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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humaisali Skill Skill ImproverIteratively improve a Claude Code skill using the skill-reviewer agent until it meets quality standards. Use when improving a skill with multiple quality issues, iterating on a new skill until it meets standards, or automated fix-review cycles instead of manual editing.
- humaisali Bundle Writing Skills
Use when creating, updating, or improving agent skills.
- humaisali Bundle Yao Meta Skill
Create, refactor, evaluate, and package agent skills from workflows, prompts, transcripts, docs, or notes. Use for skill creation, reusable workflow packaging, skill improvement, evals, and team-ready distribution.
- humaisali Skill Ml Engineer
Build production ML systems with PyTorch 2.x, TensorFlow, and modern ML frameworks. Implements model serving, feature engineering, A/B testing, and monitoring.
- humaisali Skill Anywrite
Compiled CLI covering all 52 endpoints of the Anytype local API — objects, properties, tags, search, chat, files — one binary, no MCP server needed.
- humaisali Skill Modellix
Integrate Modellix unified API/CLI for async AI image and video generation (model run --wait, task download).
- humaisali Skill Max
Cleans up and improves existing code without changing behavior.
- humaisali Skill Rex
Translates user intent into a precise, unambiguous specification and requirements.
- humaisali Skill Crypto Bd Agent
Production-tested patterns for building AI agents that autonomously discover, > evaluate, and acquire token listings for cryptocurrency exchanges.
- humaisali Bundle Image Generator
Generate and edit images using Gemini's Nano Banana Pro model (gemini-3-pro-image-preview). Use this skill when the user asks you to generate images, create visuals, edit photos, create logos, generate product mockups, or perform any image generation/editing task.
- humaisali Skill Parallel Agents
Multi-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis requires multiple perspectives.
- humaisali Skill Pi Custom Model
Register custom Pi Agent model slugs so saved OpenRouter variants resolve correctly.
- humaisali Skill Product Manager
Senior PM agent with 6 knowledge domains, 30+ frameworks, 12 templates, and 32 SaaS metrics with formulas. Pure Markdown, zero scripts.
- humaisali Bundle Prompt Engineer
Transforms user prompts into optimized prompts using frameworks (RTF, RISEN, Chain of Thought, RODES, Chain of Density, RACE, RISE, STAR, SOAP, CLEAR, GROW)
- humaisali Skill Research Prompt
Turn vague research needs into one precise deep-research prompt with context and output criteria.
- humaisali Skill Skill Optimizer
Diagnose and optimize Agent Skills (SKILL.md) with real session data and research-backed static analysis. Works with Claude Code, Codex, and any Agent Skills-compatible agent.
- humaisali Bundle Skill Suggester
Scan prompt history for recurring patterns and unmet needs, then propose new skills or command templates
- humaisali Skill Zipai Optimizer
Ultra-dense token optimizer skill for prompt caching, log pruning, AST-based inspection, and minified JSON payloads.
- humaisali Skill Fal Platform
Platform APIs for model management, pricing, and usage tracking
- humaisali Skill Lookdev Auto
Automated visual tuning: a vision or video model rates rendered variants in a loop. Render several labeled variants into one artifact, ask the model to rate them and suggest better values, render the suggestions, ask it to pick the best, repeat until good — the model is the eye, you run the loop.
- humaisali Skill Tokenwise
Measurement-driven model router for Claude Code. Routes Haiku/Sonnet/Opus per task class, logs every routed task with real $ numbers, and A/B tests cheaper tiers before you trust the savings.
- humaisali Skill Agent Evaluation
Testing and benchmarking LLM agents including behavioral testing, capability assessment, reliability metrics, and production monitoring—where even top agents achieve less than 50% on real-world benchmarks
- humaisali Skill Alex
Turns requirements into a precise, dependency-aware implementation plan.
- humaisali Skill Aria
Designs the data model, API contracts, and structural foundation of the system.
- humaisali Skill Luna
Reviews code for objective correctness, security, and reliability.
- humaisali Skill Local LLM Expert
Master local LLM inference, model selection, VRAM optimization, and local deployment using Ollama, llama.cpp, vLLM, and LM Studio. Expert in quantization formats (GGUF, EXL2) and local AI privacy.
- humaisali Bundle N8n Subworkflows
Build reusable n8n sub-workflows with typed inputs, all-vs-each execution, discoverable naming, and agent-tool exposure.
- humaisali Skill Tdd Orchestrator
Master TDD orchestrator specializing in red-green-refactor discipline, multi-agent workflow coordination, and comprehensive test-driven development practices.
- humaisali Skill Tree Ring Memory
Use Tree Ring Memory for local-first AI-agent memory lifecycle work: recall, evidence, audit, forgetting, and consolidation without transcript dumping.
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thedixitjain Skill Disabled SkillA skill with model invocation disabled
2 - thedixitjain Skill Delegation
Agent delegation best practices for constructing effective subagent prompts with proper scoping
2 - humaisali Bundle Claude API
Build apps with the Claude API or Anthropic SDK. TRIGGER when: code imports `anthropic`/`@anthropic-ai/sdk`/`claude_agent_sdk`, or user asks to use Claude API, Anthropic SDKs, or Agent SDK. DO NOT TRIGGER when: code imports `openai`/other AI SDK, general programming, or ML/data-science tasks.
- humaisali Skill Socialclaw
Agent-first social media publishing skill — schedule and publish posts across 13 platforms (X, LinkedIn, Instagram, Facebook Pages, TikTok, Discord, Telegram, YouTube, Reddit, WordPress, Pinterest) via a single workspace API key.
- humaisali Skill Mason
Produces clean, functional code that matches the architecture and checklists.
- humaisali Skill Quinn
Proves the system works by writing and executing comprehensive test suites.
- humaisali Bundle Audio Transcriber
Transform audio recordings into professional Markdown documentation with intelligent summaries using LLM integration
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 skill-improver, writing-skills, yao-meta-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.