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.
-
ctaxnagomi Bundle Magic MCPMagic MCP server for AI-powered development.
-
ctaxnagomi Bundle NimbalystNimbalyst AI agent framework.
-
ctaxnagomi Bundle SkillMeta-skill authoring capability. Write, structure, and validate SKILL.md files for AI agents, including YAML frontmatter, discoverability, and platform compatibility. Use for creating, editing, or reviewing agent skills.
-
ctaxnagomi Bundle Domain ModelingCreate and maintain a shared domain vocabulary and model that all code and tests reference. Use when establishing domain vocabulary, creating CONTEXT.md, or aligning code with business concepts.
-
ctaxnagomi Bundle Fast AgentFast Agent framework for AI development.
-
ctaxnagomi Bundle Gemini CLIGoogle Gemini CLI agent.
-
ctaxnagomi Bundle Claude CodeAnthropic Claude Code CLI agent.
-
ctaxnagomi Bundle Comfyui MCPComfyUI integration via MCP for AI art.
-
ctaxnagomi Bundle OpenharnessOpenHarness for AI agent orchestration.
-
ctaxnagomi Bundle Pydantic AIPydantic AI for type-safe agent development.
-
ctaxnagomi Bundle SuperpowersEnhanced AI agent capabilities and advanced workflows.
-
ctaxnagomi Bundle Cursor AgentCursor AI agent for code generation.
-
ctaxnagomi Bundle Hermes AgentHermes Agent by Nous Research.
-
ctaxnagomi Bundle Writing For AgentsWrite clear, structured prompts and instructions optimized for AI agent consumption. Use when writing SKILL.md files, creating agent instructions, or structuring documentation for AI readability.
-
ctaxnagomi Bundle Agent ManagerAI agent management and orchestration.
-
ctaxnagomi Bundle Improve AgentAI agent improvement and optimization.
-
ctaxnagomi Bundle MCP PlaywrightBrowser automation with Playwright for AI agents.
-
newkayak12 Skill InstallUse when installing, connecting, or verifying the graph-engineering MCP for a Claude Code project. Not for running a graph; use graph:orchestrate.
-
newkayak12 Bundle OrchestrateUse when running a whole request through the graph-engineering MCP and driving its harness nodes without holding the payload yourself. Triggers on: "그래프 돌려줘", "노드 단위로 돌려줘", "run it through the MCP", "orchestrate this run". Not for installation.
-
newkayak12 Bundle Orchestrate 2Use when running a whole request through the teams-engineering MCP and driving its harness nodes without holding the payload yourself. Triggers on: "그래프 돌려줘", "노드 단위로 돌려줘", "run it through the MCP", "orchestrate this run". Not for installation.
-
newkayak12 Bundle Knowledge QueryUse when answering questions over an existing linked Markdown vault, local SQLite index, ontology, knowledge graph, RAG corpus, or mixed knowledge assets while preserving citations, uncertainty, and retrieval traceability.
-
kesslernity Bundle Pfd Intake And ExtractionReads a process flow diagram (image, PDF or native export) with its job header and returns a provenance-tagged extraction register: equipment, streams, tags, connectivity, instruments already shown, notes and legends, connectivity findings and an explicit UNKNOWN list, then holds at gate G1. Extracts and records only; never enriches, tags or proposes. Use when the user asks to "start a PFD to P&ID job", "read in the attached PFD", "extract the equipment and streams from this PFD" or "read this PFD into a register". Do not use for checking the model, use process-model-check instead; do not use to propose lines, instruments or tags, use piping-enrichment or instrumentation-and-control-enrichment after gate G2. Drafts for human review; never approves, authorises or signs off.
-
kesslernity Bundle Instrumentation And Control EnrichmentProposes the instrumentation and control content a P&ID adds to an accepted PFD process model: instruments drawn carried over as facts, measurement points and control loops the control philosophy requires, tag structure per the project instrument numbering procedure, system interfaces, and alarms, interlocks, trips and fail actions as quoted. Never assigns safety functions, ranges or setpoints. Use when the user asks to "run the instrumentation and control enrichment", "add the instrument section to the P&ID draft", "list the control loops the philosophy requires" or "carry the PFD instruments into the P&ID" after the piping section. Do not use for safety flags, SIL or trip classification, use process-safety-flags instead; do not use to assign tag numbers, use tagging-and-numbering. Drafts for human review; never approves, authorises or signs off.
-
rudironsoni Skill Dotnet Gha Publish 4Publishes .NET artifacts from GitHub Actions. NuGet push, container images, signing, SBOM.
-
newkayak12 Skill Ontology BuilderUse when designing or refining an ontology for a knowledge system: domain concepts, classes, relationship semantics, constraints, controlled vocabularies, reasoning rules, and mappings to graph/RAG/vault artifacts.
-
newkayak12 Skill Agent Task DecomposerUse when a task is too large or ambiguous to hand to a single agent without first defining clear subtask boundaries. Triggers on: "큰 작업 분해해줘", "에이전트 분리해줘", "subtask로 나눠줘", "task decomposition", "이 작업 어떻게 나눠야 해?", "agent에게 어떻게 전달해?", "병렬 작업 계획 잡아줘".
-
newkayak12 Skill Knowledge WorkflowUse when building a knowledge vault end to end, or when eval and competency questions keep failing and the retrieval fix has to be measured — routes catalog, graph, RAG, index, and repair as one loop with a stop condition.
-
newkayak12 Skill RAG Corpus BuilderUse when preparing a retrieval-augmented generation corpus from code, documents, notes, tickets, or mixed sources by chunking, adding metadata, preserving citations, and designing retrieval/evaluation checks.
-
newkayak12 Bundle Skill Quality AssuranceUse when reviewing or quality-checking a skill before shipping. Runs 6 checks: usefulness, authoring, structure, MCP, weight, output quality. Triggers on: 스킬 검토, skill review, validate skill, 배포 전 검토.
-
newkayak12 Bundle Mental Model ToolkitUse when someone is stuck on a problem and needs a different frame entirely, suspects they have blind spots, or has exhausted obvious solutions. Three instruments: choose the right mental model, systematically surface unknown unknowns, and break...
-
newkayak12 Skill Sqlite Index BuilderUse when building, rebuilding, refreshing, or syncing a local SQLite knowledge index from canonical Markdown plus catalog, RAG, and graph JSONL; not for querying an existing index or creating source artifacts.
-
newkayak12 Skill Harness 2Use when explicitly running the beta harness where Claude chooses Agent Team or Dynamic Workflow for a substantial request. Not the stable harness.
-
newkayak12 Bundle Knowledge Base BuilderUse when turning code, docs, notes, or mixed sources into a small-to-moderate, query-efficient Markdown knowledge base with predictable folders, an AI lookup catalog, source-grounded summaries, and RAG-ready metadata.
-
rlaope Skill Ulw QA 2[omh] Hermes UltraQA workflow: adversarial QA and fix loops. Use when the user says: ultraqa, adversarial qa, hostile scenarios, e2e qa, real-world qa, qa scenario, release qa, 敵対的QA.
-
rlaope Bundle Ulw Loop 2[omh] Hermes Loop workflow: agentic interviewer -> planner -> researcher -> builder -> reviewer cycles until a real gate. Use when the user says: loop, goal loop, long horizon goal, never stop, research plan goal feedback, token exhaustion resume, permission profile, star 10k.
-
rlaope Skill Ulw Perf 2[omh] Ultraperf - find where a system is actually slow, leaking, or expensive across runtime, memory, token cost, storage, rendering, inference, CI, and query domains, then fix one measured hot path at a time behind a regression budget. Use when the user says: ultraperf, ulw-perf, performance audit, performance bottleneck, find the bottleneck, profile the hot path, memory leak investigation, token cost hotspot.
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 magic-mcp, nimbalyst, skill. 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.