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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tomevault-io Bundle AI ConsultantAI agent integration lead research, company profiling and pitch writing Use when this capability is needed.
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tomevault-io Bundle Nvidia Nemo Nemo Platform Nemo PlatformInference Middleware Plugin
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tomevault-io Bundle Kicad CLIKiCad command-line interface expertise. Complete reference for schematic/PCB exports, DRC/ERC validation, manufacturing outputs, and automation. Use when this capability is needed.
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tomevault-io Bundle Metaagent CreatorCreate specialized agents for Claude Code. Use for agent, sub-agent, subagent, autonomous, task agent, custom agent, agent definition, agent config Use when this capability is needed.
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tomevault-io Bundle Persona BuilderGuide for creating new evaluator agent personas. Use when building custom panels, adding agents to existing panels, or refining existing personas. Triggers on "create persona", "new agent", "build evaluator", "add judge", "persona", "new panel member". Use when this capability is needed.
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tomevault-io Bundle MCP Server TSBuild TypeScript MCP servers with composable code snippets from the official Everything reference server. Use the add script to selectively copy tool, resource, or prompt modules. Use when creating MCP servers. Use when this capability is needed.
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tomevault-io Bundle Hostile ReviewerGemini-native multi-model adversarial code review — iterative convergence loop for PRs and plans Use when this capability is needed.
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tomevault-io Bundle Owent Hiredis Happ AI Agent MaintenanceAI agent maintenance skill
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tomevault-io Bundle Code ResearchUse Gemini CLI as a second-opinion / large-context research assistant on the current repo. Trigger when the user says "ask gemini", "have gemini look at", "second opinion from gemini", "research with gemini", "what does gemini think", or types `/code-research`. Also good when a question would benefit from Gemini's million-token context window (whole-codebase reasoning, cross-cutting design questions, "find every place that does X across the whole repo"). Skip for targeted greps (use Bash), single-file lookups (use Read), or questions Claude already has the relevant context for in this conversation — the round-trip isn't free. Use when this capability is needed.
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tomevault-io Bundle Fabric IqGuide for working with Microsoft Fabric IQ (preview), the semantic intelligence workload for unified data and business vocabulary. Use when creating or managing ontology items, defining entity types, binding data to ontologies, creating relationship types, configuring data agents with ontology sources, working with Graph in Microsoft Fabric, managing Fabric IQ tenant settings, querying ontology graphs, generating ontologies from Power BI semantic models, or remediate Fabric IQ preview features. Covers ontology, graph, data agent, operations agent, and semantic model items. Use when this capability is needed.
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tomevault-io Bundle DevcontainerCreate and review DevContainer configurations Use when this capability is needed.
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tomevault-io Bundle Phucmpham Zalo Agent CLI Zalo Agent CLIZalo Agent CLI
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tomevault-io Bundle Active Inference RoboticsSecond-order skill synthesizing Patrick Kenny's discrete active inference framework with K-Scale's JAX/MuJoCo robotics stack for predictive coding in robot locomotion Use when this capability is needed.
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tomevault-io Bundle MCP ServersUniversal patterns for using MCP (Multi-Client Protocol) servers in agentic workflows Use when this capability is needed.
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tomevault-io Bundle Jsperger LLM R Skills Targets PipelinesComplex targets Pipelines
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tomevault-io Bundle SiegeExternal Orchestrator with Worker-Judge Separation — spawns fresh claude -p sessions per iteration with adversarial two-skeptic verification. Arithmetic exit decisions only. Requires CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS=1. Use when this capability is needed.
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tomevault-io Bundle Freeride OpencodeConfigure and optimize OpenCode Zen free models with smart fallbacks for subtasks, heartbeat, and cron jobs. Use when setting up cost-effective AI model routing with automatic failover between free models. Use when this capability is needed.
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tomevault-io Bundle Geometry GeneratorGenerate parametric bioinspired ribbed membrane STL geometry via LLM-guided design. Takes a spec JSON (from StructureAnalyst/PropertyPredictor upstream artifacts), calls the LLM with a structured CAD prompt to produce design parameters, then builds a triangulated STL mesh in Python. Returns artifact JSON with stl_path, mesh stats, and the prompt used. Use when this capability is needed.
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tomevault-io Bundle Plan CompleteMark a plan as completed and archive it. Use this when you've finished implementing all items in a plan document. Use when this capability is needed.
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tomevault-io Bundle Plan RegisterRegister a plan document for protection. Use this after creating a plan file to ensure it won't be accidentally deleted. Use when this capability is needed.
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tomevault-io Bundle Leamsigc Toprank Opencode Skills GeminiGemini — Cross-Model Second Opinion
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tomevault-io Bundle Lwy Project Rules WriterUse when the user wants to create or update project-level AI rules (written to .agents/rules/*.md) that constrain AI behaviour. The rule format is the common frontmatter+markdown convention used by Trae / Cursor / Windsurf — not Trae-specific. Good for: code-style enforcement, naming conventions, commit-message format, or making the AI consistently follow a project pattern. NOT for skills (use project-skill-writer) or agents (use project-agent-writer). Triggers: '创建规则', '添加规则', '设置代码风格', '强制约定', '配置 AI 行为', 'AI 规则', '始终做 X', or any 'always do X' / 'never do Y' AI-behaviour request that should persist across sessions.
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tomevault-io Bundle Reading Op SecretsReads secrets from 1Password using the op CLI. Use when the user needs to retrieve passwords, API keys, credentials, documents, or one-time passwords stored in 1Password. Supports reading items by name or ID, extracting specific fields, listing vault contents, and reading secret references. Use when this capability is needed.
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tomevault-io Bundle Initializing MemoryComprehensive guide for initializing or reorganizing agent memory. Load this skill when running /init, when the user asks you to set up your memory, or when you need guidance on creating effective memory files. Use when this capability is needed.
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tomevault-io Bundle Working In ParallelGuide for working in parallel with other agents. Use when another agent is already working in the same directory, or when you need to work on multiple features simultaneously. Covers git worktrees as the recommended approach. Use when this capability is needed.
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tomevault-io Bundle Prompt ShapingPropose structured interpretations of underspecified requests. Use when a user's request is vague or incomplete but reasonable assumptions can be made. Rapidly prototypes intent by restating, structuring, and committing to a next action. Use when this capability is needed.
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tomevault-io Bundle Skill SyncSync local repo-backed agent skills across installed harnesses such as Codex, Claude Code, Cursor, Gemini, Hermes, and related tools. Use when a user wants one source of truth for local SKILL.md files, needs drift checks or backup/restore for harness skill roots, or wants to inspect which harnesses and skills are currently detected. Use when this capability is needed.
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tomevault-io Bundle Readme MaintainerUpdate or rewrite project README files directly with the current session model (Codex/Claude Code) using local repository facts, without calling external README generation APIs. Use when users ask to "update README", "rewrite readme.md", "generate project documentation", "refresh usage/install sections", or "align README with latest code changes" for a local repo. Use when this capability is needed.
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tomevault-io Bundle Wp REST APIScaffolds and reviews custom WordPress REST API endpoints Use when this capability is needed.
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tomevault-io Bundle Paw InitBootstrap skill for PAW workflow initialization. Creates WorkflowContext.md, directory structure, and git branch. Runs before workflow skill is loaded. Use when this capability is needed.
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tomevault-io Bundle Paw SpecSpecification activity skill for PAW workflow. Converts issue/brief into structured feature specification with user stories, requirements, and success criteria. Use when this capability is needed.
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tomevault-io Bundle Git Workflow AssistantExpert Git workflow guidance and repository management Use when this capability is needed.
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tomevault-io Bundle Macos RemindersCreate, list, and manage macOS Reminders via AppleScript. Use when the user asks to create a reminder, add a to-do, make a task, set a reminder for something, or anything involving Apple Reminders on macOS. Triggers on requests like "remind me to buy milk", "add a to-do to call the dentist", "create a reminder for Friday", "add to my shopping list", "flag this as important". macOS only. Use when this capability is needed.
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tomevault-io Bundle Lucassantana Dev Forgekit Git WorktreesGit Worktrees for Concurrent AI Agent Work
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tomevault-io Bundle Flutter App SizeMeasures and optimizes the size of Flutter application bundles for deployment. Use when minimizing download size or meeting app store package constraints. Use when this capability is needed.
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tomevault-io Bundle Browser DebuggerSystematically tests UI functionality, validates design fidelity with AI visual analysis, monitors console output, tracks network requests, and provides debugging reports using Chrome DevTools MCP. Use after implementing UI features, for design validation, when investigating console errors, for regression testing, or when user mentions testing, browser bugs, console errors, or UI verification. Use when this capability is needed.
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 ai-consultant, nvidia-nemo--nemo-platform--nemo-platform, kicad-cli. 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.