AI & ML
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
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gitwalter Bundle Verifying CommunicationsEnable verified, axiom-compliant communication between Factory agents
- gitwalter Skill Optimizing Models
LoRA/QLoRA/PEFT fine-tuning workflows with Hugging Face transformers
- gitwalter Skill Using Git Worktrees
Use when starting feature work that needs isolation from the current workspace - creates isolated git worktrees. Good for @Operator (PROPS).
- gitwalter Bundle Applying RAG Patterns
Document chunking strategies, hybrid retrieval (semantic + keyword), reranking patterns, and citation/attribution
- gitwalter Bundle Authenticating Dotnet
ASP.NET Core authentication and authorization patterns
- gitwalter Bundle Observing Spring Apps
Micrometer metrics (counters, gauges, timers), Distributed tracing with Micrometer Tracing + Zipkin/Jaeger, Structured logging (Logback + JSON), Spring Boot Actuator endpoints, Prometheus + Grafana setup, Custom health indicators
- gitwalter Bundle Using Prisma Database
Prisma schema design patterns, relations (1:1, 1:N, M:N), migrations workflow, Prisma Client queries (findMany, create, update, transactions), seeding, type-safe queries, and performance optimization.
- gitwalter Bundle Managing Stack Context
Tools for managing the execution environment active SDLC stack (e.g., Python_FastAPI, DotNet_CSharp) to ensure correct workflow routing.
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aradotso-security-skills Skill Awesome AI Security Tools GuideNavigate and recommend tools from the curated Awesome AI Security Tools list covering autotriage, agent security, AI/ML supply chain, pentest agents, LLM red-teaming, and more.
- aradotso-security-skills Skill Security Investigator Automation
Automated security investigations using Microsoft Sentinel, Defender XDR, GitHub Copilot Agent Skills, and MCP servers for natural language threat hunting
- aradotso-security-skills Skill Vibe Pentest AI Security Testing
AI-powered automated penetration testing tool using multi-agent architecture for web applications, APIs, and admin panels
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magnus919 Bundle SlackOperate Slack workspaces from a terminal or agent: list channels, read messages, follow threads, search message history, list files, and verify inbound webhook signatures — with a bundled slack-cli script that is read-only by default and gates every send behind a --dry-run/--yes confirmation. Use when an agent needs to read or post Slack data, triage incidents, or answer questions about what was said in a workspace. Do not use for building Slack apps or bots (that is application development) or workspace administration like user provisioning and org settings (that is the Slack admin console).
- gitwalter Skill Repository Maintenance
Systematic maintenance, debugging, updating, and health reporting for the agent factory codebase.
- gitwalter Bundle Applying Ef Core Patterns
Entity Framework Core patterns for data access, migrations, and query optimization
- gitwalter Bundle Managing Knowledge Graphs
Graph RAG patterns, entity extraction with LLMs, relationship mapping, and Neo4j integration
- gitwalter Bundle Onboarding Configurations
Skill for migrating hardcoded environment parameters to the Single Point of Truth configuration
- gitwalter Bundle Onboarding Team Workshops
Collaborative team workshop series for designing customized Cursor agent systems grounded in love, truth, and beauty
- gitwalter Bundle Operating Shell Platforms
Platform-specific shell command considerations for Windows PowerShell and Unix shells
- gitwalter Bundle Processing Data Pipelines
Dataset preparation for ML, HuggingFace datasets, custom loaders, data validation with Great Expectations, feature engineering, data versioning with DVC, preprocessing pipelines
- gitwalter Bundle Verifying With Strawberry
Factual claim verification - the canonical profile of grounding-verification
- gitwalter Bundle Developing Spring Boot
Spring Boot 3+ project setup (Initializr), REST controllers, Service layer patterns, Exception handling (@ControllerAdvice), Profiles and configuration, Bean validation, Async operations
- gitwalter Bundle Ingesting RAG Content
Specialized skill for ingesting rag content
- gitwalter Skill Test Driven Development
Use when implementing any feature or bugfix, before writing implementation code. Enforces RED-GREEN-REFACTOR.
- gitwalter Bundle Providing Pattern Feedback
Implement inductive learning by observing patterns and proposing improvements to axioms, principles, and methodologies
- gitwalter Bundle Applying LLM Guardrails
NeMo Guardrails setup, Guardrails AI integration, prompt injection prevention, PII detection, content safety, topic control
- gitwalter Bundle Building Dotnet Backend
ASP.NET Core Minimal APIs, Controllers, dependency injection, middleware, background services, options pattern, health checks
- gitwalter Bundle Engineering RAG Systems
Tactical Blueprint for Retrieval-Augmented Generation (RAG) systems. Focuses on document ingestion, semantic retrieval, reranking, and citation truth.
- gitwalter Bundle Integrating Sap Systems
CPI iFlow design patterns (content-based routing, splitter, aggregator), Groovy script patterns, API Management policies, Event Mesh topic design, OData consumption
- gitwalter Bundle Mastering Agentic Loops
Tactical Blueprint for stateful AI agents and multi-agent systems. Focuses on LangGraph orchestration, state persistence, and procedural loop logic.
- gitwalter Bundle Inspecting RAG Catalog
Inspect and list the contents of the Qdrant RAG ebook library
- gitwalter Bundle Retrieving RAG Context
Specialized skill for retrieving rag context
- gitwalter Skill Documentation Management
Catalog generation, reference link verification, workshop documentation building, and knowledge gap analysis.
- gitwalter Bundle Managing Google Calendar
Manage calendar events using the Google Calendar MCP server.
- gitwalter Skill Mobile Native Build
Skills for orchestrating native mobile builds for iOS and Android.
- gitwalter Bundle Applying Anthropic Patterns
Claude agentic loop patterns - tool use until done, extended thinking for complex reasoning, safety and alignment patterns, LangChain ChatAnthropic integration
- gitwalter Skill Clustering Opportunities
Synthesises all raw idea dumps in knowledge/ideas/raw/ into labelled opportunity clusters with themes, strength signals, and a prioritisation matrix. Use this skill after one or more brainstorming sessions, when the user wants to make sense of accumulated ideas, find patterns, or asks "what themes are emerging" or "which ideas are worth pursuing". Writes output to knowledge/opportunities.md.
Frequently asked questions
What are AI & ML agent skills?
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
Which AI & ML skills are most installed?
Popular AI & ML skills on SkillMD right now include verifying-communications, optimizing-models, using-git-worktrees. Rankings shift as installs change; sort this page by "Most installs" for the live list.
Do AI & ML 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.