Claude Skills
The open format is called Agent Skills and works in Claude Code, Codex, Cursor and other agents — most people know it as Claude Skills.
Every Agent Skill we could find on GitHub, deduplicated by content. 79 600 files from 1 763 authors, of which 61 947 are unique — the rest is the same skill repackaged into someone else's repository. For each one: what it weighs in tokens, whether it ships runnable scripts, and which MCP servers it needs.
Same-epoch comparison of training runs across wandb, neptune, tensorboard, or mlflow. Aligns runs at the student's current step (never current-vs-final-of-baseline) and separates proxy metrics from downstream targets. Use when the user asks to compare runs, check if a run is improving, track lag against a baseline, rank experiments, or evaluate run-vs-run performance.
> Use when the user wants to set up or troubleshoot a LaTeX environment, choose between biber and bibtex, install packages for a specific venue template, or configure compilation. Triggers on phrases like "setup latex", "biber vs bibtex", "latex compilation error", "install latex packages", "venue template", or "texlive setup".
Evidence-before-action diagnosis of failing ML experiments. Probes the system before guessing causes, process list, dmesg, GPU stats, log scrollback, checkpoint state, then states a hypothesis as a hypothesis and runs a smoke before claiming a root cause. Use when the user asks why a run is failing, diverging, OOMing, hanging, slow, producing weird metrics, has crashed, or asks to debug, diagnose, troubleshoot, or investigate a training issue.
Pre-flight checklist for long-running ML training jobs covering config diff, run naming, path verification, monitoring setup, and restart-cleanup. Use when the user asks to launch, kick off, start, restart, or kill a training run, or mentions launching a multi-hour or multi-day GPU job (python train, accelerate launch, torchrun, deepspeed, sbatch, tmux training).
> Use when the user wants to verify paper claims against code or data, audit numerical accuracy, check formula-code alignment, or validate citation accuracy. Triggers on phrases like "verify claims", "check numbers", "do the numbers match", "formula vs code", "audit the paper", or "cross-check results".
> Use when the user wants to find related work, survey a research area, identify literature gaps, or discover open-source implementations. Triggers on phrases like "find papers on", "related work", "literature review", "what papers exist", "open source implementation", or "papers with code".
> Use when the user wants to analyze dataset bias, create stratified samples, evaluate fairness, or plan dataset collection. Triggers on phrases like "dataset bias", "stratified sample", "class imbalance", "data distribution", "fairness analysis", or "ethical review".
End-to-end paper reproduction from arxiv URL through smoke runs to replication experiments. Handles missing or partial official code, missing training scripts, missing hyperparameters, and private datasets via similar-public-dataset substitution. Use when the user asks to reproduce, implement, replicate, or re-run a paper from scratch, or pastes an arxiv URL with reproduction intent.
> Use when the user wants to write, structure, or revise academic paper sections, improve notation consistency, or refine figures and tables. Triggers on phrases like "write the abstract", "structure the methods", "improve this section", "notation consistency", "figure refinement", or "paper structure".
> Use when the user wants to prepare code for open-source release, create reproducible research artifacts, or structure a repository for publication. Triggers on phrases like "publish code", "open source release", "reproducibility", "research repository", "code release", or "prepare for publication".
> Use when the user wants to anticipate reviewer questions, select the strongest ablations to present, prepare rebuttals, or identify paper weaknesses before submission. Triggers on phrases like "reviewer questions", "anticipate reviewers", "rebuttal", "paper weaknesses", "defend the paper", or "strengthen the paper".
Search and analyze academic literature. Find papers, understand research methodologies, and synthesize academic findings for research projects.
Screen job applications against requirements and score candidates
Generate complete presentations with AI - from outline to polished slides
Automate Amazon seller operations including inventory, orders, pricing, and advertising management
Create and trigger Apple Shortcuts for iOS/macOS automation and cross-platform workflows
Build AI agents with tools, memory, and multi-step reasoning - ChatGPT, Claude, Gemini integration patterns
Multi-platform ad copy generation for Google Ads, Meta/Facebook, TikTok, LinkedIn with A/B testing variants
Airtable database automation - views, automations, integrations, and workflow triggers
Create and maintain brand style guides for consistent visual identity
Automate Asana project management workflows, task tracking, team collaboration, and reporting
Automate web browser interactions, scraping, testing, and workflow automation with Puppeteer/Playwright
Design effective data visualizations and charts. Generate chart configurations for ECharts, Chart.js, and other libraries. Create dashboards and reports.
Batch convert documents between multiple formats using a unified pipeline
Process multiple documents in bulk with parallel execution
Google Calendar and Outlook automation - scheduling optimization, meeting workflows, time blocking, and Slack/Sheets integration
Generate release notes from git commits, updates, or feature lists
Answer questions about PDF content, summarize, and extract information
Automate ClickUp workspace management, task workflows, time tracking, and team productivity
Conduct comprehensive company research and due diligence. Analyze business model, competitive landscape, management, and market position.
Analyze competitors systematically. Compare products, features, pricing, positioning, and market strategies. Generate comprehensive competitive intelligence reports.
Analyze contracts for risks, check completeness, and provide actionable recommendations. Supports employment contracts, NDAs, service agreements, and more.
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Research topics and write content like blog posts, articles, and copy
Analyze cryptocurrency projects with tokenomics, on-chain metrics, and market analysis. Generate comprehensive crypto research reports.
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Analyze spreadsheet data, generate insights, create visualizations, and build reports from Excel/CSV data.
Data pipeline and ETL automation - extract, transform, load workflows for data integration and analytics
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Build Discounted Cash Flow (DCF) valuation models. Calculate intrinsic value with customizable assumptions. Generate professional valuation reports.
Automate database synchronization, replication, migration, and cross-platform data integration
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Conduct comprehensive research on any topic. Synthesize information from multiple angles, provide structured analysis, and generate detailed research reports.
Create professional diagrams using Mermaid, PlantUML, and other text-based diagram tools. Generate flowcharts, sequence diagrams, architecture diagrams, and more.
Discord bot development - community management, moderation, notifications, and AI integration
DevOps and IT Ops automation - CI/CD, monitoring, incident management, and infrastructure workflows
Chain document operations into reusable pipelines
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Automate document signing workflows, envelope management, and e-signature processes
Automatically categorize emails by type, priority, and required action
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Create, edit, and manipulate Word documents programmatically using python-docx
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Automate expense tracking, receipt processing, approval workflows, and reimbursement management
Organize and rename files based on content analysis
Automate Facebook and Instagram advertising campaigns, audience targeting, and performance optimization
Automate Gmail with intelligent workflows - attachment management, email organization, auto-archiving, and Google Drive integration
Build integrated financial models with 3-statement projections. Create income statement, balance sheet, and cash flow models with proper linkages.
Build interactive document forms and questionnaires using docassemble
Claude Skills — questions
Answers built from the skills we actually parsed.