Skill AI mở cho công việc thật

LLM apps and fine tuning

RAG, embeddings, hybrid and vector search, LLM evaluation, and fine-tuning recipes from dataset curation to LoRA, preference optimisation and quantised export.

• Embedding Strategies
• Hybrid Search Implementation
• LangChain & LangGraph Architecture
• LLM Evaluation
• RAG Implementation
• +14 khác

Hugging Face Hub and models

Find the best model for a task, estimate memory, run models locally or in the browser with Transformers.js, use datasets and papers, post-train with TRL, track runs and plan a SageMaker deploy.

• HuggingFace Best Model Finder
• Hf mem
• Hugging Face Local Models
• Transformers.js - Machine Learning for JavaScript
• Hugging Face Dataset Viewer
• +5 khác

Clinical-trial forecast

Forecasts one registered clinical trial's probability of success from registry records and documents the user supplies: checked research, a critiqued Monte Carlo model, a cited report and a claim…

Clinical Trial Protocol Skill

Generate clinical trial protocols for medical devices or drugs. This skill should be used when users say "Create a clinical trial protocol", "Generate protocol for [device/drug]", "Help me design a…

Customer support

Triage tickets, draft responses, escalate issues, and build your knowledge base. Research customer context and turn resolved issues into self-service content.

• Customer escalation
• Customer research
• Draft response
• Kb article
• Ticket triage

Data

Write SQL, explore datasets, and generate insights faster. Build visualizations and dashboards, and turn raw data into clear stories for stakeholders.

• Answer Data Questions
• Build Interactive Dashboards
• Create Visualizations
• Data Context Extractor
• Data Visualization Skill
• +5 khác

Data engineering and analytics

Airflow DAGs, dbt models, Spark tuning, data quality checks, KPI dashboards and turning numbers into a story.

• Apache Airflow DAG Patterns
• Data Quality Frameworks
• dbt Transformation Patterns
• Apache Spark Optimization
• Data Storytelling
• +1 khác

Frontend and UI design

Design systems, interaction and visual design, responsive layouts, iOS and Android patterns, React state, Next.js, Tailwind and accessibility audits.

• Accessibility Compliance
• Design System Patterns
• Interaction Design
• Android Mobile Design
• iOS Mobile Design
• +10 khác

Design

Accelerate design workflows — critique, design system management, UX writing, accessibility audits, research synthesis, and dev handoff. From exploration to pixel-perfect specs.

• Accessibility review
• Design critique
• Design handoff
• Design system
• Research synthesis
• +2 khác

Theme Factory Skill

Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact…

DevOps, cloud and reliability

CI/CD pipelines, Terraform, Kubernetes manifests and policies, service meshes, cloud cost, monitoring, SLOs, incident runbooks and postmortems.

• Deployment Pipeline Design
• GitHub Actions Templates
• GitLab CI Patterns
• Secrets Management
• Cloud Cost Optimization
• +18 khác

Expo app development

Build React Native apps with Expo: routing, native UI, animation, data fetching, native modules, upgrades, and shipping to the App Store and Google Play with EAS.

• App Store Deployment
• EAS Hosting
• EAS Observe
• EAS Update
• EAS Update Insights
• +15 khác

Cloudflare developer platform

Choose Cloudflare products, write Workers and Durable Objects, run Next.js on Workers, profile and speed up sites, and set up email, Zero Trust and sandboxes.

• Discover and build with Cloudflare
• Workers best practices
• Wrangler CLI
• Cloudflare CLI (cf)
• Durable Objects
• +13 khác

Code quality and tooling

Code review, debugging, end-to-end tests, git, monorepos and build caching, migrations and upgrades, shell scripts, ADRs, changelogs and OpenAPI specs.

• Code Review Excellence
• Debugging Strategies
• E2E Testing Patterns
• Git Advanced Workflows
• Monorepo Management
• +13 khác

Backend architecture

Service design patterns: microservices, CQRS, event sourcing, sagas, workflow engines, auth, error handling, Postgres schema design and SQL tuning.

• Architecture Patterns
• CQRS Implementation
• Event Store Design
• Microservices Patterns
• Projection Patterns
• +11 khác

Python development

Modern Python: project layout, typing, async, testing, packaging with uv, configuration, performance, resilience and observability.

• Async Python Patterns
• Python Anti-Patterns Checklist
• Python Background Jobs & Task Queues
• Python Code Style & Documentation
• Python Configuration Management
• +11 khác

Engineering review

Pull request review, adversarial review, schema design, API tests, security guidance, Stripe integration and LLM cost control.

• PR Review Expert
• Adversarial Code Reviewer
• Database Schema Designer
• API Test Suite Builder
• Focused Fix — Deep-Dive Feature Repair
• +6 khác

Engineering

Streamline engineering workflows — standups, code review, architecture decisions, incident response, and technical documentation. Works with your existing tools or standalone.

• Architecture
• Code review
• Debug
• Deploy checklist
• Technical Documentation
• +5 khác

JavaScript, TypeScript, Go and Rust

Advanced TypeScript types, modern JavaScript, JS testing, Go concurrency, Rust async and memory safety.

• JavaScript Testing Patterns
• Modern JavaScript Patterns
• TypeScript Advanced Types
• Go Concurrency Patterns
• Memory Safety Patterns
• +1 khác

Neon Postgres

Serverless Postgres on Neon: connections and pooling, branching, auth, object storage, realtime queries and long-running functions.

• Neon
• Lakebase Postgres
• Neon Auth
• Neon Functions
• Neon Object Storage
• +1 khác

Sentry engineering practices

How Sentry engineers simplify code, hunt bugs, write commits and pull requests, keep AGENTS.md files, and tune prompts.

• Code Simplifier
• Find Bugs
• Sentry Commit Messages
• PR Writer
• Maintaining AGENTS.md
• +1 khác

Web3 and game development

Solidity security, DeFi and NFT standards, web3 testing, Godot and Unity ECS patterns.

• DeFi Protocol Templates
• NFT Standards
• Solidity Security
• Web3 Smart Contract Testing
• Godot GDScript Patterns
• +1 khác

Dev workflow

Test-driven development, verifying work before calling it done, and taking code review well.

• Test-Driven Development (TDD)
• Verification Before Completion
• Code Review Reception

Supabase and Postgres

Work with Supabase (database, auth, storage, edge functions) and Postgres best practices that hold anywhere.

• Supabase
• Supabase Postgres Best Practices

Frontend Design

Guidance for distinctive, intentional visual design when building new UI or reshaping an existing one. Helps with aesthetic direction, typography, and making choices that don't read as templated…

MCP Server Development Guide

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate…

Stripe integration

Integrate Stripe the way Stripe recommends: best practices, Connect setup and verification, Stripe Apps, usage billing with Metronome, API upgrades and docs lookup.

• Stripe best practices
• Connect recommend
• Step 1: verify the platform country is valid
• Stripe apps
• Metronome
• +4 khác

Finance

Streamline finance and accounting workflows, from journal entries and reconciliation to financial statements and variance analysis. Speed up audit prep, month-end close, and keeping your books clean.

• Audit Support
• Close Management
• Financial statements
• Journal Entry Preparation
• Journal Entry Preparation
• +3 khác

Startup analyst

Market sizing, competitive landscape, startup financial models and metrics, team analysis, backtesting and risk metrics.

• Competitive Landscape Analysis
• Market Sizing Analysis
• Startup Financial Modeling
• Startup Metrics Framework
• Team Composition Analysis
• +2 khác

Payments and billing

Subscription billing, Stripe and PayPal integrations, and PCI compliance.

• Billing Automation
• PayPal Integration
• PCI Compliance
• Stripe Integration

Legal

Speed up contract review, NDA triage, and compliance workflows for in-house legal teams. Draft legal briefs, organize precedent research, and manage institutional knowledge.

• Legal Team Briefing
• Compliance Review
• Generate Response from Templates
• Legal Risk Assessment Skill
• Meeting Briefing Skill
• +4 khác

Regulatory & compliance audits

Audit prep for FDA QSR, ISO 13485, ISO 27001, SOC 2, GDPR, the EU AI Act and ISO 42001, built around the questions an auditor will ask.

• FDA QSR Forcing Questions
• ISO 13485 QMS Forcing Questions
• ISO 27001 ISMS Audit Forcing Questions
• SOC 2 Type II Forcing Questions
• GDPR DPO Forcing Questions
• +3 khác

Employment and data privacy

Employment contract templates and GDPR data handling.

• Employment Contract Templates
• GDPR Data Handling

Growth marketing

Copywriting, SEO and AI search, CRO, pricing, launches, email, ads, referrals and retention for startups, SaaS and online stores.

• A/B Test Setup
• Ad Creative
• Paid Ads
• AI SEO
• Analytics Tracking
• +44 khác

Marketing

Create content, plan campaigns, and analyze performance across marketing channels. Maintain brand voice consistency, track competitors, and report on what's working.

• Brand Review
• Campaign Plan
• Competitive Brief
• Content Creation Skill
• Draft Content
• +3 khác

Executive advisor

Board decks, board meetings, M&A, international expansion, change management and a pre-mortem for any big plan.

• Board Deck Builder
• Board Meeting Protocol
• Chief of Staff
• Competitive Intelligence
• Change Management Playbook
• +10 khác

Leadership reviews

Put a plan in front of a CFO, CTO, CMO, CISO, general counsel and other leaders, each asking the questions their role would ask.

• CFO Forcing Questions
• CTO Forcing Questions
• CMO Forcing Questions
• CPO Forcing Questions
• CRO Forcing Questions
• +8 khác

Operations

Optimize business operations — vendor management, process documentation, change management, capacity planning, and compliance tracking. Keep your organization running efficiently.

• Capacity plan
• Change request
• Compliance Tracking
• Process doc
• Process Optimization
• +4 khác

Human resources

Streamline people operations — recruiting, onboarding, performance reviews, compensation analysis, and policy guidance. Maintain compliance and keep your team running smoothly.

• Comp analysis
• Draft offer
• Interview Prep
• Onboarding
• Org Planning
• +4 khác

Product management

Write feature specs, plan roadmaps, and synthesize user research faster. Keep stakeholders updated and stay ahead of the competitive landscape.

• Competitive Brief
• Metrics Review
• Product Brainstorming Skill
• Roadmap Update
• Sprint planning
• +3 khác

Productivity

Manage tasks, plan your day, and build up memory of important context about your work. Syncs with your calendar, email, and chat to keep everything organized and on track.

• Memory Management
• Start Command
• Task Management
• Update Command

Scientific Python

Correct, current usage of scientific Python libraries: single-cell atlases, cheminformatics, molecular dynamics, graph learning, quantum circuits, large arrays and GPU speed-ups.

• CZ CELLxGENE Census
• Cirq - Quantum Computing with Python
• Datamol Cheminformatics Skill
• Histolab
• LaminDB
• +11 khác

Bio research

Connect to preclinical research tools and databases (literature search, genomics analysis, target prioritization) to accelerate early-stage life sciences R&D

• Instrument Data to Allotrope Converter
• nf-core Pipeline Deployment
• Scientific Problem Selection Skills
• scvi-tools Deep Learning Skill
• Single-Cell RNA-seq Quality Control
• +1 khác

Phở Publishing

Get research ready to submit: figures sized for a journal, manuscripts in the venue's format, and the reporting checklist for the study design.

• Journal formatting
• Publication figures
• Reporting checklists

Research methods

Grant proposals, critical appraisal of scientific claims, and clear scientific Markdown with Mermaid diagrams.

• Research Grant Writing
• Scientific Critical Thinking
• Markdown and Mermaid Writing

Deep reading & meta research

Read a paper or book for its claims and evidence, map the argument, and appraise a body of research.

• DeepRead
• Meta-Research — Disciplined Multi-Source Research

Sales

Sales skills that work with the tools your team already uses - your CRM, email, calendar, chat and call recorder - or with uploaded files. Prep calls, summarize and follow up, research accounts…

• Account Context
• Account Plan
• Account Research
• Account Tiering
• Call Prep
• +31 khác

Threat modeling

STRIDE analysis, attack trees, security requirements, mitigation mapping and SAST setup.

• Attack Tree Construction
• SAST Configuration
• Security Requirement Extraction
• STRIDE Analysis Patterns
• Threat Mitigation Mapping

Sentry security checks

Review GitHub Actions workflows for exploitable patterns and find secrets that leak through serializers and generated output.

• GitHub Actions Security Review
• Secret Serialization Review

Small business

Pre-built small business workflows to help you run and grow your business. Supports a majority of the tools you already use. You approve every step that touches money or customers. Install and then…

• Ad Manager
• AP Processor
• Brand Style
• Business Pulse
• Call list
• +33 khác

Business toolkit

Proposals and contracts, meeting notes, team updates, investment cases, product marketing, naming and video content strategy.

• Contract & Proposal Writer
• Meeting Insights Analyzer
• Internal Comms
• Business Investment Advisor
• Marketing Strategy & PMM
• +3 khác

Avoid AI writing

Edit drafts so they stop sounding machine-written.

• Avoid AI Writing

Discernment nudge

After you give a substantive answer or draft that the user may act on — advice or recommendations, drafted artifacts such as goals, plans, pitches, proposals, or emails, estimates or projections…

Internal comms

A set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenever asked to write some sort of internal…