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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n24q02m Skill Scrape BatchExtract many known URLs in one polite, rate-limited pass. Use when the user hands over a list of links, a set of search hits to read in full, or asks to "scrape these pages" / "pull the content from all of them". Drives extract(action="batch"), which fans out with per-domain rate limiting and returns partial results plus a per-URL error list.
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n24q02m Bundle Research TopicMulti-step research orchestration. Use when user asks "research X", "summarize current state of Y", "what's the latest on Z", or compares approaches. Calls extract(action="agent") which searches the web, extracts top results, then synthesises a citation-preserving Markdown answer with one configured LLM.
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n24q02m Skill Lock Project StackDetect a project's manifest (pyproject.toml / package.json / go.mod / Cargo.toml), pin its library set into wet-mcp's Cabinets project_context, then route subsequent docs queries to the locked versions automatically.
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terraphim Skill Terraphim RlmRecursive Language Model (RLM) orchestration for Terraphim AI. Provides isolated code execution in Firecracker VMs, session management, budget tracking, and knowledge graph validation. Use when: (1) Executing LLM-generated code in sandboxed environments, (2) Running untrusted code with resource limits, (3) Managing long-running code execution sessions with snapshots, (4) Building AI agents that write and execute code. Triggers: "execute code", "run python", "sandbox", "code isolation", "RLM", "firecracker", "session management", "budget tracking".
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terraphim Skill Terraphim EvolutionQuery and analyse agent evolution data from the ADF orchestrator. Use when the user asks about "agent evolution", "agent memory", "evolution snapshot", "agent learning history", or "agent performance over time". Triggers: "evolution", "agent memory", "agent learning", "snapshot".
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mihai-dinculescu Bundle TapoControl TP-Link Tapo smart home devices (lights, plugs, power strips, hubs and sensors, cameras) via [Tapo MCP](https://github.com/mihai-dinculescu/tapo/tree/main/tapo-mcp).
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mihai-dinculescu Skill ChangelogUpdate CHANGELOG.md when the public API of the tapo (Rust), tapo-py (Python), or tapo-mcp (MCP) crates changes
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mihai-dinculescu Skill Pre CommitRun Rust/Python/MCP checks, fix issues, then summarize findings before committing
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mihai-dinculescu Skill Release MCPRelease a new version of the tapo-mcp crate (MCP server), versioned independently from the tapo libraries
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mihai-dinculescu Skill Release Openclaw SkillRelease a new version of the OpenClaw skill in `tapo-mcp/openclaw-skill/` by bumping its version, committing, and publishing via `npx clawhub`
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amite Bundle LanggraphLangGraph low-level agent orchestration. Build stateful, durable agents with graphs, persistence, streaming, and human-in-the-loop.
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htooayelwinict Skill DeepagentExpert guidance for DeepAgents framework - simplified agent creation with tool integration for LangChain/LangGraph workflows.
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htooayelwinict Skill LangchainExpert guidance for building LLM applications with LangChain framework - chains, prompts, memory, retrievers, and integrations.
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htooayelwinict Skill LanggraphExpert guidance for building stateful, multi-actor AI agents with LangGraph - graphs, nodes, edges, state management, and agent architectures.
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htooayelwinict Bundle BrainstormingBrainstorm and advise on technical decisions using structured process and MCP helpers. EXCLUSIVE to brainstormer agent. Does NOT implement — only advises.
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htooayelwinict Bundle Project PlanningCreate clear, step-by-step implementation plans with acceptance criteria using MCP helpers. EXCLUSIVE to planner agent.
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htooayelwinict Bundle Project OrchestrationCoordinate multiple agents by routing tasks to appropriate specialists. EXCLUSIVE to project-manager agent.
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htooayelwinict Bundle Research And SynthesisFetch and summarize authoritative external sources into actionable guidance using MCP helpers. EXCLUSIVE to researcher agent.
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htooayelwinict Bundle Documentation ManagementKeep project documentation accurate when behavior changes. EXCLUSIVE to project-manager agent.
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berea-ch Skill Generate MCP ServerUse when generating an MCP server from an OpenAPI spec with Speakeasy. Triggers on "generate MCP server", "MCP server", "Model Context Protocol", "AI assistant tools", "Claude tools", "speakeasy MCP", "mcp-typescript"
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llblab Skill Extra SelfHigh-density systems and memetic reasoning mode. Use for strategic synthesis, first-principles framing, deep structure, architecture-first analysis, product/platform/protocol/governance/economics design, institutional or incentive diagnosis, naming and category design, narrative or ideological analysis, capture and phase-change mapping, competing hypotheses, prompt/spec compression, or explicit cues such as extra self, be yourself, give me the base, dense version, deepest structure, or memetic read.
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jim0thy Skill Copilot SdkBuild agentic applications with GitHub Copilot SDK. Use when embedding AI agents in apps, creating custom tools, implementing streaming responses, managing sessions, connecting to MCP servers, or creating custom agents. Triggers on Copilot SDK, GitHub SDK, agentic app, embed Copilot, programmable agent, MCP server, custom agent.
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tile-ai Bundle Tilelang LayoutUse when working with TileLang layouts — the Layout/Fragment classes, layout inference and its cost model, the CuTe layout algebra and TileLang-to-CuTe conversion, swizzles, or when debugging layout-related passes and their annotations.
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htooayelwinict Bundle Database Change ManagementPlan and implement safe database schema changes including migrations, indexes, and backfills. Use when creating tables, adding columns, optimizing queries, or managing Eloquent/SQLAlchemy relationships. EXCLUSIVE to database-admin agent.
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xprnetwork-xpr-agents Skill Xpr Agent OperatorOperate an autonomous AI agent on XPR Network's trustless registry
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nvidia Skill Update Golden ValuesRefresh golden values from a GitHub Actions workflow run (failing-only or all jobs), calculate signed per-model percentage changes, and produce a PR-ready summary. Use when the user asks to update goldens for a CI run, refresh golden values from a workflow ID, or generate a golden-value diff summary for a PR description.
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nvidia Skill Mcore Migrate Gpt To HybridMigration guide for moving Megatron Core GPTModel checkpoints, model providers, training commands, and layer mappings to HybridModel, including the mechanical steps for transferring an existing pretrain_gpt.py launch script.
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v1truv1us Bundle Notion MCP SetupThis skill should be used when the user asks to "set up Notion MCP", "explain OAuth flow", "understand Notion MCP", "how to authenticate with Notion", or wants to learn about the Notion MCP setup process. Provides understanding of what Notion MCP is and why OAuth-based setup is required.
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23blocks-os Bundle AI Maestro Agents ManagementCreates, manages, and orchestrates AI agents using the AI Maestro CLI. Use when the user asks to "create agent", "list agents", "delete agent", "rename agent", "hibernate agent", "wake agent", "install plugin", "show agent", "export agent", "restart agent", "install marketplace", or any agent lifecycle management task.
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23blocks-os Skill Agent IdentityAuthenticate AI agents with auth servers using the Agent Identity (AID) protocol. Supports Ed25519 identity documents, proof of possession, OAuth 2.0 token exchange, and scoped JWT tokens. Self-contained — works independently without other protocols.
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jpfrancoia Skill Flint Chart AuthorUse when: the user asks to make or render charts with flint-chart, visualize tabular data, generate a ChartAssemblyInput, validate/render through MCP, or add Flint to a JS/TS project. Author the semantic spec, transform data before Flint when needed, install/import Flint only when executable code is needed, and reserve backend-specific style tweaks for after compiling from Flint.
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officedev Skill Vibe CodingEnd-to-end workflow for agent-driven changes that add or modify behavior in the toolkit packages. Use when: adding or changing a behavior (anything that warrants an Acceptance Criteria row); refactoring toward a structural shape governed by ADRs in `docs/02-architecture/`; changing v4 scaffolding architecture, removing duplicate Q1/Q2/Q3 logic, extracting shared engines, or moving logic into providers/validators/steps; adding a behavior-changing CLI or VS Code action. Codifies the design-first → tests-from-AC → implement → verify → self-review → docs-when-needed cycle that keeps contributions safe to merge.
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v1truv1us Bundle Notion MCP ToolsThis skill should be used when the user asks to "what Notion MCP tools are available", "how to use read_page", "Notion MCP tool reference", "when to use query_database", "Notion MCP capabilities", or needs a guide to what operations are possible with Notion MCP. Provides reference to all available tools and when to use each.
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v1truv1us Bundle Subagent ImplementationTechnical reference for implementing subagents. Use when asked about frontmatter fields, system prompt structure, or subagent file format. Provides essential specs with references for details.
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vheins Skill QA DesignSkill for designing structured test flows and scenarios (Positive, Negative, Monkey, Security).
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vheins Skill QA ExecutionSkill for executing tests, verifying results, and reporting bugs.
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 update-golden-values, mcore-migrate-gpt-to-hybrid, ai-maestro-agents-management. 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.