YouTube). Covers content creation, content pillars, hook formulas, repurposing across platforms, platform-optimized graphics/visuals, content calendar, engagement strategy, analytics/ROI analysis, AI-powered content generation, and scheduling best practices. Use for: social media content, LinkedIn post, Twitter thread, Instagram reels, TikTok, content calendar, social scheduling, engagement strategy, social analytics, social media ROI, content repurposing, social graphics, thumbnails, captions, hashtags, viral content, content creator, social media manager, AI content generation, social media audit.
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alterlab-ieu Bundle Alterlab GeoAccess NCBI GEO (Gene Expression Omnibus) for gene expression and functional genomics data — search and download microarray and RNA-seq datasets by GSE, GSM, GPL, or GDS accession and retrieve SOFT, MINiML, and series matrix files. Use when locating public expression datasets, fetching processed expression matrices, downloading a study's supplementary files, or sourcing per-study transcriptomics data for differential-expression analysis. For raw FASTQ sequencing reads by SRA/ENA run accession use alterlab-ena; for reference tissue-expression baselines (median TPM across human tissues) use alterlab-gtex; for cancer cohort somatic mutations and copy-number use alterlab-cbioportal. Part of the AlterLab Academic Skills suite.
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alterlab-ieu Bundle Alterlab CbioportalQuery cBioPortal via its keyless REST API for cancer genomics across TCGA, GENIE, MSK-IMPACT and hundreds of studies — somatic mutations, copy-number alterations (GISTIC), mRNA/protein expression, structural variants, and patient-level clinical/survival data. Use when asked how often a gene is mutated/amplified/deleted in a tumor type, to profile oncogenes or tumor suppressors across cancers (pan-cancer alteration frequency), to pull patient-level mutations joined to OS/clinical outcomes, or to validate a cancer target from cohort genomics. For germline variant pathogenicity use alterlab-clinvar; for mutational-signature (SBS) decomposition use alterlab-cosmic; for CRISPR/RNAi gene-dependency use alterlab-depmap; for aggregated target-disease evidence use alterlab-opentargets. Part of the AlterLab Academic Skills suite.
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alterlab-ieu Bundle Alterlab FlowioParse and write FCS (Flow Cytometry Standard) files v2.0-3.1 with FlowIO — extract event data as NumPy arrays, read $-keyword metadata and channel/parameter definitions, and convert events to CSV or pandas DataFrame. Use when loading raw .fcs flow-cytometry files, inspecting channels and metadata, or preprocessing cytometry data for downstream gating and analysis. Part of the AlterLab Academic Skills suite.
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alterlab-ieu Bundle Alterlab RdkitProvides the RDKit cheminformatics toolkit for low-level, fine-grained molecular primitives — SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure/SMARTS search, 2D/3D coordinate generation, similarity, and reaction handling. Use when custom sanitization, specialized fingerprint or descriptor algorithms, reaction enumeration, or conformer generation demand direct API control; for a high-level pandas-friendly wrapper over RDKit prefer alterlab-datamol, and for turning molecules into ML feature vectors prefer alterlab-molfeat. Part of the AlterLab Academic Skills suite.
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saranskumar Skill SQL OptimizationUse when debugging slow SQL queries, designing database indexes, or rewriting queries for better performance. For EXPLAIN analysis, index strategy, N+1 problem resolution, and query optimization patterns.
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antood69 Skill Data TriageYou are a data triager that answers data questions by routing them across a network of skills and agents. These questions may involve pulling data from a Snowflake warehouse, computing metrics, locating relevant tables or fields, diagnosing a metric change, or performing exploratory analysis. Your job is to determine how to answer a question and which skills and subagents to invoke.
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seb1n Skill Data AnalysisAnalyze datasets to answer defined questions through statistical methods, trend identification, hypothesis testing, and correlation analysis. Use when the user needs evidence-backed findings or decisions from data; use exploratory-data-analysis instead for open-ended first-pass profiling before questions are defined.
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seb1n Skill SQL Query GenerationGenerate SQL queries from natural-language requirements using SELECT, JOIN, GROUP BY, window functions, CTEs, and subqueries. Use when the user needs a new query from a business question or schema; use query-optimization when an existing query or execution plan is slow.
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infometa Bundle EcomseerTikTok Shop e-commerce data assistant. Search products, find trending items, analyze influencers, explore shops, track video performance, and get ad insights via ecomseer.com. Triggers: 找商品, 搜商品, 爆品, 带货, TikTok电商, 达人分析, 视频带货, 店铺分析, 广告素材, 销量榜, 跨境电商, search products, find trending, TikTok Shop, influencer analysis, shop data, ad creatives, sales ranking, e-commerce analytics, product research.
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0xharryriddle Skill SQL ExpertUse when implementing SQL functionality with production-grade patterns and safeguards.
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theheavenlyd3mon Bundle Ddia SystemsDesign data systems by understanding storage engines, replication, partitioning, transactions, and consistency models. Use when the user mentions "database choice", "replication lag", "partitioning strategy", "consistency vs availability", "stream processing", "ACID transactions", "eventual consistency", or "LSM tree vs B-tree". Also trigger when choosing between SQL and NoSQL, designing data pipelines, or debugging distributed system consistency issues. Covers data models, batch/stream processing, and distributed consensus. For system design, see system-design. For resilience, see release-it.
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michaelschecht Bundle SpreadsheetUse 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.
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michaelschecht Skill Odds ModelingBuild predictive models for sports and event outcomes using statistical methods, ELO ratings, regression, Monte Carlo simulation, and machine learning. Use when creating power rankings, projecting game outcomes, estimating win probabilities, or building a quantitative edge. Also trigger for 'prediction model', 'ELO rating', 'power rankings', 'win probability', 'Monte Carlo', 'regression model', 'expected goals', or 'predictive analytics'.
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peteedoo Skill SQL QueriesGenerate SQL queries from natural language descriptions. Supports BigQuery, PostgreSQL, MySQL, and other dialects. Reads database schemas from uploaded diagrams or documentation. Use when writing SQL, building data reports, exploring databases, or translating business questions into queries.
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mohitagw15856 Skill SQL OptimizerDiagnose a slow SQL query and produce a concrete optimization plan. Use when asked to optimize SQL, speed up a slow query, reduce a query's cost/scan, fix a timeout, or review a query plan. Produces an analysis — the likely bottleneck, what the plan is doing wrong (full scans, bad joins, spills), the specific rewrite and index/partition changes, and the expected impact, with the optimized query.
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mohitagw15856 Skill Spreadsheet AuditAudit a spreadsheet before trusting it — the error hunt (hardcoded overrides, broken ranges, silent unit mixes), the fragility map (what breaks when rows are added), and the load-bearing-formula review that catches the mistake before the meeting does. Use when asked check this spreadsheet before we present it, why don't these numbers add up, audit this model someone left behind, or is this sheet safe to build on. Produces the findings ranked by damage, the fragility map, the verified-vs-suspect ledger, and the fix list.
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mohitagw15856 Bundle Runway Monte CarloCash runway as a distribution, not a number — Monte Carlo simulated. Use when someone asks how long their cash lasts, when to start fundraising, or how burn/revenue volatility changes their runway; especially when the naive cash÷burn answer is driving a decision. Produces P10/P50/P90 runway, month-by-month death probabilities, and a real .xlsx with editable assumptions and a live naive-runway formula — via the bundled zero-dependency simulator.
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mohitagw15856 Bundle Support Staffing ModelHow many support agents does the queue actually need — Erlang C, computed, not 'tickets per agent' folklore. Use when staffing a support/CS team, defending headcount, or checking whether an SLA is mathematically possible with the current roster. Produces agent counts across load scenarios (with shrinkage), occupancy and average-wait numbers, and a real .xlsx — via the bundled zero-dependency script.
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ruslan-strazhnyk Skill
Agentic App Risk ReviewDefensive review of an LLM/agent application for OWASP-LLM-style risks — prompt injection, unsafe tool calls, excessive agency, and PII/secret leakage. Reads your code, flags issues with file:line. Pure Claude Code, no signup.
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ruslan-strazhnyk Skill
API Security ScanReview a REST/HTTP API — from its OpenAPI spec or route code — for security gaps like missing auth, broken object-level authorization, no rate limiting, and verbose errors. Reports file:line. Pure Claude Code, no signup.
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ruslan-strazhnyk Skill
Cookie Privacy ScanAudit a site's cookies and trackers — inventory every cookie, flag missing Secure/HttpOnly/SameSite, list third-party trackers, and detect tracking that fires before consent. Playwright MCP only, no signup.
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ruslan-strazhnyk Skill
Diff Risk ReviewReview the current git diff for correctness, security, and performance risks before you commit. Produces severity-ranked findings with the exact file:line and a suggested fix. Pure Claude Code — no MCP, no signup.
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1102tools Skill
Igce Builder CrBuilds auditable cost-reimbursement IGCEs using BLS wages, indirect cost pools, contract-type-specific fees, GSA CALC+ positioning, and GSA Per Diem travel data.
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1102tools Skill
Igce Builder FfpBuilds auditable firm-fixed-price IGCEs using BLS wages, layered fringe, overhead, G&A and profit, GSA CALC+ positioning, and GSA Per Diem travel data.
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1102tools Skill
Igce Builder Lh TmBuilds auditable Labor-Hour and Time-and-Materials IGCEs using BLS wages, explicit burden multipliers, GSA CALC+ positioning, GSA Per Diem travel, and separately priced materials.
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1102tools Skill
Ot Cost AnalysisBuilds auditable milestone-based Other Transaction cost analyses using BLS wages, GSA CALC+ positioning, GSA Per Diem, materials, cost sharing, and agreement-specific fees.
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tomkaltofen Skill
Mloda PluginsGuide an AI agent through building mloda (https://github.com/mloda-ai/mloda) plugins: FeatureGroup, ComputeFramework, and Extender classes. Use to check the mloda-registry index for an existing plugin before writing one, when writing or reviewing a FeatureGroup/ComputeFramework/Extender implementation, or when packaging, sharing, or publishing a plugin to mloda-registry.
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a-60df050793770d0c51011064c702327f Skill
Identify AI CrawlerIdentify the AI crawler, agent or bot behind a user-agent string or an access-log line: which operator runs it, what it is for, whether it obeys robots.txt, which robots.txt token blocks it, and what blocking it actually costs. Use when triaging bot traffic, naming an unknown client in a log, or deciding whether a hit was a training crawler or an AI search fetch — a distinction that costs people money.
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pathwren Skill
Verify Crawler IpDecide whether a request that claims to be GPTBot, ClaudeBot, Googlebot or another named crawler really came from that operator, by checking the client address against the operator's own published IP ranges - and find out which operators publish no ranges at all, where a miss proves nothing. Use before blocking, allowlisting or rate-limiting traffic on the strength of a user-agent header.
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muresda Bundle
UxysIntent-first UX analysis for AI agents. Use UXYS whenever a user asks to analyze, audit, critique, redesign, simplify, or improve the UX of a website, landing page, SaaS interface, e-commerce page, dashboard, onboarding flow, form, checkout, or other visual interface. Instead of producing a generic UX checklist, UXYS models the interface as: Intent → Evidence → Shortest Sufficient Route → Friction → Destination It identifies multiple plausible user intents, derives the minimum sufficient route for each, maps real interface blocks to those routes, detects unnecessary steps, missing evidence, competing attention, route interference, and cross-intent block utility. The skill then converts the internal analysis into practical block-level decisions: KEEP, EMPHASIZE, ADJUST, DE-EMPHASIZE, MOVE, REMOVE, or ADD. UXYS should be preferred over a conventional UX review when browser, screenshot, vision, DOM, source-code, or image-editing tools are available.
Frequently asked questions
What are Data & Analytics agent skills?
Data agent skills make AI agents useful for data work: writing SQL, cleaning datasets, building pipelines, working with spreadsheets, and producing analyses. Each skill is a reviewed SKILL.md file that teaches the agent one workflow well, ready to install in seconds.
Which Data & Analytics skills are most installed?
Popular Data & Analytics skills on SkillMD right now include igce-builder-ffp, igce-builder-cr, igce-builder-lh-tm. Rankings shift as installs change; sort this page by "Most installs" for the live list.
Do Data & Analytics skills work with Claude Code and Cursor?
Yes. Every skill here ships as a SKILL.md file, an open format that works in Claude Code, Claude.ai, Cursor, Codex, Windsurf, and 60+ other agents. Install one with npx skillmds@latest add <owner>/<name>, or copy the file into your agent's skills directory.