AI Ml AI Skills
4,774 open-source AI Ml AI skills that teach any AI model a new workflow.
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AI skills directory results
Comet Archive
Comet Phase 5: Archive. Invoke with /comet-archive. Merge delta specs into main specs with OpenSpec semantics, archive change.
Context Engineering
Master the four operations of context engineering — Write, Select, Compress, Isolate. Manage token budgets, compaction strategies, and context partitioning to keep AI sessions sharp and efficient.
Matrix
A cyber-slick, dark-only Matrix-inspired interface defined by minimalist fashion, high-tech digital elements
History
Trade history tracking, sync, and performance analytics
Design Rationale
Write rationale connecting decisions to user needs, business goals, and principles. Use when a decision needs defending in writing. For a live conversation, use `design-negotiation`.
Omh Finance Analysis
[omh] Turn finance and accounting inputs into a decision-ready variance, cash, and close-risk brief. Use when the user says: finance analysis, budget variance, budget vs actual, month-end close, 재무…
Scvi Tools
Probabilistic single-cell RNA-seq with scvi-tools — scVI for a batch-corrected latent space, scANVI for semi-supervised label transfer, and Bayesian differential expression. Reach for this skill to…
Reducing Entropy
Manual-only skill for minimizing total codebase size. Only activate when explicitly requested by user. Measures success by final code amount, not effort. Bias toward deletion.
Openakita/Skills@Frontend Design
Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples…
Content Hash Cache Pattern
使用SHA-256内容哈希缓存昂贵的文件处理结果——路径无关、自动失效、服务层分离。
Differential Expression Analysis
Use when analyzing bulk RNA-seq or microarray expression data to identify differentially expressed genes between two biological groups (case vs control), with volcano plots and heatmap visualization.…
Minervini Vcp
Use when evaluating Mark Minervini-style VCP setups: volatility contraction, tight price action, moving-average alignment, relative strength, breakout trigger, and structural stop placement.
Unity Material
Edit material and shader properties across Built-in/URP/HDRP
User Profile
Manage user profile including watchlists, portfolio, and preferences.
Load Issues
Load all open issues from GitHub and save them as markdown files
Ai Product Canvas
Structure AI and ML product decisions with the rigour of any product decision. Use when building AI-powered features, evaluating LLM integrations, designing AI products, or assessing AI readiness.…
Interviewing Evaluating Candidates
Help users design and execute a high-signal interview process that prioritizes real-world performance over superficial charisma or pedigree.
Postgresql Development
Use when building or inspecting CloudBase PostgreSQL — queryPgDatabase, managePgDatabase, RLS, app.rdb().
Shadcn Ui
Install and configure shadcn/ui components for React projects. Guides component selection, installation order, dependency management, customisation with semantic tokens, and common UI recipes (forms,…
Python Skill
Execute Python code for calculations, data processing, and automation. Access to math, json, datetime, collections, and more.
Vat Summary
Produce a VAT / sales-tax summary for a period from a Well workspace's posted ledger. Use when the user asks for a VAT return, VAT summary, sales tax owed, output vs input VAT, or tax declaration…
Kg Builder
Designs and builds knowledge graphs from documents — ontology modeling with domain/range constraints, entity/relation/event extraction, entity resolution, provenance and supersession, and GraphRAG…
Contract Redliner
Reads a contract and generates redline suggestions with replacement language. Identifies unfavorable terms, missing protections, ambiguous language, liability exposure, IP risks, termination traps,…
Telnyx 10dlc Go
10DLC brand and campaign registration for US A2P messaging compliance. Assign phone numbers to campaigns.
Symfony Voters
Implement granular authorization with Symfony Voters; decouple permission logic from controllers; test authorization separately
Pytest
pytest - Python's most powerful testing framework with fixtures, parametrization, plugins, and framework integration for FastAPI, Django, Flask
Cometchat Flutter V6 Events
React to CometChat activity in a Flutter app — SDK listeners (messages, calls, users, groups, connection) versus UI Kit events (CometChatMessageEvents, CometChatGroupEvents, CometChatUserEvents,…
Event Driven Architecture
Kafka, RabbitMQ, SQS/SNS, event sourcing, CQRS, saga patterns, dead letter queues, and idempotency. Use when designing asynchronous systems, implementing message-driven workflows, or building event…
Ai Rag
Designs retrieval-augmented generation and search systems. Use when choosing retrieval, chunking, hybrid search, grounding, or RAG evaluation patterns.
Animation Principles Absolute Beginner
Use when someone has never heard of animation principles, needs the simplest explanation possible, or is a complete newcomer to animation
Review Feedback Schema
Schema for tracking code review outcomes to enable feedback-driven skill improvement. Use when logging review results or analyzing review quality.
Inbound Email
Handle email arriving at a ServiceNow instance — inbound email action ordering and stop-processing, the real sysevent_in_email_action column names, and reading sys_email when a message created no…
Ionic Design
Guide to using Ionic Framework components for beautiful native-looking Capacitor apps. Covers component usage, theming, platform-specific styling, and best practices for mobile UI. Use this skill when…
Context Engineering
Diagnose missing or overloaded agent context and configure project instructions when setup or context quality is the task.
Verification Loop
Sistema de verificación completo para sesiones de Claude Code.
Aws Cost Optimize
Analyze AWS resources used in the app (IaC files and/or resources in a target account/region) and optimize costs - creating GitHub issues for identified optimizations.
Analyzing Malware Family Relationships With Malpedia
Query the Malpedia API to look up malware family aliases and naming (platform.family_name), pull community/vendor YARA rules, link families to threat actors, and map family relationships such as…
Remotion
Creates programmatic video with React via Remotion — compositions, sequences, and motion graphics animated with useCurrentFrame() and rendered to MP4. USE WHEN video, animation, motion graphics, video…
Ml Engineer
Machine learning engineer expert for PyTorch, scikit-learn, model evaluation, and MLOps
Novelty Check
Verify research idea novelty against recent literature. Use when user says "查新", "novelty check", "有没有人做过", "check novelty", or wants to verify a research idea is novel before implementing.
Subtitle Burner
Burn an SRT subtitle file into an MP4 via ffmpeg's subtitles filter (libass). Single-pass re-encode of video; audio copied as-is. Uses a verified managed Noto Sans CJK font when available. Used by…
Jira Assistant
Manage Jira issues via Atlassian MCP — search, create, update, transition status, and handle sprint tasks. Auto-detects workspace configuration. Use when user says "create a Jira ticket", "update my…
Build Mobile Threejs Games
Build, tune, or test a Three.js game for mobile web. Use for touch movement, action controls, target selection, touch inventory, safe areas, portrait/landscape layouts, responsive HUD,…
Learn Teach
Step-by-step explanation of a concept with progressive depth
Onboard
Designs and improves onboarding flows, empty states, and first-run experiences to help users reach value quickly. Use when the user mentions onboarding, first-time users, empty states, activation,…
Extracting Pii Entities
Detect PHI/PII spans in clinical text with OpenMed's extract_pii without altering the text. Use when the user wants to find names, dates, MRNs, phone numbers, addresses, SSNs, or other identifiers and…
Pentest Commands
This skill should be used when the user asks to "run pentest commands", "scan with nmap", "use metasploit exploits", "crack passwords with hydra or john", "scan web vulnerabilities with nikto",…
Peekaboo
Capture and automate macOS UI with the Peekaboo CLI.
Avoid Hallucinating Specifics
Common mistake — stating specific facts (API endpoints, library versions, config options, function signatures) with false confidence when uncertain. Always flag uncertainty rather than guessing…
Redteam Recon Detail Pack
Domain routing and boundary guidance for authorized reconnaissance and information gathering, including subdomain enumeration, port scanning, directory discovery, fingerprinting, and OSINT. Use when a…
Docx
Document toolkit (.docx). Create/edit documents, tracked changes, comments, formatting preservation, text extraction, for professional document processing.
