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 Agent GuidelinesAI Agent の実行ガイドラインを定義。TDD サイクル、品質保証、コンテキスト管理、完了報告のルールを包括する。すべての開発タスクで自動的に発動し、品質と一貫性を維持する。「開発の進め方を知りたい」「TDD の手順を確認したい」「完了報告のフォーマットを知りたい」といった場面でも参照される。規律を守ることで、よいソフトウェア（変更を楽に安全にできて役に立つソフトウェア）を継続的に生み出す。 Use when this capability is needed.
- tomevault-io Bundle API Design GRAPHQL
GraphQL schema and resolver contract design for type boundaries, nullability, authz, and query-cost safety. Trigger when SDL, resolver behavior, field contracts, or query safety controls are added/changed, and their contract impact is not yet explicitly specified. Do not use for REST/OpenAPI endpoint design, API version lifecycle governance, or standalone error taxonomy design. Use when this capability is needed.
- tomevault-io Bundle Csharp Style Guide
Style, review, and refactoring standards for C#/.NET codebases. Trigger when `.cs`, `.csproj`, `.sln`, `.props`, `.targets`, or `.razor` artifacts are created, modified, or reviewed and C#-specific quality rules (naming, nullability, async patterns, API design consistency) must be enforced. Do not use for Java/Kotlin or JavaScript/TypeScript style concerns unless C# artifacts are also changed. In multi-language pull requests, run together with other applicable `*-style-guide` skills. Use when this capability is needed.
- tomevault-io Bundle DB Backup Recovery
Database backup and recovery workflow for defining RPO/RTO-aligned retention, restore strategy, and disaster readiness. Use when data durability and recovery guarantees are in scope; do not use for query-only tuning tasks. Use when this capability is needed.
- tomevault-io Bundle Git Commit Hygiene
Enforce atomic commits, clear commit messages, and auditable change intent before push or review. Use when commit granularity, message clarity, and traceability must be improved; do not use for CI workflow design or application behavior implementation. Use when this capability is needed.
- tomevault-io Bundle Ml Problem Framing
ML problem framing workflow for objective definition, target variable design, and success criteria. Use when translating business problems into ML tasks and objective/label/metric definitions are still ambiguous; do not use for generic API-layer or infrastructure-only changes. Use when this capability is needed.
- tomevault-io Bundle Python Style Guide
Style, review, and refactoring standards for Python codebases with strong typing, explicit error handling, and maintainable module boundaries. Use when Python artifacts are created, changed, or reviewed and Python-specific quality rules must be enforced. Use when this capability is needed.
- tomevault-io Bundle Vibe Research
Deep research and market validation for app ideas. Use when starting a new project, validating an idea, or when the user says "research my idea", "validate my app", or "help me start a new project". Use when this capability is needed.
- tomevault-io Bundle Vibe Workflow
Complete 5-step workflow to build an MVP from idea to launch. Use when the user wants to start a new project from scratch, go through the full workflow, or says "help me build an MVP", "start new project", or "vibe coding workflow". Use when this capability is needed.
- tomevault-io Bundle Kiraneswaran Engineering Skills MCP Development
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- tomevault-io Bundle AI Influence Digest
生成「AI影响力信息汇总」周报：在不使用 X API 的前提下，用 opencli 的只读 Google/X 搜索批量扫描指定账号过去7天推文（偏工具/工作流/教程/Prompt），过滤出对内容创作者立刻可用的高价值内容，产出结构化中文周报 Markdown，并生成多页截图海报（用于 Telegram/知识星球/Notion）。当你需要做每周 AI Builder 账号扫描、实用推文精选、工作流/方法论周报、周报截图生成时使用。 Use when this capability is needed.
- tomevault-io Bundle Forgecad
ForgeCAD model authoring, editing, debugging, and execution guidance for .forge.js, SVG-import, assembly, and CLI workflows. Use when building or modifying ForgeCAD geometry, structuring multi-file projects, validating scripts, or using ForgeCAD export/render tooling. Use when this capability is needed.
- tomevault-io Bundle Flutter Genui
Flutter GenUI SDK — conversational AI-driven UI using A2UI protocol. Use when building GenUI renderers, widget catalogs, Conversation orchestration, DataModel binding, SurfaceController setup, or SSE-streamed agent-to-UI flows in Flutter. Covers catalog design, A2UI transport, state binding, custom widgets, and triage integration. Use when this capability is needed.
- tomevault-io Bundle Orchestrating Work
Use when facing a task that could benefit from parallel work - decides whether to use subagents or agent teams, then composes the right team from the role pool based on task analysis
- tomevault-io Bundle Langcare Langcare MCP Fhir Fall Risk Assessment
Fall Risk Assessment
- tomevault-io Bundle Langcare Langcare MCP Fhir Progress Note Writer
Progress Note Writer
- tomevault-io Bundle Structured Context Compressor
Compress a long agent conversation into a nine-part continuation summary that preserves request, files, errors, user messages, current work, and the next aligned step. Use when this capability is needed.
- tomevault-io Bundle Agentmail MCP
AgentMail MCP server for email tools in AI assistants. Use when setting up AgentMail with Claude Desktop, Cursor, VS Code, Windsurf, or other MCP-compatible clients. Provides tools for inbox management, sending/receiving emails, and thread handling. Use when this capability is needed.
- tomevault-io Bundle Go CLI Builder
Build Go-based command-line tools following established patterns with Cobra CLI framework, Viper configuration, SQLite database, and automated GitHub Actions workflows for releases. Use when creating new Go CLI projects or adding features to existing ones that follow the Cobra/Viper/SQLite stack. Use when this capability is needed.
- tomevault-io Bundle Deployerphp Debugger
Read-focused DeployerPHP debugger for production triage. Use when an agent must inspect inventory, logs, service status, and filesystem/runtime state via non-interactive commands without changing infrastructure. Supports `server:info`, `server:logs`, and safe `server:run` diagnostics only. Use when this capability is needed.
- tomevault-io Bundle Deployerphp Observer
Read-only DeployerPHP observer for infrastructure triage. Use when an agent must inspect inventory, server metadata, and logs without making changes. Supports only non-interactive read commands (`server:info`, `server:logs`) with explicit CLI options. Use when this capability is needed.
- tomevault-io Bundle Paw Final Review
Pre-PR review activity skill for PAW workflow. Reviews implementation against spec before Final PR creation with configurable single-model, multi-model, or society-of-thought execution. Use when this capability is needed.
- tomevault-io Bundle Paw Work Shaping
Interactive pre-spec ideation utility skill. Agent-led Q&A to progressively clarify vague ideas, research codebase context, and produce structured WorkShaping.md artifact. Use when this capability is needed.
- tomevault-io Bundle Documentation Agent
Keeps project documentation current — updates stale docs, writes missing docs, enforces docs-as-current-state discipline. Use when this capability is needed.
- tomevault-io Bundle Hierarchical Coordinator
Prevent goal drift in long-running multi-agent workflows using a coordinator agent that validates outputs against original objectives at checkpoints. Use when orchestrating 3+ agents, multi-phase features, complex implementations, or any workflow where agents may lose sight of original requirements. Trigger keywords - "hierarchical", "coordinator", "anti-drift", "checkpoint", "validation", "goal-alignment", "decomposition", "phase-gate", "shared-state", "drift detection". Use when this capability is needed.
- tomevault-io Bundle Multi Agent Coordination
Coordinate multiple agents in parallel or sequential workflows. Use when running agents simultaneously, delegating to sub-agents, switching between specialized agents, or managing agent selection. Trigger keywords - "parallel agents", "sequential workflow", "delegate", "multi-agent", "sub-agent", "agent switching", "task decomposition". Use when this capability is needed.
- tomevault-io Bundle Shubhamsaboo Awesome LLM Apps Fullstack Developer
Full-Stack Developer
- tomevault-io Bundle MCP Connector
Provides a Model Context Protocol (MCP) server interface to the skills library, allowing any MCP-compliant agent (e.g. Claude Desktop) to invoke Antigravity skills as native tools.
- tomevault-io Bundle Building Streamlit Chat UI
Building chat interfaces in Streamlit. Use when creating conversational UIs, chatbots, or AI assistants. Covers st.chat_message, st.chat_input, message history, and streaming responses. Use when this capability is needed.
- tomevault-io Bundle Improving Streamlit Design
Improving visual design in Streamlit apps. Use when polishing apps with icons, badges, spacing, or text styling. Covers Material icons, badge syntax, divider alternatives, and text casing conventions. Use when this capability is needed.
- tomevault-io Bundle Improve Agent
Guide for improving GitHub Copilot Agent performance through skills, custom instructions, AGENTS.md, or other configuration. Use this when asked to improve agent behavior, create/update skills, modify custom instructions, update AGENTS.md, or customize GitHub Copilot performance in repositories. Use when this capability is needed.
- tomevault-io Bundle Jekyll UI Web Designer
Designs and implements functional UI layouts for Jekyll/static sites. Use when the user requests Jekyll pages, layouts, navigation, theming, responsive components, GitHub Pages sites, KaTeX math rendering, Mermaid diagrams, or Reveal.js slide pages. Use when this capability is needed.
- tomevault-io Bundle Salesforce Help Site Scraper
Scrape Salesforce Help articles into clean Markdown with consent handling and content cleanup. Use when you need an internal, readable snapshot of Help content for research or documentation support. Use when this capability is needed.
- tomevault-io Bundle Address Github Comments
Use when you need to address review or issue comments on an open GitHub Pull Request using the gh CLI.
- tomevault-io Bundle Environment Setup Guide
Guide developers through setting up development environments with proper tools, dependencies, and configurations Use when this capability is needed.
- tomevault-io Bundle Tdd Workflows Tdd Green
Implement the minimal code needed to make failing tests pass in the TDD green phase. 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-agent-guidelines, api-design-graphql, csharp-style-guide. 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.