pylabrobot
Laboratory automation toolkit for controlling liquid handlers, plate readers, pumps, heater shakers, incubators, centrifuges, and analytical equipment. Use this skill when automating laboratory workflows, programming liquid handling robots (Hamilton STAR, Opentrons OT-2, Tecan EVO), integrating lab equipment, managing deck layouts and resources (plates, tips, containers), reading plates, or creating reproducible laboratory protocols. Applicable for both simulated protocols and physical hardware control.
pymatgen
Materials science toolkit. Crystal structures (CIF, POSCAR), phase diagrams, band structure, DOS, Materials Project integration, format conversion, for computational materials science.
pymoo
Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems.
pyopenms
Python interface to OpenMS for mass spectrometry data analysis. Use for LC-MS/MS proteomics and metabolomics workflows including file handling (mzML, mzXML, mzTab, FASTA, pepXML, protXML, mzIdentML), signal processing, feature detection, peptide identification, and quantitative analysis. Apply when working with mass spectrometry data, analyzing proteomics experiments, or processing metabolomics datasets.
pysam
Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, calculate coverage, for NGS data processing pipelines.
pytdc
Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML and pharmacological prediction.
pytorch-lightning
Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, TensorBoard), distributed training (DDP, FSDP, DeepSpeed), for scalable neural network training.
q
World Q Skill
qiskit
Comprehensive quantum computing toolkit for building, optimizing, and executing quantum circuits. Use when working with quantum algorithms, simulations, or quantum hardware including (1) Building quantum circuits with gates and measurements, (2) Running quantum algorithms (VQE, QAOA, Grover), (3) Transpiling/optimizing circuits for hardware, (4) Executing on IBM Quantum or other providers, (5) Quantum chemistry and materials science, (6) Quantum machine learning, (7) Visualizing circuits and results, or (8) Any quantum computing development task.
quillen-model
Quillen model categories: (C,W,F) structures.
qutip
Quantum mechanics simulations and analysis using QuTiP (Quantum Toolbox in Python). Use when working with quantum systems including: (1) quantum states (kets, bras, density matrices), (2) quantum operators and gates, (3) time evolution and dynamics (Schrödinger, master equations, Monte Carlo), (4) open quantum systems with dissipation, (5) quantum measurements and entanglement, (6) visualization (Bloch sphere, Wigner functions), (7) steady states and correlation functions, or (8) advanced methods (Floquet theory, HEOM, stochastic solvers). Handles both closed and open quantum systems across various domains including quantum optics, quantum computing, and condensed matter physics.
r
World R Skill
r2frida
Dynamic instrumentation bridge — radare2 static analysis meets Frida runtime hooking via r2frida:// URI
rank-polymorphism
'APL/BQN rank polymorphism: implicit iteration via array rank, no explicit
rdkit
Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similarity, reactions. For standard workflows with simpler interface, use datamol (wrapper around RDKit). Use rdkit for advanced control, custom sanitization, specialized algorithms.
reactome-database
Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for systems biology studies.
reality-tech
Reality tech umbrella for AR/VR/XR. Choose the right stack (WebXR/OpenXR/Unity/Unreal) and ship with strong defaults for comfort, performance, and privacy.
ReasoningBank with AgentDB
Implement ReasoningBank adaptive learning with AgentDB's 150x faster vector database. Includes trajectory tracking, verdict judgment, memory distillation, and pattern recognition. Use when building self-learning agents, optimizing decision-making, or implementing experience replay systems.
ReasoningBank Intelligence
Implement adaptive learning with ReasoningBank for pattern recognition, strategy optimization, and continuous improvement. Use when building self-learning agents, optimizing workflows, or implementing meta-cognitive systems.
reasoningbank-with-agentdb
ReasoningBank adaptive learning with AgentDB vector backend. Trajectory tracking, verdict judgment, memory distillation. Triggers: reasoningbank, agentdb, adaptive learning, experience replay, trajectory tracking.
refactoring-playbook
|
referral-program
When the user wants to create, optimize, or analyze a referral program, affiliate program, or word-of-mouth strategy. Also use when the user mentions 'referral,' 'affiliate,' 'ambassador,' 'word of mouth,' 'viral loop,' 'refer a friend,' or 'partner program.' This skill covers program design, incentive structure, and growth optimization.
relational-thinking
Intent taxonomy and morphisms across 15 amp threads
releasenotes
Generate formatted changelogs from git history since the last release tag. Use when preparing release notes that categorize changes into breaking changes, features, fixes, and other sections.
relegant
Cross-domain theory connecting Sprague-Grundy computation, graph coloring, Möbius inversion, string diagram composition, and nimber arithmetic through incidence algebras
render-deploy
Deploy applications to Render by analyzing codebases, generating render.yaml Blueprints, and providing Dashboard deeplinks. Use when the user wants to deploy, host, publish, or set up their application on Render's cloud platform.
research-grants
Write competitive research proposals for NSF, NIH, DOE, and DARPA. Agency-specific formatting, review criteria, budget preparation, broader impacts, significance statements, innovation narratives, and compliance with submission requirements.
research-lookup
Look up current research information using Perplexity's Sonar Pro Search or Sonar Reasoning Pro models through OpenRouter. Automatically selects the best model based on query complexity. Search academic papers, recent studies, technical documentation, and general research information with citations.
restricted-bigquery-dbt-environment
Safe dbt development against BigQuery using test schema isolation. Prevents accidental production writes. Triggers: dbt, bigquery, test schema, production safety.
rf-signal-analysis
Analyze wireless and radio frequency security in applications, protocols, and hardware. Covers WiFi, Bluetooth/BLE, RFID/NFC, Zigbee, LoRa, cellular, and SDR-based analysis. Use when auditing IoT devices, wireless protocols, access control systems, or any RF-enabled infrastructure.
right-adjoint
Right adjoints preserve limits. RAPL.
s
World S Skill
safe-rewriting-advisor
Strategic selective edge removal maintaining spectral gap ≥ 0.25.
say-ukrainian
Non-Ukrainian voices speak Ukrainian via macOS say command. Load when voicing Ukrainian text through foreign TTS voices for counterfactual narration or ostranення effect.
scanpy
Single-cell RNA-seq analysis. Load .h5ad/10X data, QC, normalization, PCA/UMAP/t-SNE, Leiden clustering, marker genes, cell type annotation, trajectory, for scRNA-seq analysis.
scientific-brainstorming
Research ideation partner. Generate hypotheses, explore interdisciplinary connections, challenge assumptions, develop methodologies, identify research gaps, for creative scientific problem-solving.
scientific-critical-thinking
Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims.
scientific-schematics
Create publication-quality scientific diagrams using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3 Pro for quality review. Only regenerates if quality is below threshold for your document type. Specialized in neural network architectures, system diagrams, flowcharts, biological pathways, and complex scientific visualizations.
Skill Development
This skill should be used when the user wants to "create a skill", "add a skill to plugin", "write a new skill", "improve skill description", "organize skill content", or needs guidance on skill structure, progressive disclosure, or skill development best practices for Claude Code plugins.
skill-finder-verifier
Find locally-created skills and verify provenance. Distinguishes locally-created from batch-installed by diffing against asi/skills/ baseline. Evaluates modified downloads for functional improvement. Triggers: new skills, local skills, skill audit, skill provenance, skill verification.
skill-repo-sync
Push local skills to plurigrid/asi repo, remove skills by agreement (with full history purge), and manage .gitignore for local-only skills. Triggers: push skills, sync asi, remove skill from repo, skill repo sync, purge skill.
skill-stats
Skill statistics, thread usage analysis, GF(3) conservation tracking, and probe verification for the 443+ skill ecosystem
skill
Comprehensive guide to understanding, writing, validating, and using skills in agent systems. Covers the agentskills.io specification, progressive disclosure patterns, frontmatter validation, directory structure, and tooling. When you need to teach agents how to read skills, validate skill metadata, work with SKILL.md files, or understand skill architecture.
social-content
When the user wants help creating, scheduling, or optimizing social media content for LinkedIn, Twitter/X, Instagram, TikTok, Facebook, or other platforms. Also use when the user mentions 'LinkedIn post,' 'Twitter thread,' 'social media,' 'content calendar,' 'social scheduling,' 'engagement,' or 'viral content.' This skill covers content creation, repurposing, and platform-specific strategies.
social-engineering-audit
Assess social engineering attack surface in applications and organizations. Identifies pretexting vectors, OSINT exposure, phishing susceptibility in authentication flows, and human-factor vulnerabilities in security architecture. Use when auditing auth flows, help desk procedures, password reset mechanisms, or organizational security posture.
sora
Use when the user asks to generate, remix, poll, list, download, or delete Sora videos via OpenAI\u2019s video API using the bundled CLI (`scripts/sora.py`), including requests like \u201cgenerate AI video,\u201d \u201cSora,\u201d \u201cvideo remix,\u201d \u201cdownload video/thumbnail/spritesheet,\u201d and batch video generation; requires `OPENAI_API_KEY` and Sora API access.
sparc-methodology
SPARC (Specification, Pseudocode, Architecture, Refinement, Completion) comprehensive development methodology with multi-agent orchestration
spectral-gap-analyzer
Measures proof system health via Laplacian eigenvalue gap analysis.
spectral-methods
Fourier-Laplacian eigenmodes for frequency domain analysis of graph and signal structures
spectral-random-walker
Integrates spectral gaps with random walk theory using the Benjamin Merlin Bumpus comprehension model.
Page 828 of 1486 · 74266 results
