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 Amnadtaowsoam Cerebraskills LLM Judge PatternsLlm Judge Patterns
- tomevault-io Bundle Model Bom Security
AI Supply Chain Security extends beyond IoT device security (Skill 76-80) Use when this capability is needed.
- tomevault-io Bundle Model Optimization
Model optimization is process of improving machine learning models for Use when this capability is needed.
- tomevault-io Bundle Prompting Patterns
Prompt engineering is the art of crafting effective prompts to get desired Use when this capability is needed.
- tomevault-io Bundle Evaluating Llms
Evaluate LLM systems using automated metrics, LLM-as-judge, and benchmarks. Use when testing prompt quality, validating RAG pipelines, measuring safety (hallucinations, bias), or comparing models for production deployment. Use when this capability is needed.
- tomevault-io Bundle Docs Navigation
Navigate hierarchical ai-docs indexes to find documentation. Check local docs FIRST for speed and curated context before web searching. Covers Claude Code, BAML, MCP, and other tracked libraries. Use when this capability is needed.
- tomevault-io Bundle Brave Instagram Search
Fast Instagram lead generation using Brave Search API. Scrapes 100+ insurance agent leads from Instagram via Google search results. Use when user wants quick lead volume via Brave search method, needs 100+ leads fast, or says 'brave instagram', 'brave search leads', 'get 100 leads', or wants high-volume lead generation without browser automation. Use when this capability is needed.
- tomevault-io Bundle Instagram Lead Scraper
SCALED Instagram lead scraper using Agent Browser. Scrapes hashtags + profiles for rich contact data including phone, email, location. 50-100+ leads per run. Use when this capability is needed.
- tomevault-io Bundle Infographic Template Updater
Update template catalogs and UI prompts after adding new infographic templates (src/templates/*.ts), including SKILL.md template list, site gallery template mappings, and the AIPlayground prompt list. Use when this capability is needed.
- tomevault-io Bundle Prose Architect
Design PROSE-compliant AI-native code in Markdown. Use when (1) Writing prompts, instructions, or agent definitions (2) Designing multi-primitive AI systems from requirements (3) Decomposing mega-prompts into composable primitives (4) Auditing prompts/instructions for reliability issues. PROSE = Progressive Disclosure, Reduced Scope, Orchestrated Composition, Scoped Boundaries, Explicit Hierarchy Use when this capability is needed.
- tomevault-io Bundle Davila7 Claude Code Templates Agent Evaluation
Agent Evaluation
- tomevault-io Bundle Awq Quantization
Activation-aware weight quantization for 4-bit LLM compression with 3x speedup and minimal accuracy loss. Use when deploying large models (7B-70B) on limited GPU memory, when you need faster inference than GPTQ with better accuracy preservation, or for instruction-tuned and multimodal models. MLSys 2024 Best Paper Award winner. Use when this capability is needed.
- tomevault-io Bundle Hqq Quantization
Half-Quadratic Quantization for LLMs without calibration data. Use when quantizing models to 4/3/2-bit precision without needing calibration datasets, for fast quantization workflows, or when deploying with vLLM or HuggingFace Transformers. Use when this capability is needed.
- tomevault-io Bundle Agent Church
Identity formation for AI agents via SOUL.md — discover your essence, shadows, potential Use when this capability is needed.
- tomevault-io Bundle Demerzels Lab Elsamultiskillagent Agent Lingua
Agent Lingua (👽语)
- tomevault-io Bundle Agent Social
Interact with AgentGram social network for AI agents. Post, comment, vote, follow, and build reputation. Open-source, self-hostable, REST API. Use when this capability is needed.
- tomevault-io Bundle Demerzels Lab Elsamultiskillagent Aiusd Skills
AIUSD Skill (Agent Reference)
- tomevault-io Bundle Amazon Teneo
Use when working with the agent gives you the ability to extract data from Amazon through different commands.
- tomevault-io Bundle Google Teneo
Use when working with the agent gives you the ability to search Google and retrieve search results.
- tomevault-io Bundle Odoo Manager
Manage Odoo (contacts, any business objects, and metadata) via the official External XML-RPC API. Supports generic CRUD operations on any model using execute_kw, with ready-made flows for res.partner and model introspection. Features dynamic instance and database switching with context-aware URL, database, and credential resolution. Use when this capability is needed.
- tomevault-io Bundle Research Cog
Deep research agent powered by CellCog. Market research, competitive analysis, stock analysis, investment research, academic research with citations. Your AI research analyst. Use when this capability is needed.
- tomevault-io Bundle Skill Search
Search, discover, and dynamically load skills from the ClawHub registry at skills.droyd.ai. Use when an agent needs a capability it doesn't have, wants to find tools for a specific task, or needs to browse trending/popular skills. Triggers include requests to find skills, search for tools, discover capabilities, load a skill dynamically, check what skills exist for a domain, or run a skill without installing it. Also use when the user asks about available OpenClaw/ClawHub skills, wants to explore skill categories, or needs to fetch and execute skill content on the fly. Use when this capability is needed.
- tomevault-io Bundle Tiktok Teneo
Use when working with the agent gives you the ability to extract data from tiktok through different commands.
- tomevault-io Bundle Browser MCP
Contrôle automatisé de navigateur pour tests d'interface, validation visuelle, accessibilité, scraping et debugging Use when this capability is needed.
- tomevault-io Bundle Receiving Code Reviews
AI agent handles code review feedback professionally by categorizing, responding appropriately, and extracting learnings. Use when PR feedback arrives, addressing reviewer comments, or improving from feedback. Use when this capability is needed.
- tomevault-io Bundle Avoiding Testing Anti Patterns
AI agent identifies and fixes common testing anti-patterns that lead to flaky, slow, or unmaintainable test suites. Use when reviewing tests, debugging test failures, or improving test quality. Use when this capability is needed.
- tomevault-io Bundle Pydanticai Docs
Use this skill whenever the user is working with the Pydantic AI framework — including building AI agents, defining structured outputs with Pydantic models, wiring up tools/function calling, configuring model providers (OpenAI, Anthropic, Gemini, etc.), managing dependencies via agent context, handling streaming responses, or debugging agent runs. Trigger this skill even for adjacent tasks like "how do I make my agent return JSON", "set up a multi-step agent", "add a tool to my agent", or "validate LLM output with Pydantic" — any time Pydantic AI is mentioned or implied as the target framework.
- tomevault-io Bundle Weights And Biases
Machine learning experiment tracking and model management. Use when this capability is needed.
- tomevault-io Bundle Dvy1987 Agent Loom Git Workflow And Versioning
Git Workflow and Versioning
- tomevault-io Bundle Github Attach Images
Attach images to GitHub PRs and issues via a scratch repo Use when this capability is needed.
- tomevault-io Bundle Claude Code Agent Teams
This skill should be used when the user asks to "create an agent team", "run a multi-agent team", "coordinate multiple Claude sessions", "use agent teams", or wants to parallelize work across multiple Claude Code instances. Use when this capability is needed.
- tomevault-io Bundle Codex Harness Bootstrap
Install or refresh Codex custom-agent TOML profiles and the minimal AGENTS.md loader block for the coding-agent orchestration harness. Use when this capability is needed.
- tomevault-io Bundle Effortlessapi Effortless Claude Effortless MCP
Effortless MCP Server — Install + Use
- tomevault-io Bundle Ecos Onboarding
Use when onboarding new agents to the team, providing role briefings, conducting project handoffs, and ensuring agents are ready to contribute effectively. Trigger with new agent or new project setup.
- tomevault-io Bundle Erich3000 Ji Agent Skills Todo Gh Issue Import
todo-gh-issue-import
- tomevault-io Bundle Trello Set Thumbnail
This skill should be used when the user asks to "set thumbnails for Trello cards", "add thumbnail frontmatter", "populate thumbnail field", or wants to add a `thumbnail` frontmatter field from the first image found in imported Trello card Markdown files. 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 amnadtaowsoam--cerebraskills--llm-judge-patterns, model-bom-security, model-optimization. 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.