Skills.
Give your AI a better way to work.
A skill is a set of written instructions that teaches an AI how to do one job the way it should be done: review a pull request, plan a migration, write the release notes.
Install one here and it travels with your account into Claude, Claude Code, Cursor and every other client you sign in with.
Category: AI & models
8,992 results · page 203 of 300
- View details
alterlab-boltzSkillAI & models
Co-fold biomolecular complexes with Boltz-2, an open AlphaFold3-style model — predict protein + ligand (SMILES/CCD), protein + nucleic-acid, and multi-chain structures in one pass, with binding-affinity prediction. Use when folding a protein together with a small-molecule ligand, predicting a holo (
Ready to connect★ 68
- View details
alterlab-borzoiSkillAI & models
Predict genome-wide functional genomics tracks from DNA sequence with Borzoi (Linder 2025) — a sequence-to-function model outputting RNA-seq, CAGE, ATAC, and ChIP coverage across long context, used to score non-coding and regulatory variant effects. Use when predicting functional tracks from a DNA s
Ready to connect★ 68
- View details
alterlab-chaiSkillAI & models
Predict biomolecular complexes with Chai-1, an open AlphaFold3-style model that folds multi-entity assemblies (proteins, ligands, nucleic acids) from a single typed FASTA — strong on antibody–antigen and protein–ligand complexes, with optional MSA and restraint inputs. Use when predicting an antibod
Ready to connect★ 68
- View details
alterlab-cobrapySkillAI & models
Build and analyze genome-scale constraint-based metabolic models with COBRApy — flux balance analysis (FBA), flux variability analysis (FVA), gene and reaction knockouts, flux sampling, and SBML model I/O. Use when simulating metabolic networks, predicting growth or knockout phenotypes, or running s
Ready to connect★ 68
- View details
alterlab-deep-researchSkillAI & models
Runs a 13-agent deep research pipeline for rigorous academic work on any topic across 7 modes (full research, quick brief, paper review, lit-review, fact-check, Socratic guided research dialogue, and systematic review with optional meta-analysis), covering research-question formulation, Socratic men
Ready to connect★ 68
- View details
alterlab-molfeatSkillAI & models
Featurizes molecules for machine learning with molfeat (100+ featurizers) — ECFP/MACCS/MAP4 fingerprints, RDKit and Mordred physicochemical descriptors, and pretrained embeddings (ChemBERTa, ChemGPT, GIN) exposed as scikit-learn transformers that convert SMILES into feature vectors. Use when turning
Ready to connect★ 68
- View details
alterlab-pufferlibSkillAI & models
Scales reinforcement learning with PufferLib — high-throughput parallel training (PuffeRL), vectorized environments, and native multi-agent systems achieving 2-10x speedups over standard implementations. Use when scaling RL to millions of steps per second, running vectorized or multi-agent setups, b
Ready to connect★ 68
- View details
alterlab-pymcSkillAI & models
Bayesian modeling and probabilistic programming with PyMC — hierarchical models, MCMC (NUTS) sampling, variational inference, LOO/WAIC model comparison, and posterior predictive checks. Use when fitting Bayesian or hierarchical models, estimating posteriors and credible intervals, running probabilis
Ready to connect★ 68
- View details
alterlab-scgptSkillAI & models
Apply the scGPT single-cell foundation model (Cui 2024) to annotate and embed cells — zero-shot and fine-tuned cell-type annotation, gene/cell embeddings, batch integration, and gene-regulatory / perturbation inference from AnnData. Use when annotating cell types with a pretrained foundation model,
Ready to connect★ 68
- View details
alterlab-scikit-survivalSkillAI & models
Survival analysis and time-to-event modeling in Python with scikit-survival. Use when working with censored survival data, fitting Cox models, Random Survival Forests, Gradient Boosting models, or Survival SVMs, evaluating predictions with concordance index or Brier score, handling competing risks,
Ready to connect★ 68
- View details
alterlab-scvi-toolsSkillAI & models
Train deep generative models for single-cell omics with scvi-tools — probabilistic batch correction and integration (scVI), reference-mapping transfer learning (scArches), differential expression with uncertainty, and multimodal models (totalVI for CITE-seq, MultiVI for multiome). Use when correctin
Ready to connect★ 68
- View details
alterlab-shapSkillAI & models
Model interpretability and explainability with SHAP (SHapley Additive exPlanations) — feature importance and plots (waterfall, beeswarm, bar, scatter, force, heatmap). Use when explaining ML model predictions, computing feature importance, debugging models, analyzing bias or fairness, comparing mode
Ready to connect★ 68
- View details
alterlab-stable-baselines3SkillAI & models
Trains single-agent reinforcement learning agents with Stable-Baselines3 — PPO, SAC, DQN, TD3, DDPG, and A2C behind a scikit-learn-like API. Use for standard single-agent RL experiments, quick prototyping, well-documented algorithm implementations on Gymnasium environments, or adding callbacks and e
Ready to connect★ 68
- View details
alterlab-workflow-orchestrationSkillAI & models
Composes existing AlterLab skills into multi-agent agentic workflows using current Claude Code subagent and Claude Agent SDK orchestration patterns: parallel subagent fan-out, sequential pipelines, judge panels, adversarial verification, and loop-until-clean review cycles. Maps each pattern onto rea
Ready to connect★ 68
- View details
applying-a-permission-policySkillAI & models
Use when a permission policy is attached to a rig/seat (rig.yaml permission_policy:), or a user asks you to apply one, and you must translate that harness-neutral policy into the target harness's LIVE permission config — Claude settings.json / Codex config.toml / Pi run flags. Agent-driven and inter
Ready to connect★ 68
- View details
avcSkillAI & models
Use AVC (Agent View Controller) to present complex execution plans, architecture changes, and multi-step operations as interactive visual UIs. Instead of dumping walls of text, pipe structured JSON to `avc` for human visual review and confirmation. The human can drag-to-reorder, edit, skip, delete,
Ready to connect★ 68
- View details
benchmark-and-mms-plannerSkillAI & models
Plan verification and validation campaigns for simulation codes using manufactured solutions, canonical benchmark problems, grid/time refinement, uncertainty propagation, and pass/fail acceptance criteria. Use when an agent needs to prove a solver, model, or result is trustworthy rather than only pl
Ready to connect★ 68
- View details
composable-mach-architectSkillAI & models
Universal Multi-Agent Swarm Plugin with specialized skills for Antigravity (AGY), Claude Code, and Cursor IDE. Modern 2026 Fullstack (React 19, Tailwind v4, Bun, Next.js 15, MCP v1.9, Rust, Python 3.14).
Ready to connect★ 68
- View details
deep-research-analystSkillAI & models
Universal Multi-Agent Swarm Plugin with specialized skills for Antigravity (AGY), Claude Code, and Cursor IDE. Modern 2026 Fullstack (React 19, Tailwind v4, Bun, Next.js 15, MCP v1.9, Rust, Python 3.14).
Ready to connect★ 68
- View details
economy-modeSkillAI & models
Shifts Layer 3 model selection to cost-optimized alternatives when economy mode is active.
Ready to connect★ 68
- View details
elementsSkillAI & models
Element type development across the schema, adapter, and flow packages — config fields, output sensors, model element construction, and the registries every element type must be added to. Element types are battery, battery_section, connection, grid, inverter, load, node, policy, and solar. Use when
Ready to connect★ 68
- View details
forming-an-openrig-mental-modelSkillAI & models
Use when the system around you does not make sense yet: you just booted into a seat and do not know how the pieces fit; someone said rig, pod, seat, fleet, topology, or slice and you are not certain what they mean here; you are unsure what kind of rig you are in or what it is for; you do not know ho
Ready to connect★ 68
- View details
frontier-ai-models-expertSkillAI & models
Expert guide for late-2026 frontier AI models — Claude 5.1 (Fable/Mythos), Project Astra, Gemini 3.1, and Enterprise Frontier Safeguards (EFS) / Panduan ahli model AI frontier akhir-2026 — Claude 5.1, Project Astra, Gemini 3.1, dan Enterprise Frontier Safeguards (EFS).
Ready to connect★ 68
- View details
gh-auth-isolationSkillAI & models
Safely manage multiple GitHub identities (EMU + personal) in agent workflows
Ready to connect★ 68
- View details
graph-rag-knowledge-expertSkillAI & models
Universal Multi-Agent Swarm Plugin with specialized skills for Antigravity (AGY), Claude Code, and Cursor IDE. Modern 2026 Fullstack (React 19, Tailwind v4, Bun, Next.js 15, MCP v1.9, Rust, Python 3.14).
Ready to connect★ 68
- View details
jiaosSkillAI & models
Autonomous novel writing CLI agent with web workbench (JiaOS Studio) - use for creative fiction writing, standalone short-fiction packages, cover generation, novel generation, style imitation, chapter continuation/import, EPUB export, AIGC detection, and fan fiction. Native English support with 10 b
Ready to connect★ 68
- View details
local-slm-edge-ai-expertSkillAI & models
Universal Multi-Agent Swarm Plugin with specialized skills for Antigravity (AGY), Claude Code, and Cursor IDE. Modern 2026 Fullstack (React 19, Tailwind v4, Bun, Next.js 15, MCP v1.9, Rust, Python 3.14).
Ready to connect★ 68
- View details
openrig-cmuxSkillAI & models
Use when opening OpenRig fleet terminals into cmux — turning a rig, pod, mission, slice, or saved view into live agent tiles via `rig terminal --provider cmux`, or driving cmux on an agent's request. Same OpenRig view semantics as openrig-herdr (the verbs, honest-partial/degrade, read-only cross-rig
Ready to connect★ 68
- View details
openrig-herdrSkillAI & models
Use when opening OpenRig fleet terminals as a herdr wall — turning a rig, pod, mission, slice, or saved view into live interactive agent tiles via `rig terminal`, watching another rig read-only, or driving herdr on an agent's request ("open all my rigs + a mission as views"). Covers the `rig termina
Ready to connect★ 68
- View details
openrig-skillsSkillAI & models
Use when you're operating OpenRig and need the right skill or context for fleet recovery, seat handover, new-seat orientation, a watchdog wake, cross-host reach to an agent on another machine, rig packaging, an OpenRig upgrade, systematic debugging, queue triage, or implementation planning; also use
Ready to connect★ 68
What is a skill?
A skill is plain text, usually a SKILL.md file and the scripts it refers to, written for an AI rather than for a person. It carries the steps, the house rules and the examples a good answer needs, so you stop pasting the same briefing into every new chat.
54,624 of the 55,055 skills listed here can be served through ahel today, and they come from public repositories. Each one has its own page with the instructions themselves on it, so you can read what a skill will tell your AI to do before you install it.
Install one and every AI you use gets it
Installing a skill adds it to your gateway and turns it on in the same step. Claude Code surfaces it as a slash command; any client can read the full instructions with the skill_read tool.
Nothing is copied into a project folder. The instructions are served from your account, so the same skill is there in every AI you connect, and turning it off removes it from all of them at once.