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Claude Skills by stanfish06
github.com/stanfish061,773 skills143 installs3,463 views
- QiskitIBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production workloads, or needing IBM optimization tools. Best for IBM hardware execution, quantum error mitigation, and enterprise quantum computing. For Google hardware use cirq; for gradient-based quantum ML use pennylane; for open quantum system simulations use qutip.Votes: 0GitHub stars: 8
- Quality Six Sigma EngineerExpert-thinking profile for Quality / Six Sigma Engineer (DMAIC/DMADV / SPC & capability / measurement systems analysis / APQP-PPAP automotive / ISO 9001 auditing): Reasons from process variation, defect operational definitions, and customer-critical characteristics through Shewhart control charts, Gage R&R (%GRR, ndc), Cp/Cpk and Pp/Ppk capability, DMAIC tollgates, and AIAG PPAP/PFMEA in Minitab or JMP while treating Cpk on unstable processes, attribute data forced as normal...Votes: 0GitHub stars: 8
- Quantitative BiologistExpert-thinking profile for Quantitative Biologist (computational / live-imaging / dynamical systems biology): Reasons from SBML/PEtab ODE models, structural and profile-likelihood identifiability, Bayesian inference (Stan/PyMC/AMICI), and live- cell pipelines (Cellpose/TrackMate/PhotoFiTT, REMBI); treats sloppiness, phototoxicity, and segmentation-tracking artifacts as first-class failure modes.Votes: 0GitHub stars: 8
- Quantum ChemistExpert-thinking profile for Quantum Chemist (computational / ab initio electronic structure theory): Reasons from the Schrödinger equation through HF, MP2/CCSD(T)/CBS, and multireference (CASSCF/CASPT2); uses ORCA/Psi4/Gaussian with GMTKN55/WTMAD-4 validation, T1/D1 diagnostics, Helgaker CBS extrapolation, and BSSE/spin-contamination checks while treating SCF near-degeneracy, intruder states, and global-vs-local...Votes: 0GitHub stars: 8
- Quantum Computing ScientistExpert-thinking profile for Quantum Computing Scientist (experimental / computational / NISQ hardware & fault tolerance): Reasons from qubits as noisy open systems through T1/T2, gate fidelity, RB/GST/XEB, and quantum volume to surface-code QEC; compiles with Qiskit/Cirq, applies ZNE/PEC/readout mitigation, and treats crosstalk, transpilation depth, and calibration drift as first-class failure modes.Votes: 0GitHub stars: 8
- Quantum Information ScientistExpert-thinking profile for Quantum Information Scientist (theoretical / experimental QIS): Reasons from qubits as open systems, gate fidelities, and error correction while treating crosstalk and calibration drift as first-class failure modes.Votes: 0GitHub stars: 8
- Quantum Optics ScientistExpert-thinking profile for Quantum Optics Scientist (optical bench / single-photon & squeezed-light / cavity QED / correlation & homodyne metrology): Reasons from field quadratures, atom-photon coupling (g, κ, γ), and heralding efficiency budgets through g⁽²⁾ Hanbury Brown-Twiss measurement, balanced homodyne tomography, HOM interference, and SNSPD/APD detector calibration while treating afterpulsing-faked antibunching, LO phase drift erasing squeezing, accidentals...Votes: 0GitHub stars: 8
- Quantum PhysicistExpert-thinking profile for Quantum Physicist (theory / quantum information / open- system dynamics / device benchmarking / multi-platform hardware (superconducting, trapped-ion...): Reasons from Hilbert-space density operators, commutation relations, and Lindblad open-system dynamics through randomized benchmarking, gate-set and process tomography, Bell-CHSH tests, and Stim/PyMatching surface-code decoding while treating crosstalk, leakage, calibration drift, and measurement backaction as...Votes: 0GitHub stars: 8
- Quaternary ScientistExpert-thinking profile for Quaternary Scientist (field geochronology / glacial geomorphology / multi-proxy paleoclimate / ice-core & tephra correlation): Reasons from dated landform-sediment-proxy associations, multi-method chronology, and ice-age cyclicity (MIS, orbital forcing) through radiocarbon/OSL/cosmogenic dating, Bayesian age models (OxCal, Bacon, IntCal20), tephrochronology, and GIA models while treating uncalibrated 14C years, incomplete OSL bleaching...Votes: 0GitHub stars: 8
- Query AlphafoldQuery AlphaFold protein structure predictions. Use when user asks about protein structure, 3D structure, protein folding, or structure prediction. Triggers on "alphafold", "protein structure", "3D structure", "folding", "pLDDT", "structure prediction".Votes: 0GitHub stars: 8
- Query ClinvarQuery ClinVar for clinical variant significance. Use when user asks about variant pathogenicity, genetic variants, clinical significance, or disease-causing mutations. Triggers on "clinvar", "pathogenic", "variant significance", "clinical significance", "disease variant", "mutation pathogenicity".Votes: 0GitHub stars: 8
- Query EnsemblQuery Ensembl for genomic data. Use when user asks about gene coordinates, genomic sequences, variants, gene structure, exons, transcripts, or species comparison. Triggers on "ensembl", "gene coordinates", "genomic location", "exon", "transcript", "variant location", "rsid", "rs number".Votes: 0GitHub stars: 8
- Query GeoQuery NCBI GEO for gene expression datasets. Use when user asks about RNA-seq datasets, microarray data, expression data, GEO accessions, or finding public datasets. Triggers on "geo", "gene expression omnibus", "expression dataset", "RNA-seq dataset", "microarray dataset", "GSE", "GDS".Votes: 0GitHub stars: 8
- Query KeggQuery KEGG for biological pathways and gene info. Use when user asks about metabolic pathways, signaling pathways, pathway genes, or KEGG IDs. Triggers on "kegg", "pathway", "metabolic pathway", "signaling pathway", "pathway genes".Votes: 0GitHub stars: 8
- Query StringdbQuery STRING for protein-protein interactions. Use when user asks about protein interactions, interaction networks, binding partners, or interactome. Triggers on "string", "protein interaction", "interaction network", "binding partners", "interactome", "PPI".Votes: 0GitHub stars: 8
- Query UniprotQuery UniProt protein database. Use when user asks about protein sequences, functions, annotations, domains, or protein identifiers. Triggers on "uniprot", "protein function", "protein sequence", "gene product", "protein info".Votes: 0GitHub stars: 8
- QutipQuantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dynamics, decoherence, quantum optics, or cavity QED. Best for physics research, open system dynamics, and educational simulations. NOT for circuit-based quantum computing—use qiskit, cirq, or pennylane for quantum algorithms and hardware execution.Votes: 0GitHub stars: 8
- Radare2Use this skill whenever the user wants to analyze binaries with radare2/r2 from the command line, including reverse engineering, disassembly, function analysis, strings/import inspection, patching, binary diffing, hex inspection, or r2 scripting. Also use it when the user mentions PE/ELF/Mach-O/DEX/WASM files together with CLI analysis, `rabin2`, `rasm2`, `radiff2`, `r2pipe`, or asks for radare2 command help on Windows/Linux/macOS.Votes: 0GitHub stars: 8
- Radiation Oncology PhysicistExpert-thinking profile for Radiation Oncology Physicist (clinical / research): Reasons from absorbed dose, fluence, beam geometry, and constraint-driven plan quality through TG-51/TRS-398 reference dosimetry, TPS engines (AAA, Acuros XB, Monte Carlo), DVH metrics, and gamma-based patient-specific QA while treating stale CT-to-density tables, couch-shift sign errors, MLC leaf-bank swaps, and...Votes: 0GitHub stars: 8
- Radio AstronomerExpert-thinking profile for Radio Astronomer (interferometry / uv-plane imaging / spectral-line & polarization / time-domain (pulsars, FRBs)): Expert profile for radio astronomer — see AGENTS.md for field-specific methods and failure modes.Votes: 0GitHub stars: 8
- RadiochemistExpert-thinking profile for Radiochemist (tracer synthesis / radiopharmaceutical QC / cyclotron-generator production / dosimetry / GMP release (USP <823>, FDA 21 CFR 212)): Reasons from radionuclide half-life, specific activity, radiochemical purity, and dosimetry through analytical/prep HPLC with radiodetector, iTLC, HPGe γ-spectroscopy, OLINDA/MIRD, and USP <823>/EANM release specs while treating defluorination, transchelation of ⁶⁸Ga/⁸⁹Zr, ⁹⁹ᵐTc colloid and ⁶⁸Ge breakthrough as...Votes: 0GitHub stars: 8
- RadiologistExpert-thinking profile for Radiologist (clinical / diagnostic imaging interpretation): Reasons from modality–question fit, contrast kinetics, and ACR Appropriateness Criteria (1–9); applies BI-RADS, LI-RADS, PI-RADS, and Lung-RADS with Fleischner/incidental-findings algorithms; integrates PACS/RIS/DICOM/IHE workflows, CTDIvol/DLP/DIR dose stewardship, and critical-results communication while treating...Votes: 0GitHub stars: 8
- Rare Disease RnaseqBlood RNA-seq expression-outlier detection for rare-disease diagnostics. Cases scored against a control reference panel; outliers ranked and filtered by a haploinsufficient disease-gene panel.Votes: 0GitHub stars: 8
- RayDistributed Python compute with Ray — @ray.remote tasks/actors for cluster-scale parallelism, Ray Data for large-batch preprocessing, Ray Train for distributed model training (DDP/FSDP/DeepSpeed), Ray Tune for scalable hyperparameter search, and Ray Serve for model serving. Use when scaling a Python workload (docking screens, million-cell atlas preprocessing, hyperparameter sweeps, multi-GPU training) from a laptop to a multi-node cluster with minimal code changes. Ray Tune can use optuna as ...Votes: 0GitHub stars: 8
- RdkitCheminformatics 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.Votes: 0GitHub stars: 8
- React And Nextjs Data VisualizationIntegrate data visualizations into React and Next.js applications. Use when the user needs chart components, UML-like or architecture diagram components, React integration patterns, Next.js client or server boundaries, hydration-safe rendering, lazy loading, framework-aware performance, scroll-driven visual stories, or export guidance.Votes: 0GitHub stars: 8
- React Best PracticesReact and Next.js performance optimization guidelines from Vercel Engineering. Use when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.Votes: 0GitHub stars: 8
- React Three Fiber GameBuild React-hosted 3D browser games with React Three Fiber. Use when the user wants pmndrs-based scene composition, shared React state, and 3D HUD integration inside a React app.Votes: 0GitHub stars: 8
- Reaction Engineering SpecialistExpert-thinking profile for Reaction Engineering Specialist (kinetics / reactor design / catalysis / RTD & calorimetry / thermal-hazard & scale-up): Reasons from rate laws, stoichiometry, residence-time distributions, and coupled heat-rate balances through LHHW and Michaelis-Menten kinetics, Thiele/effectiveness and Weisz-Prater diffusion criteria, tracer RTD models, and RC1/ARC calorimetry while treating thermal runaway, hot spots, catalyst deactivation...Votes: 0GitHub stars: 8
- Reconciler LogicImplement reconcilers and watchers for grafana-app-sdk apps — write `TypedReconciler[*MyKind]` reconcile functions, apply generation-based skip patterns, do conflict-safe status updates via `resource.UpdateObject`, configure `BasicReconcileOptions` (namespace, label/field filters, finalizer management), use `Watcher` for event-style handling, reconcile `UnmanagedKinds` (resources your app doesn't own), and register the whole thing in `app.go`. Use when writing a reconciler, implementing the r...Votes: 0GitHub stars: 8
- Redesign Existing ProjectsUpgrades existing websites and apps to premium quality. Audits current design, identifies generic AI patterns, and applies high-end design standards without breaking functionality. Works with any CSS framework or vanilla CSS.Votes: 0GitHub stars: 8
- Redis ObservabilityRedis observability guidance — which metrics to monitor (memory, connections, hit ratio, ops/sec, rejected connections), which built-in commands to reach for during incident triage (SLOWLOG, INFO, MEMORY DOCTOR, CLIENT LIST, FT.PROFILE), and when to use the Redis Insight GUI. Use when setting up monitoring or alerts for a Redis instance, diagnosing a performance regression, profiling a slow FT.SEARCH query, or wiring Redis metrics into Prometheus, Datadog, or similar.Votes: 0GitHub stars: 8
- Redis SearchRedis Search guidance covering FT.CREATE schema design, field type selection (TEXT, TAG, NUMERIC, GEO, GEOSHAPE, VECTOR, JSON path), DIALECT 2 query syntax, FT.SEARCH / FT.AGGREGATE / FT.HYBRID command selection, vector similarity with HNSW or FLAT, hybrid retrieval combining lexical and vector ranking, RAG pipelines, zero-downtime index updates via aliases, and debugging with FT.PROFILE and FT.EXPLAIN. Use when defining a search index on Hash or JSON documents, writing FT.SEARCH queries with...Votes: 0GitHub stars: 8
- Regenerative Medicine ScientistExpert-thinking profile for Regenerative Medicine Scientist (wet-lab / translational CGT, tissue engineering & ATMP CMC): Reasons from potency assurance, 361 vs 351/ATMP pathways, USP <1043> ancillary tiers, G-Rex/closed CAR-T manufacture, MSC matrix potency, and ISO 10993/dECM scaffolds while treating comparability-without-bioassay and CFU-F-as-potency as first-class failure modes.Votes: 0GitHub stars: 8
- Regulatory Affairs ScientistExpert-thinking profile for Regulatory Affairs Scientist (regulatory / drug & biologic development (IND–MAA)): Reasons from CTD/eCTD Modules 1–5 traceability, FDA Type B/EOP and EMA PRIME/scientific-advice strategy, ICH Q8–Q12 lifecycle CMC, and expedited pathways (BTD/RMAT/accelerated approval); treats RTF, clinical-hold CMC gaps, ignored meeting minutes, and eCTD validation failures as first-class failure modes.Votes: 0GitHub stars: 8
- Rehabilitation ScientistExpert-thinking profile for Rehabilitation Scientist (clinical / biomechanics lab / implementation-science rehabilitation research): Reasons from ICF/disablement models, COSMIN MCID/MDC triangulation, TIDieR-Rehab/CONSORT 2025 trial design, gait lab and PROMIS outcomes, motor-learning mechanisms, and RE-AIM implementation science; treats natural recovery, therapist allegiance, and lab-vs-function confounds as first-class failure modes.Votes: 0GitHub stars: 8
- Reinforcement Learning ResearcherExpert-thinking profile for Reinforcement Learning Researcher (computational / deep RL & sim-to-real): Reasons from MDP/POMDP and Bellman operators through DQN/PPO/SAC/TD3, MuJoCo/Atari/Procgen/Brax benchmarks, offline RL (CQL/IQL), reward-hacking diagnostics, Gymnasium/CleanRL/SB3 stacks, and NeurIPS/ICML/CoRL seed-stratified evaluation with bootstrap CIs.Votes: 0GitHub stars: 8
- Reliability EngineerExpert-thinking profile for Reliability Engineer (physics-of-failure / accelerated life testing (HALT/HASS/ALT) / Weibull & censored field analytics / RCM-FMECA / functional safety (ISO...): Reasons from failure mechanisms, time-to-failure distributions, censored field data, and stress-strength interference through FMECA, physics-of-failure models (Coffin-Manson, Arrhenius, Peck), Weibull and Crow-AMSAA growth analysis, and demonstration tests while treating mixture populations, wrong acceler...Votes: 0GitHub stars: 8
- Remote BrowserControls an isolated Browser Use Cloud browser from a sandboxed machine with the current Browser Use CLI.Votes: 0GitHub stars: 8
- Remote Sensing ScientistExpert-thinking profile for Remote Sensing Scientist (Earth observation / optical-SAR- LiDAR / atmospheric & geometric correction / change detection / Olofsson validation): Reasons from sensor physics, atmospheric state, surface BRDF, and sampling geometry through Sen2Cor/LaSRC/6S atmospheric correction, sub-pixel coregistration, SAR radiometric terrain correction, and Olofsson area-adjusted accuracy while treating misregistration, NDVI saturation, BRDF anisotropy, mixed pixels, and...Votes: 0GitHub stars: 8
- Render Background WorkersSets up and configures background workers on Render for queue-based job processing. Use when the user needs to process async jobs, consume from a queue, run Celery/Sidekiq/BullMQ/Asynq/Oban workers, handle graceful shutdown with SIGTERM, wire a worker to Key Value (Redis), or choose between workers and cron jobs for background work. Trigger terms: background worker, async jobs, queue consumer, Celery, Sidekiq, BullMQ, Asynq, Oban, job processing, SIGTERM, graceful shutdown.Votes: 0GitHub stars: 8
- Render BlueprintsAuthors and validates render.yaml Blueprints for Render infrastructure. Use when the user needs to write or edit a render.yaml, wire services together with fromDatabase/fromService/fromGroup, set up projects and environments for multi-service apps, configure preview environments, validate against the schema, or fix immutable field errors. Trigger terms: render.yaml, Blueprint, IaC, fromDatabase, fromService, envVarGroups, previews, projects, environments.Votes: 0GitHub stars: 8
- Render CliInstalls and uses the Render CLI for deploys, logs, SSH, psql, Blueprint validation, and automation. Use when the user needs to run Render CLI commands, script deploys in CI/CD, authenticate with an API key, query services non-interactively, or troubleshoot CLI auth issues. Trigger terms: render CLI, render login, render deploys, render logs, render ssh, render psql, render blueprints validate, render skills, RENDER_API_KEY, non-interactive, CI/CD deploy.Votes: 0GitHub stars: 8
- Render Cron JobsConfigures and troubleshoots scheduled tasks on Render using cron job services. Use when the user needs to run something on a schedule, write a cron expression, set up a periodic job, migrate from Heroku Scheduler, choose between cron jobs and background workers, or fix a cron that isn't firing. Trigger terms: cron job, scheduled task, periodic job, cron expression, schedule, run every, timer, Heroku Scheduler migration.Votes: 0GitHub stars: 8
- Render DebugDebug failed Render deployments by analyzing logs, metrics, and database state. Identifies errors (missing env vars, port binding, OOM, etc.) and suggests fixes. Use when deployments fail, services won't start, or users mention errors, logs, or debugging.Votes: 0GitHub stars: 8
- Render DeployDeploy 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.Votes: 0GitHub stars: 8
- Render DisksAttaches and manages persistent disks on Render services—mount paths, sizing, snapshots, file transfers, and single-instance constraints. Use when the user needs persistent storage, file uploads, a custom database on disk, CMS media storage, or needs to understand why their service can't scale horizontally or use zero-downtime deploys. Trigger terms: persistent disk, disk, storage, mount path, sizeGB, SSD, file uploads, snapshots, disk restore, ephemeral filesystem.Votes: 0GitHub stars: 8
- Render DockerBuilds and deploys Docker containers on Render—Dockerfiles, multi-stage builds, Blueprint Docker fields, private registries, layer caching, and platform constraints. Use when the user mentions Docker, Dockerfile, container images, multi-stage builds, container registry, GHCR, ECR, BuildKit, dockerContext, runtime docker or image, or optimizing Docker builds on Render.Votes: 0GitHub stars: 8
- Render DomainsConfigures custom domains and TLS certificates on Render—DNS setup, CNAME records, apex domains, wildcard domains, and certificate troubleshooting. Use when the user needs to add a custom domain, configure DNS, set up HTTPS/TLS, troubleshoot certificate issuance, disable the onrender.com subdomain, or add a wildcard domain. Trigger terms: custom domain, DNS, CNAME, TLS, SSL, HTTPS, certificate, apex domain, wildcard domain, onrender.com, domain verification.Votes: 0GitHub stars: 8
- Render Env VarsConfigures environment variables, secrets, and env groups on Render. Use when the user needs to set env vars, wire secrets between services, create env groups, use generateValue, set sync: false, or troubleshoot missing or incorrect environment variable values in Blueprints or the Dashboard.Votes: 0GitHub stars: 8