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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tanstack Skill Type SafetyFull type inference philosophy (never cast, never annotate inferred values), Register module declaration, from narrowing on hooks and Link, strict:false for shared components, getRouteApi for code-split typed access, addChildren with object syntax for TS perf, LinkProps and ValidateLinkOptions type utilities, as const satisfies pattern.
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nvidia Skill Fix Security IssueImplement a fix for a reviewed security issue. Takes a directly requested issue number or scans for issues labeled `topic:security` and `agent:implementation-requested`. Reads the security review from the issue comments and implements the remediation plan. Trigger keywords - fix security issue, remediate security, implement security fix, patch vulnerability.
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nvidia Skill Launch Openshell GatorLaunch and supervise OpenShell gator agents. Use when starting gator on issues or PRs, checking gator sandboxes, building the gator sandbox image, restarting stuck gators, inspecting gator logs, or experimenting with gator harness/model overrides. Trigger keywords - launch gator, start gator, run gator, gator sandbox, supervised gator, gator logs, restart gator.
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ericgandrade Bundle Prompt EngineerUse this skill when the user explicitly asks to create, write, improve, or optimize a prompt for use with an AI. Trigger on phrases like "write me a prompt", "improve this prompt", "create a system prompt", "how do I ask ChatGPT/Claude to...", or "quero um prompt para...". Do NOT trigger for direct task requests where the user wants the output, not the prompt.
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ericgandrade Bundle Audio TranscriberThis skill should be used when the user needs to transform audio recordings into professional Markdown documentation with intelligent summaries using LLM integration.
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adaptyvbio Skill EsmESM protein language models for embeddings, sequence scoring, structure prediction, and binder design. Use this skill when: (1) Computing pseudo-log-likelihood (PLL) or mutation-effect scores, (2) Getting protein embeddings for clustering or filtering, (3) Predicting complex structures with ESMFold2, (4) Designing binders by inverting ESMFold2, (5) Filtering designs by sequence plausibility. For diffusion-based structure prediction, use boltz or chai. For QC thresholds, use protein-qc. For gradient-based multi-objective design, use mosaic.
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adaptyvbio Bundle ChaiStructure prediction using Chai-1, a foundation model for molecular structure. Use this skill when: (1) Predicting protein-protein complex structures, (2) Validating designed binders, (3) Predicting protein-ligand complexes, (4) Using the Chai API for high-throughput prediction, (5) Need an alternative to AlphaFold2. For QC thresholds, use protein-qc. For AlphaFold2 prediction, use alphafold. For ESM-based analysis, use esm.
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adaptyvbio Bundle BoltzgenAll-atom protein design using BoltzGen diffusion model. Use this skill when: (1) Need side-chain aware design from the start, (2) Designing around small molecules or ligands, (3) Want all-atom diffusion (not just backbone), (4) Require precise binding geometries, (5) Using YAML-based configuration. For backbone-only generation, use rfdiffusion. For sequence-only design, use proteinmpnn. For structure validation, use boltz.
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adaptyvbio Skill ProtenixStructure prediction with Protenix, an open AlphaFold3 reproduction. Use this skill when: (1) Predicting complex structures with an AF3-class model, (2) Wanting an open alternative to AF3 alongside Boltz and Chai, (3) Validating designed binder-target complexes. For QC thresholds, use protein-qc. For ipSAE ranking, use ipsae.
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ydnikolaev Bundle MCP ExpertExpert on Model Context Protocol (MCP) servers. Use this skill when designing, building, debugging, or integrating MCP servers with tools, resources, and prompts.
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ydnikolaev Bundle Feature FitAnalyzes new feature requests for EXISTING projects. Reads config/mcp context, performs Gap Analysis, and creates a Feature Brief.
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ydnikolaev Bundle Project BroYour project awareness buddy. Knows current state, reads docs, analyzes code, answers "where are we?" questions. Activate with "bro" or "project-bro".
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ericgandrade Bundle Agent Skill OrchestratorThis skill should be used when the user needs to solve a complex task and wants a detailed execution plan using the best available resources. Analyzes user requirements, discovers available plugins/agents/skills/MCPs, performs intelligent matching with confidence scoring, and creates strategic execution plans with alternatives. Works across all AI CLI platforms.
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rainmanjam Skill LLMAI features you ship to users: structured output, tool schemas, prompt injection, evals. Use when "the model returns bad JSON", "it hallucinates", "stop it calling the wrong tool", "add evals", or an LLM feature can trigger refunds, emails or writes. Covers schema-constrained output, idempotent tool calls, confirmation gates. For agents editing your repo use agent-guardrails.
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ydnikolaev Bundle Skill CreatorDefines the philosophy and process for creating high-quality Antigravity skills. Use this skill when asked to create a new skill or standardize an existing one.
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ydnikolaev Bundle Skill UpdaterMaintains and updates existing skills with new patterns, standards, and fixes. Mass rollout of changes across multiple skills.
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ydnikolaev Bundle Skill InterviewerCreative partner for ideating and designing Antigravity skills. Conducts interviews, proposes ideas, defines boundaries, and writes specs for skill-creator. Does NOT create skills directly.
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ydnikolaev Skill Skill Factory ExpertExpert on the antigravity-factory project. Knows the entire codebase, skill creation workflow, Makefile commands, and project architecture. Activate this skill when working within the factory repository.
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ydnikolaev Bundle Hello WorldA minimal example skill demonstrating "The Antigravity Way". Use this as a reference when creating your own skills.
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adaptyvbio Bundle RfdiffusionGenerate protein backbones using RFdiffusion, a diffusion-based generative model for de novo protein structure generation. Use this skill when: (1) Designing binder scaffolds for a target protein, (2) Generating novel protein backbones from scratch, (3) Scaffolding functional motifs into new proteins, (4) Specifying hotspot residues for interface design, (5) Creating symmetric oligomers. For sequence design after backbone generation, use proteinmpnn. For structure validation, use alphafold or chai. For QC thresholds, use protein-qc.
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openaec-foundation-three-js-claude-skill-package Bundle Threejs Impl AudioUse when adding sound to a Three.js scene: background music, 3D spatial audio, or audio visualization. Prevents the common mistake of ignoring browser autoplay policy, not attaching AudioListener to camera, or wrong distance model. Covers AudioListener, Audio, PositionalAudio, AudioAnalyser. Keywords: audio, sound, AudioListener, PositionalAudio, 3D audio, spatial audio, music, AudioAnalyser, Web Audio API, play sound, add music, sound in 3D scene.
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rainmanjam Skill GuardrailsPre-commit hooks, CI gates, lint rules, database constraints and branch protection. Use when a rule needs enforcing rather than documenting: "set up enforcement", "unformatted or untyped code must not get merged", "gate this in CI", "we agreed to X and people still do not", "stop secrets getting committed". Covers baselining and ratcheting so existing violations do not block anyone. For constraining an AI agent use agent-guardrails.
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rainmanjam Skill Agent GuardrailsStop an AI agent damaging your repo: PreToolUse hooks, permission deny rules, protected paths, verification gates. Use when "claude keeps force pushing", "CLAUDE.md says X but it still does Y", "stop the agent touching prod or .env", or making a repo safe for unattended agent work. For AI features you ship to users use llm.
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platxa Bundle Platxa Skill GeneratorAutonomous skill creator for Claude Code CLI. Use when the user asks to "create a skill", "generate a skill", or "build a new slash command". Uses multi-phase orchestrated workflow with Task tool subagents to research domains, design architecture, generate content, validate quality, and iteratively improve via eval infrastructure. Creates production-ready skills following the Agent Skills open standard and Claude Code extensions.
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emz1998 Bundle SubagentUse PROACTIVELY this agent when you need to design and create optimal Claude Code subagents, update existing agents with new capabilities, revise agent configurations, analyze project requirements to identify specialized roles, or craft precise agent configurations with appropriate tool permissions and model tiers. When the user specify "Create or Update subagent [name]", this skill must be triggered.
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openaec-foundation-three-js-claude-skill-package Bundle Threejs Impl Ifc ViewerUse when loading and viewing IFC/BIM models in a Three.js scene. Prevents the common mistake of using deprecated web-ifc-three, ignoring AGPL-3.0 license implications, or loading large IFC files without streaming. Covers web-ifc (MIT), @thatopen/components (AGPL-3.0), IFC loading, spatial tree, property extraction. Keywords: IFC, BIM, web-ifc, IFC viewer, @thatopen/components, building model, architecture, IFC loading, spatial tree, BIM viewer, show IFC in browser, load building, web BIM viewer.
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openaec-foundation-three-js-claude-skill-package Bundle Threejs Syntax LoadersUse when loading 3D models (GLTF, FBX, OBJ), textures, or HDR environment maps in Three.js. Prevents the common mistake of not setting up DRACOLoader, wrong WASM path, or missing error handling. Covers GLTFLoader, DRACOLoader, KTX2Loader, TextureLoader, RGBELoader, FBXLoader, OBJLoader, LoadingManager. Keywords: GLTFLoader, GLTF, GLB, load model, DRACOLoader, texture, FBXLoader, OBJLoader, RGBELoader, HDR, LoadingManager, progress, export, GLTFExporter, save model, download 3D, import 3D file.
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openaec-foundation-three-js-claude-skill-package Bundle Threejs Errors RenderingUse when a Three.js scene renders incorrectly: black screen, invisible objects, wrong colors, z-fighting, or broken shadows. Prevents the common mistake of wrong color space, missing material.side, or forgetting updateProjectionMatrix. Covers all common rendering errors with diagnosis steps and fix patterns. Keywords: black screen, invisible, wrong color, z-fighting, shadow artifact, rendering error, debug, nothing visible, dark, broken, nothing shows, model not appearing, screen is blank.
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cadrianmae Skill TrackThis skill should be used when the user asks to "initialize tracking", "enable/disable tracking", "toggle auto-tracking", "configure tracking verbosity", "export bibliography", "export methodology", "generate BibTeX", "create citation timeline", or anything involving the track plugin for reference and prompt tracking. Single unified interactive entry point.
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emz1998 Bundle Claude SkillsCreates and maintains Agent Skills with effective triggers and progressive disclosure. Use when user requests to create a skill, generate a SKILL.md, build custom capabilities, or mentions "create skill", "new skill", or "skill configuration".
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emz1998 Bundle Prompt EngineeringCrafts, refines, and optimizes prompts for Claude 4.x models using best practices for instruction clarity, tool usage, and long-horizon reasoning. Use when creating user/system prompts, refining existing prompts, optimizing model interactions, or when user mentions prompt engineering, prompt optimization, prompt refinement, or Claude 4.x prompting.
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spences10 Bundle MCP SetupSetup guide for essential MCP servers. Use when configuring MCP servers or when user asks about search, SQLite, or MCP management.
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spences10 Skill NopeekSecret-safe Claude Code sessions via nopeek CLI. Use when user asks about secrets, .env loading, credential safety, or keeping API keys out of conversation context.
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cloud-officer Bundle Code Review DeepExhaustive multi-phase code audit using parallel agents (security, dependencies, code quality, infrastructure, tests, and more). Use when the user wants a deep or thorough code review, a comprehensive audit, a security-and-quality sweep of a repo or subsystem, or a multi-agent review that goes beyond the current diff. Optionally scoped to a path or subsystem.
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spences10 Bundle ReflectAnalyze session history for learnings and persist to skills. Solves "memory zero" - correct once, never again.
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spences10 Bundle Skill CreatorDesign and create Claude Skills using progressive disclosure principles. Use when building new skills, planning skill architecture, or writing skill content.
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 hello-world, feature-fit, fix-security-issue. 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.