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vibey-skills

127 Claude Code plugins. 644 Agent Skills. Long-form, source-cited practitioner references for the parts of software engineering an agent is most likely to get confidently wrong — security, compliance, Azure, identity automation (Okta), DevSecOps, AI/ML, data engineering, frontend, mobile, desktop, smart TV, game development, UI/UX design, systems programming, embedded and IoT, blockchain, quantum computing, penetration testing, architecture, quality engineering, process, and technical writing. Install as a marketplace or from PyPI.

Formerly vibe-engineering-skills — see NOTICE.md.

PyPI Downloads CI Docs License: MIT

Why

"Vibe engineering" is the disciplined counterpart to vibe coding: keep the agent fast and correct. These skills are the reference layer for that.

  • Each skill is a document, not a prompt snippet. A SKILL.md is a long-form, source-cited reference (STRIDE → MITRE ATT&CK, NIST 800-171 control families, Okta Workflows record caps, React Native New Architecture) written so a model can act on it. Claude loads it automatically when a task matches the trigger description.
  • One source of truth. plugins/ is the marketplace tree Claude Code reads; the PyPI wheel maps that same tree in at build time. There is exactly one copy of every skill.
  • Zero runtime dependencies. uvx runs the CLI with no resolution step. Skills install into ~/.claude/skills, which any harness that reads SKILL.md can use.
  • Nothing overwritten. install skips skill directories that already exist and tells you which; --force is explicit.

Quick start

In Claude Code — add the marketplace, then install the plugins you want:

/plugin marketplace add adammatthewsteinberger/vibey-skills
/plugin install security-principles@vibey-skills
/plugin                                    # browse everything

From PyPI — same skills, any agent that reads SKILL.md:

uvx vibey-skills list                      # try it without installing
uvx vibey-skills install --all             # copy all 644 skills into ~/.claude/skills
uvx vibey-skills install security-principles azure-cloud-infra

Or install the CLI permanently with uv tool install vibey-skills / pip install vibey-skills (Python 3.10+); vibey-skills is then on your PATH (vibe-skills still works as a deprecated alias).

$ vibey-skills list
agile-delivery  (0.1.0, engineering-process, 3 skills)
  - delivery-velocity
  - engineering-metrics
  - security-first-agile

ai-and-data  (0.2.0, ai, 4 skills)
  - ai-ml-landscape
  - data-engineering
  - llm-cost-optimization
  - rag-and-agents

vibey-skills marketplace prints the packaged manifest path for /plugin marketplace add; --dest, --link, --dry-run, and --force are covered in the Usage docs.

Migrating from vibe-engineering-skills

2.0.0 renames the project; the 18 plugins and 71 skills are unchanged.

1.x (vibe-engineering-skills) 2.0.0 (vibey-skills)
PyPI package pip install vibe-engineering-skills pip install vibey-skills
Python import import vibe_engineering_skills import vibey_skills
CLI vibe-engineering-skills, vibe-skills vibey-skills (vibe-skills kept as a deprecated alias; the long form is gone)
Marketplace /plugin marketplace add TheViziusGroup/vibe-engineering-skills /plugin marketplace add adammatthewsteinberger/vibey-skills
Plugin install <plugin>@vibe-engineering-skills <plugin>@vibey-skills
Docs theviziusgroup.github.io/vibe-engineering-skills adammatthewsteinberger.github.io/vibey-skills

Uninstall the old package (pip uninstall vibe-engineering-skills / uv tool uninstall vibe-engineering-skills) and re-add the marketplace under its new name; skills already copied into ~/.claude/skills need no change.

Plugins

Generated from plugins/*/ and .claude-plugin/marketplace.json; every plugin has its own README.md with the full skill list and trigger descriptions.

Plugin Version Category Skills Covers
aerospace-engineering 0.1.0 aerospace 5 Reynolds & Mach, how lift actually works, airfoils & planform, the drag breakdown, shocks & transonic rise, Breguet range, static & dynamic stability, engine cycles, load paths & V-n, fatigue & composites, flutter & control reversal, fly-by-wire, multirotor dynamics & BVLOS rules, launch vehicles, flight test & certification
agile-delivery 0.1.0 engineering-process 3 Security-First Scrum, delivery velocity, engineering metrics
ai-and-data 0.2.0 ai 4 Data engineering, AI/ML landscape, RAG & agents, LLM cost optimization & compression
ai-chatbot-strategy 0.1.0 ai 4 Chatbot fundamentals, RAG for business, build/deploy, ROI
algorithms-deep-dive 0.1.0 computer-science 5 Choosing structures, the machine model (cache/branches/SIMD), hash tables, trees & the B-tree/LSM divide, sorting, searching, graphs, strings, DP, probabilistic & streaming structures, vector search, concurrency, measurement
arm-architecture-deep-dive 0.1.0 hardware 6 What "ARM" names, the licensing model, Cortex-A/R/M & Neoverse, ARMv7 to ARMv9, AArch64 registers & instructions, exception levels EL0-EL3, the weak memory model & barriers, MMU translation regimes, NEON/SVE/SVE2/SME, atomics & LSE, floating point, TrustZone, pointer authentication, BTI & MTE, CCA & realms, big.LITTLE & DynamIQ, GIC & timers, AMBA & coherency, trusted firmware boot, virtualization & stage-2, Cortex-M, AAPCS & toolchain, porting from x86, PMU performance analysis
art-theory-fundamentals 0.1.0 arts 5 Descriptive vs evaluative vs interpretive claims, the elements, value structure, colour models, composition, pictorial space & perspective, materiality, beauty & the sublime, taste, theories of art & the definition problem, art & ethics, modernism→contemporary, the canon problem, iconology, semiotics, critical lenses, intention, how to look, the market
assembly-programming 0.1.0 systems-programming 4 x86-64/AArch64/RISC-V, ABIs, toolchains, disassembly, performance, SIMD, systems & constant-time asm, inline asm
automotive-software 0.2.0 automotive 5 E/E architecture & the zonal shift, CAN & Automotive Ethernet, AUTOSAR Classic/Adaptive, real-time scheduling, ISO 26262 ASIL & decomposition, SOTIF, ISO/SAE 21434 & UN R155/R156, UDS diagnostics, OTA flashing, ADAS & the validation problem, ASPICE, HIL testing, supply chain
aws-gcp-azure-deep-dive 0.3.0 cloud-infrastructure 5 What genuinely differs vs naming, shared responsibility, IAM vs Entra vs GCP resource model, org hierarchy, VPC & private connectivity, compute families, managed Kubernetes, serverless cold starts, storage classes, databases, warehouses, AI services, observability, cost mechanics & egress, SLAs, IaC, honest lock-in, migration, service equivalence
azure-cloud-infra 0.2.0 cloud-infrastructure 3 Azure RBAC, Kubernetes IaC, Azure service catalog
banking-swift-and-payment-networks 0.1.0 finance 6 What a payment is, how deposits are created, central bank reserves, RTGS vs deferred net settlement, clearing, netting & Herstatt risk, correspondent banking & nostro/vostro, what SWIFT actually is, MT to ISO 20022, gpi tracking, sanctions & network governance, CIPS & SPFS, Ripple vs XRP vs the XRP Ledger, XRPL consensus & the built-in DEX, Ripple's products, the SEC litigation, FedNow, UPI, Pix & SEPA Instant, stablecoin reserves & run risk, retail & wholesale CBDCs, tokenized deposits, KYC/AML & de-risking, SWIFT-related heists & the CSP, remittance costs
biology-chemistry-foundations 0.1.0 life-sciences 5 Atoms & periodicity, bonding & VSEPR, intermolecular forces, thermodynamics, kinetics, equilibrium & acid-base, redox & electrochemistry, organic mechanism, spectroscopy, biomolecules, enzymes, metabolism, membranes, cell architecture & signalling, evolution
biomedical-engineering-technical 0.1.0 life-sciences 5 Physiological signal processing, imaging modality physics & DICOM traps, clinical data, clinical ML (prevalence, calibration, shortcut learning), bioinformatics, structural & systems biology, PK/PD, biomechanics, biomaterials, tissue engineering, neural interfaces, biostatistics
business-marketing-sales-law 0.1.0 business 5 Unit economics (CAC/LTV/payback), strategy & positioning, org design, financing & dilution, what the advertising evidence shows, brand vs activation, attribution limits & incrementality, channels, pipeline & qualification, negotiation, forecasting & comp design, contracts, IP, employment classification, privacy, consumer protection, disputes — legal sections are orientation, not advice
cad-3d-printing 0.2.0 manufacturing 5 Geometry representations & kernels, file formats and what each loses, code-CAD (OpenSCAD vs OCCT), mesh repair, slicing & G-code, FDM/SLA/powder physics, design for additive, tolerances & fits, materials, generative design & lattices, automation pipelines, scanning & reverse engineering
calculus-geometry-algebra 0.1.0 mathematics 6 Vector spaces & the four fundamental subspaces, determinants, eigenvalues, inner products & orthogonality, spectral theorem & SVD, LU/QR/Cholesky, conditioning, the derivative, integration, Taylor series, multivariable & vector calculus, differential forms, Lagrange & KKT, ODEs, manifolds, tensors, Riemannian geometry, Lie groups
chaos-theory 0.2.0 mathematics 5 What chaos is and is not, stretch-and-fold, flows & maps, linear stability, bifurcations, the logistic map & Feigenbaum universality, Lyapunov exponents, strange attractors, routes to chaos, fractal dimension, Poincaré sections, Hamiltonian chaos & KAM, Takens embedding & surrogate testing, control & synchronization, numerics
civil-industrial-engineering-for-software-devs 0.1.0 industrial-engineering 5 Why the engineering comparison recurs, loads & load paths, factor of safety & LRFD, steel/concrete/timber, foundations & soil, codes & standards, PE licensure & liability, failure analysis, construction sequencing, infrastructure, queueing & Little's Law, Theory of Constraints, lean & TPS, Six Sigma & SPC, work measurement, scheduling & inventory, human factors, reliability & FMEA, safety engineering & the hierarchy of controls, what transfers to software & what doesn't
cloud-computing 0.1.0 cloud-infrastructure 5 Service/deployment models, provider landscape, primitives, Well-Architected trade-offs, 2025 outage lessons, FinOps, shared responsibility, EU Data Act sovereignty, observability, migration, multi-cloud, AI workloads
communication-technologies 0.1.0 networking 6 The federated/proprietary divide, SMTP & email architecture, IMAP & POP, MIME, SPF, DKIM & DMARC, deliverability, S/MIME & PGP, the PSTN, SS7 & its trust model, VoIP, SIP & NAT traversal, VoLTE & VoNR, caller ID spoofing & STIR/SHAKEN, SMS & why it's weak for auth, MMS, RCS & the Universal Profile, the Signal protocol & double ratchet, the messaging landscape, iMessage & FaceTime, WebRTC, ICE/STUN/TURN, SFU vs MCU, team platforms, push, what E2EE actually protects, metadata, DMA interoperability, client-side scanning, emergency calling
compliance-frameworks 0.1.0 security 5 NIST 800-171, PCI-DSS v4, SOC 2, CMMC/CUI, OWASP SAMM
computer-hardware-and-data-centers 0.1.0 hardware 6 Where the bottleneck actually lives, CPU architecture, the memory hierarchy, GPUs & accelerators, storage & NVMe, PCIe lanes & bifurcation, PSU sizing & transients, thermals & sustained clocks, specifying a build, assembly, UEFI & boot, overclocking honestly, troubleshooting, benchmarking, facility tiers, UPS/PDU & power distribution, air containment & liquid cooling, PUE & efficiency metrics, racks, leaf-spine networking, storage at scale, failure at scale, operations, AI infrastructure power density
computer-peripherals-design-and-standards 0.1.0 hardware 6 The peripheral stack, USB descriptors, endpoints & transfer types, USB-C & Power Delivery, Thunderbolt & alt modes, wireless peripherals, I2C/SPI/UART, PCIe peripherals, HID & report descriptors, keyboard matrix scanning, debounce & rollover, mouse sensors & polling, displays, audio latency & buffers, printers & scanners, controllers & haptics, designing a custom peripheral, USB firmware stacks, PCB & mechanical design, enumeration debugging, driver & OS integration, measuring latency, USB-IF/CE/FCC certification, accessibility, BadUSB & DMA exposure
cooking-cleaning-waste-sciences 0.1.0 food-and-environment 5 Heat transfer, protein denaturation & collagen, Maillard browning, starch/gluten/gels, emulsions, brining, pH, fermentation, leavening, pathogens & temperature control, HACCP, allergens, kitchen organization, restaurant economics, surfactants & soil types, water hardness, cleaning vs sanitizing vs disinfecting & the mixing dangers, wastewater treatment, landfills, recycling honestly, composting
cryptocurrency-development 0.1.0 blockchain 4 Protocol layer, clients, EIPs, EVM, Solidity, contract architecture, ERC standards, DeFi/MEV, testing, security, L2s, cross-chain, deployment
cryptography-and-encryption 0.1.0 security 6 What cryptography doesn't solve, threat models, CSPRNGs & seeding, hash functions, MACs, symmetric modes & nonce rules, AEAD, RSA & elliptic curves, key exchange & forward secrecy, signatures, Argon2/scrypt/bcrypt, TLS handshake & config, PKI & chain validation, E2EE messaging & ratchets, disk encryption, timing & side channels, nonce reuse, padding oracles, key management & HSMs, crypto agility, zero-knowledge proofs, MPC & homomorphic encryption, blockchain cryptography, export control & lawful access
currency-research 0.1.0 research 4 The durability tiers, why the default answer is no change, what counts as a finding, add/modify/delete/leave, scoping a run, constructing searches, source tiers, primary vs secondary, dating a claim, recording provenance, the fabrication failure mode, thin evidence, SKILL.md anatomy, shared section numbering, the §N → skill annotation rule, cross-document citations that must stay bare, byte discipline, the manifests that mirror an edit, branch and commit conventions, the PR body, the no-change outcome, scope limits for an unattended run
design-patterns 0.1.0 engineering-process 5 What a pattern is, the GoF audit, functional & data-oriented alternatives, DI, hexagonal/DDD/microservices, saga/outbox/CQRS/event sourcing, resilience & concurrency, LLM & agentic patterns, over-application anti-patterns
designing-and-building-buildings 0.1.0 construction 6 Disciplines & lifecycle, site & ground investigation, brief & programming, planning & entitlement, architectural design, structural systems & load paths, foundations, envelope, air tightness & condensation risk, building services, fire compartmentation & escape, accessibility, thermal comfort & energy modelling, drawings, specs & BIM, codes & permitting, procurement & risk allocation, cost estimating, sequencing & temporary works, materials, quality & inspection, site safety, commissioning & handover, retrofit, why projects fail
desktop-apps-macos-linux 0.1.0 frontend 5 macOS & Linux architecture, SwiftUI/AppKit, GTK4/Qt6, Electron/Tauri/Flutter, Wayland/X11, native idioms, notarization/Flatpak/Snap, sandboxing
devsecops-cicd 0.2.0 devops 4 DevSecOps pipelines, Bitbucket/Azure, CI/CD field guide, GitHub/Atlassian
digital-logic-and-firmware-engineering 0.1.0 electronics 5 Diodes, transistors as switches, MOSFET switching, static CMOS gates & duality, sizing & drive strength, logic families, dynamic/short-circuit/leakage power, standard cells, Boolean algebra, Karnaugh maps & synthesis, muxes, decoders & encoders, ripple-carry vs carry-lookahead, latches & flip-flops, setup/hold/slack & metastability, state machine encoding, clock domain crossing & synchronizers, HDL & synthesis inference, scan chains & DFT, UEFI & RTOS landscape, the boot sequence, root of trust & verified boot, ACPI, interrupts & DMA, firmware security & persistence
diy-kit-dev 0.1.0 embedded 5 Board choice, Raspberry Pi/Arduino/ESP32/Pico lineups, power, electronics fundamentals, sensors & actuators, Arduino/MicroPython/ESP-IDF, soldering & physical build, hardware debugging, home automation, enclosures, prototype→product
dns-domains-and-naming-systems 0.2.0 networking 6 What DNS is for, the namespace, recursive vs iterative resolution, record types, zones, delegation & glue, caching, TTL & negative caching, cache poisoning & Kaminsky, amplification & hijacking, DNSSEC & its chain of trust, DoT/DoH/DoQ, modern extensions, zone operations, DNS as critical infrastructure, ICANN & the root, gTLD/ccTLD/brand TLDs, the registry/registrar/registrant model, EPP, grace periods & transfers, WHOIS, RDAP & GDPR, UDRP & URS disputes, registrar lock & hijacking, the aftermarket, ENS, Handshake & Unstoppable Domains assessed, onion & IPFS namespaces
ecommerce-development 0.2.0 commerce 4 Payments architecture, auth/capture/settlement, idempotency & webhooks, Stripe/Adyen/PayPal, rails (cards/ACH/SEPA/BNPL/instant), SCA/3DS, fraud & chargebacks, PCI DSS, subscriptions, marketplaces, tax, Shopify/headless, checkout, agentic commerce
economics-accounting-tax 0.1.0 finance 5 How economics identifies what it claims, elasticity & marginal reasoning, market structure, externalities & public goods, macro aggregates, monetary transmission, debt sustainability, trade & growth, behavioural findings that replicated, double-entry, the three statements, revenue recognition, judgement-heavy areas, ratios, GAAP vs IFRS, audit, deferred tax, entity choice
editors-ide-extension-development 0.1.0 developer-tools 5 Choosing an editor honestly, nano, vim's operator/motion grammar, Neovim config, Emacs, VS Code process model & extension host, settings precedence, remote development, LSP, DAP, Tree-sitter, extension anatomy & activation, contribution points, webviews, writing a language server, testing & publishing, gap buffers/piece tables/ropes, rendering & virtualization, indexing, JetBrains platform, terminal UI, editor performance
electrical-engineering 0.2.0 electronics 5 Circuit fundamentals, real component parasitics, DC/AC analysis & filters, diodes/BJTs/MOSFETs, op-amps, logic levels & level shifting, power & regulators, return currents & signal integrity, EMC/EMI, PCB design, scopes & probing, datasheets, safety, hardware debugging
electromagnetism-and-electricity 0.1.0 physics 6 The abstraction ladder, charge & Coulomb's law, fields & Gauss's law, potential & capacitance, dielectrics & breakdown, what current actually is, Ohm's law and its limits, where energy really flows (Poynting), circuit theory validity, AC & impedance, RMS & power factor, magnetic fields, induction, transformers & saturation, hysteresis & core loss, Maxwell's equations, EM waves, transmission lines & matching, magnetism as relativistic electrostatics, band theory, semiconductors, superconductivity, plasma, grounding, shielding & EMC, the physics of electrical safety
embedded-iot-controls 0.1.0 embedded 5 MCU silicon & peripherals, bare-metal/RTOS/embedded Linux, real-time patterns, OT/PLC/OPC UA, control theory, BLE/Thread/Matter/LoRaWAN/MQTT, OTA & fleet, CRA/IEC 62443, functional safety
engineering-process 0.1.0 engineering-process 4 Requirements, SDLC, process engineering, research methodology
entertainment-comedy-drama-storytelling 0.2.0 arts 5 Rules vs heuristics vs marketing, what a story is, character & desire, structure models assessed, the scene, conflict & stakes, dialogue & subtext, point of view, theme, exposition, endings, comedy theory, joke mechanics, rule of three & callbacks, status, improv, standup, timing, offence & the audience contract, acting systems, directing, medium differences, editing & rhythm, development & economics
exercise-science-physiology 0.1.0 health 6 Reading claims in a noisy field, muscle structure & fibre types, energy systems, VO2max, endocrine claims, motor unit recruitment, thermoregulation & hydration, overload & specificity, strength vs hypertrophy mechanisms, lactate threshold & polarized training, power, flexibility, recovery & sleep, periodization, volume/intensity/frequency/proximity to failure, concurrent training, sarcopenia, fuelling & energy availability, supplement evidence tiers, RED-S & overtraining, injury & load management, testing
family-and-community-building 0.1.0 social-sciences 5 How to read claims in an advocacy-heavy field, attachment, what predicts couple stability, conflict & repair, family systems, life stages, child development, parenting styles evidence, behaviour genetics, discipline, birth order, family structure as contested territory, ACEs & resilience, caregiving, social capital, networks, loneliness evidence, third places, organizing, collective efficacy, program evaluation
flight-software 0.1.0 aerospace 5 What makes it different, layered architecture, cFS & F Prime, languages & MISRA/JPL standards, Rust's real status, flight processors, radiation effects in software terms, real-time & RTOS, FDIR & safe modes, time & clocks, CCSDS command/telemetry, in-flight update, GNC, V&V, autonomy, failure cases
food-and-nutrition-science 0.2.0 health 6 Why nutrition science is hard, confounding & healthy-user bias, the measurement problem, protein & amino acids, carbohydrates & fibre, fats & the saturated fat evidence, alcohol, vitamins, minerals, supplements, digestion & absorption, energy balance, appetite regulation, the microbiome, food composition & processing, cooking & bioavailability, public health nutrition, allergy vs intolerance, dietary patterns, popular diets assessed, weight regulation & adaptive thermogenesis, disordered eating, life stages, ultra-processed foods, reading a nutrition claim
frontend-design 0.1.0 frontend 3 Graphic/UX/UI design, Next.js patterns, performance optimization
fundamental-physics 0.1.0 physics 5 QM postulates & formalism, solved systems, QFT & renormalization, the Standard Model, special & general relativity, black holes & thermodynamics, gravitational waves, FLRW/ΛCDM cosmology, stellar structure, compact objects, dark matter, the measurement problem, QM/GR incompatibility
fundraising-fundamentals 0.2.0 finance 6 What fundraising is, the universal structure, narrative, running a process, the capital ladder, priced rounds/notes/SAFEs, dilution & option pool shuffle, liquidation preference & term economics, board control, venture debt, diligence, private valuation, secondaries & exits, IPO mechanics, direct listings & SPACs, public debt, securities exemptions, donor pyramid, grants, campaigns, the overhead myth
game-theory 0.1.0 mathematics 5 What rationality assumes, normal & extensive form, dominance, Nash equilibrium & what it is not, the classic games, minimax, subgame perfection, repeated games & the folk theorem, Bayesian games & signalling, bargaining, the core & Shapley value, mechanism design, VCG & revenue equivalence, deferred acceptance, ESS & replicator dynamics, empirical failures
genetics-neuroscience-technical 0.1.0 life-sciences 5 Central dogma, gene regulation & epigenetics, variants & inheritance, heritability & polygenic scores, CRISPR toolbox, delivery & screens, synthetic biology, neuron biophysics, plasticity, neural coding, circuit architectures, neuromodulation, glia, electrophysiology & optogenetics, stimulation
geoscience 0.1.0 earth-science 5 Earth structure & plate tectonics, minerals & the rock cycle, deep time & stratigraphy, folds & faults, earthquake mechanics & seismic waves, magnitude vs intensity, prediction vs forecasting, volcanism, weathering & sediment transport, soils, runoff & flood frequency, Darcy's law & aquifers, ocean circulation, cryosphere, biogeochemical cycles, hazards, geophysical survey
geospatial-software 0.1.0 geospatial 5 Datums, CRS & the axis-order problem, projections & what each distorts, vector/raster models, file formats, R-trees & geohashes, PostGIS, tiling & vector tiles, rendering & label placement, routing & contraction hierarchies, geocoding, GNSS real accuracy & the altitude trap, spatial statistics & MAUP, remote sensing, location privacy
github-jira-deep-dive 0.2.0 developer-tools 6 The tool is not the process, Git's object model & refs, merge vs rebase, reflog & fsck recovery, repos & permissions, pull requests & CODEOWNERS, rulesets & branch protection, Actions, runners & OIDC, code/secret scanning & Dependabot, Projects, REST & GraphQL API, Apps & webhooks, SAML/SCIM/EMU, Jira schemes & screens, team- vs company-managed, workflows & post-functions, JQL, boards, sprints & estimation, automation, permissions & issue security, JSM, config hygiene, integration patterns, DORA & flow metrics
graphics-and-vision 0.1.0 graphics 5 Projective geometry & transforms, rasterization, PBR & BRDFs, ray tracing & the rendering equation, GPU architecture & APIs, real-time techniques, colour & tone mapping, camera calibration, classical CV, epipolar geometry & SfM, deep learning for vision, NeRF & 3D Gaussian splatting, performance
how-cars-work-and-how-mechanics-work 0.1.0 automotive 5 Four-stroke cycle, engine anatomy, air path & turbocharging, port vs direct injection, ignition & knock, closed-loop control, lambda & fuel trims, cooling & lubrication, catalysts/EGR/DPF/SCR, diesel, manual/auto/DCT/CVT transmissions, differentials & AWD, suspension, alignment, brakes & ABS, tyres & wear patterns, 12V & parasitic draw, CAN & automotive Ethernet, ADAS calibration, EV architecture, battery degradation, high-voltage safety, hybrids, corrosion, diagnostic method, OBD-II & mode 6, tools, common misdiagnoses, maintenance intervals & shop economics
hunting-botany-livestock-agriculture 0.1.0 agriculture 5 Plant structure, C3/C4/CAM photosynthesis, water relations, nutrition, pollination, succession, identification & its hard limit, pathology, weeds, soil, fertility, crop rotation, IPM & resistance, irrigation, breeding, farming systems honestly, ruminant digestion, rations, herd health & biosecurity, grazing, welfare, wildlife management, hunting law/ethics/safety, shot placement, game meat safety
investment-strategy-personal-and-business 0.1.0 finance 6 What comes before investing, risk & return, compounding, diversification, market efficiency honestly, asset classes, factors out of sample, fee drag, tax concepts, asset allocation, rebalancing, vehicle selection, accumulation, decumulation & sequence-of-returns risk, the behaviour gap, business vs personal investment, NPV & IRR traps, WACC, capital structure, treasury, valuation, raising capital, fraud red flags, alternatives honestly, advisor conflicts & fiduciary limits
it-infrastructure-governance 0.1.0 it-governance 5 The layers, virtualization, storage tiers, segmentation, directory & hybrid identity sync, MFA/SSO/federation, RBAC & beyond, privileged access & JIT elevation, joiner-mover-leaver, access certification, segregation of duties, patching, RPO/RTO & restore testing, monitoring, ITSM & change, CMDB, ITIL/COBIT, capacity, vendor risk
linux-server-admin 0.1.0 systems-administration 5 Filesystem & file semantics, users/permissions/capabilities, processes & cgroups, systemd units/hardening/timers, LVM & filesystems, networking & diagnosis order, packages, boot, SELinux/AppArmor & SSH, eBPF observability, troubleshooting method, namespaces, config management, backup & recovery
locomotion-and-train-technologies 0.1.0 transportation 6 Adhesion & rolling resistance, traction & braking limits, the wheel-rail interface, conicity & hunting, gradients, curves & cant, steam mechanism, diesel-electric, AC/DC electric traction, inverter drives & regeneration, battery/hydrogen/bi-mode, track structure & slab track, continuous welded rail & stress-free temperature, switches & crossings, OLE & third rail, block signalling & headway, interlocking, ATP/ETCS/PTC/CBTC, SPADs & fail-safe, bogies, air & blended braking, capacity, freight & axle loads, maintenance, high-speed rail, metro, maglev & hyperloop
logistics-software-optimization 0.1.0 operations-research 5 Why optimization projects fail, complexity honestly, LP & duality, MIP & branch-and-bound, formulation strength & symmetry breaking, constraint programming, metaheuristics, local search & LNS, bounds & solution quality, shortest path & flow, TSP, vehicle routing with time windows, packing, assignment, scheduling, facility location, inventory & safety stock, forecasting, warehouse ops, last mile, the data layer, stochastic variants, solvers
low-code-no-code 0.1.0 low-code 5 Taxonomy, Scratch/LEGO/micro:bit, n8n/Zapier/Make/Power Automate, AI app generation, iPaaS, ETL, app builders, RPA, when to write code instead, governance & shadow IT, licensing traps, security, escape hatches
machine-learning 0.1.0 ai 4 Framing, data & leakage, classical ML, deep learning, architectures, PyTorch/JAX, distributed training, fine-tuning/LoRA, evaluation, serving (vLLM/SGLang), MLOps, hardware
making-fabric-clothing-furniture-laundering 0.1.0 crafts 5 Fibre properties, yarn & spinning, weave structures, knit structures, nonwovens & felt, dye classes & colourfastness, drape & hand, grain & bias, pattern drafting & ease, cutting & layout, seams, stitches & finishes, construction order, fitting, needles & thread, hand sewing, wood movement & moisture content, joinery, adhesives & fasteners, oil vs film finishes, upholstery, seating geometry, surfactants & enzymes, fibre-specific care, stain removal by class, drying & storage, mending & moths
manufacturing-mechanical-engineering-for-software-devs 0.1.0 manufacturing 5 What mechanical engineers actually do, stress, strain & deflection, failure theories & safety factors, fatigue, materials selection, bearings, fasteners, springs & gears, mechanisms & kinematics, tolerances & GD&T, the process families, casting & forming, machining, joining, additive manufacturing, injection moulding & tooling cost, sheet metal, surface treatment, design for manufacture & assembly, metrology & quality, scale economics, CAD/CAE, PLM as version control for atoms, physical supply chain, new product introduction, what transfers to software & what doesn't
maritime-engineering-and-building-ships 0.1.0 maritime 6 The design spiral, buoyancy & hydrostatics, metacentric height & righting arms, free surface effect, damaged stability, hull form, frictional & wave-making resistance, propellers & cavitation, seakeeping, manoeuvring & course stability, longitudinal strength, hogging & sagging, corrosion & cathodic protection, machinery, ship systems, ship types, the shipyard, block build, welding & distortion control, launch, outfitting & trials, naval vessels, class, flag & IMO, SOLAS & MARPOL, small craft, drydock & recycling, why ships are lost
math-science-programming 0.1.0 scientific-computing 5 Floating point, conditioning & stability, BLAS/LAPACK, MATLAB/NumPy/Julia/R/Fortran, symbolic computation, linear algebra, ODEs/PDEs, optimization, statistics, GPU & parallelism, verification & reproducibility
media-engineering 0.1.0 media 5 Digital media fundamentals, containers & muxing, audio/video codecs, DAWs & plugin formats, colour & timecode, LUFS loudness, transcoding & ABR packaging, HLS/DASH/CMAF/WebRTC/MoQ, DRM, captions, podcast infra & dynamic ad insertion, rights identifiers, AI generation & licensing
medicine-and-pharmacology-fundamentals 0.1.0 health 6 How to read the field, homeostasis, drug targets, pathophysiology, clinical reasoning & diagnostic error, sensitivity, specificity & predictive values, pharmacokinetics & half-life, pharmacodynamics & receptor theory, dose-response & the therapeutic window, CYP450 interactions, inter-individual variability, adverse effects, cardiovascular agents, anti-infectives & resistance pressure, analgesia & opioids, neuro & psychiatric agents, endocrine & metabolic therapy, biologics, oncology, evidence-based medicine, surrogate endpoints & publication bias, drug development & regulation, patient safety, screening & overdiagnosis, clinical ethics
medicine-design-software-development 0.1.0 life-sciences 6 The discovery pipeline & attrition, targets & modalities, what makes a molecule a drug, SMILES/InChI/fingerprints & graphs, cheminformatics toolkits, data sources & quality, scaffold/temporal splits & leakage, protein structure, structure prediction & confidence scores, docking, molecular dynamics & force fields, free energy methods, QSAR, ADMET & applicability domain, generative models, active learning & the DMTA loop, benchmarks, prospective validation, pipeline engineering, compute, reproducibility, GxP & computer system validation, software as a medical device
microarchitecture-and-memory-systems 0.1.0 hardware 6 Architecture vs microarchitecture, pipelining & hazards, out-of-order execution, register renaming & the ROB, branch prediction & misprediction cost, SIMD, cache associativity & replacement, MESI coherence, memory consistency & reordering, TLBs & page-table walks, prefetching, GPU warps, occupancy & divergence, memory coalescing, NPUs & systolic arrays, FP8 & block-scaled formats, DRAM banks, timings & refresh, memory controllers, CXL & HBM, DVFS, speculative execution attacks & Rowhammer, ISA design, simulation, performance counters, roofline, specialization
military-science-and-national-defence 0.1.0 defence 6 What military science is, Clausewitz — trinity, friction & the culminating point, Sun Tzu & other traditions, Mahan, Corbett, Douhet & Warden, the levels of war, principles & their limits, manoeuvre vs attrition & the OODA loop, deterrence & credibility, nuclear strategy & second-strike, escalation ladders, alliances & burden-sharing, grand strategy, force structure & readiness, logistics & sustainment, doctrine & institutional learning, the intelligence cycle, command and control, procurement cost growth, unmanned systems, cyber & space, information operations, irregular warfare, total defence & resilience, civil-military relations, the law of armed conflict
mobile-development 0.1.0 frontend 5 React Native New Architecture, native iOS/Android, mobile UI/UX & patterns, Azure hosting/Intune/CI-CD, mobile security & MFA
music-theory-fundamentals 0.1.0 arts 5 Acoustic fact vs perceptual finding vs stylistic convention, the harmonic series, consonance & critical bands, tuning & temperament, intervals & notation, scales & modes, meter & syncopation, timbre, chords & voicing, functional harmony, cadence & phrase, modulation & mixture, counterpoint, form, Schenkerian & set-theoretic analysis, jazz harmony, popular music, non-Western systems, meaning
nanotechnology 0.1.0 emerging-tech 5 Surface-to-volume & which forces dominate, quantum confinement & tunnelling, lithography & EUV, self-assembly, what a 2nm node actually means, FinFET→GAA, electron microscopy & scanning probe, carbon & 2D materials, DNA origami, nanomedicine, DFT & ML interatomic potentials, nanoparticle safety
negotiation-and-conflict-resolution 0.1.0 communication 6 Two framings, distributive vs integrative bargaining, BATNA, reservation value & ZOPA, interests vs positions, preparation, first offers & anchoring, concession patterns, creating value through trades, the negotiator's dilemma, closing & commitment, biases & the fixed-pie assumption, emotion, fairness norms & standards, trust & reputation, hard tactics & responses, multiparty negotiation & coalitions, agents, teams & mandate, culture, power asymmetry, written & remote negotiation, conflict analysis & escalation, mediation, the ADR spectrum, facilitation & dialogue, workplace conflict, reconciliation, ethics
network-engineering 0.1.0 cloud-infrastructure 2 Network fundamentals, modern stack (eBPF, Cilium, AKS)
newtonian-mechanics 0.1.0 physics 5 Kinematics, Newton's laws & the misconceptions they generate, free-body diagrams, friction & drag models, work-energy & why conservation runs deeper, momentum & collisions, rotation & the inertia tensor, gyroscopes, resonance, orbits, Coriolis frames, Lagrangian & Hamiltonian, chaos, symplectic integration
nuclear-physics 0.1.0 physics 5 Nuclear structure & the binding energy curve, decay modes & kinetics, cross sections & resonances, dose quantities, fission physics, criticality & moderation, delayed neutrons, reactivity feedback, reactor types, fuel cycle & waste, defence in depth & decay heat, fusion & the Lawson criterion, magnetic & inertial confinement, detection
okta-api-reference 0.1.0 cloud-infrastructure 3 Okta core Management API & Python SDK, Identity Governance (OIG) API surface, MCP server landscape for Okta core and IGA automation
okta-workflows 0.1.0 cloud-infrastructure 9 Okta Workflows field guide for identity source-of-truth → Okta sync: branching, loops, Tables, hooks/streaming, Okta & Entra connectors, execution limits, error handling, flopack deployment — quirks, caps & verified workarounds
organic-chemistry-and-plastics-engineering 0.1.0 chemistry 6 Why carbon, bonding & hybridization, functional groups, chirality & enantiomers, pKa reasoning, arrow pushing & mechanisms, reaction classes, aromaticity, kinetic vs thermodynamic control, NMR/IR/MS characterization, retrosynthesis, green chemistry, what makes a polymer, polymerization routes, molecular weight distributions, Tg, crystallinity & morphology, viscoelasticity & creep, commodity plastics, engineering polymers, plasticizers & flame retardants, elastomers & composites, extrusion & injection moulding, environmental stress cracking, recycling honestly, bioplastics honestly, food contact & migration
os-development-kernel-shell 0.1.0 systems-programming 5 Kernel architecture, kernel C/Rust, concurrency, syscalls/ABI, eBPF, boot & init, containers, debugging/tracing, hardening, shell semantics, defensive scripting
package-manager-development 0.1.0 systems-programming 5 Versioning, manifests, resolvers (PubGrub/SAT/MVS), lockfiles, registries, install layouts, publishing/OIDC/Sigstore, supply chain, workspaces, ecosystem comparison
pedagogy-and-the-study-of-learning 0.2.0 education 5 The reliability gradient, memory architecture & working memory limits, cognitive load theory, spacing, retrieval practice & interleaving, schemas & expertise, motivation, metacognition & the illusion of fluency, explicit instruction vs discovery, worked examples & expertise reversal, explaining & modelling, questioning, feedback, assessment, phonics & reading instruction, mathematics instruction, curriculum sequencing, classroom routines, differentiation, higher education, adult learning, edtech, effect sizes & meta-analysis limits, zombie ideas, teacher expertise
penetration-testing 0.1.0 security 4 Authorization & law (CFAA, RoE, bug bounty), scoping, methodology (PTES/WSTG/NIST 800-115/ATT&CK), recon, web/network/AD/cloud/API/mobile/wireless/OT testing, social engineering, red/purple teaming, AI-system testing, reporting, disclosure & certs
political-science-human-systems-governance 0.1.0 social-sciences 6 What the field can and cannot establish, power, authority & legitimacy, the state, theory traditions, collective action & free riding, the commons & Ostrom's correction, Arrow & Gibbard-Satterthwaite, voting systems, constitutional design, proportional vs majoritarian effects, presidential vs parliamentary, federalism, judicial review, bureaucracy & principal-agent problems, parties, voter behaviour, polling & measurement error, polarization, democratization & backsliding, state capacity, corruption, IR theory, conflict & cooperation, the policy process, the field's replication problems
power-engineering 0.1.0 energy 5 Real vs reactive power, three-phase, per-unit, frequency as the balance signal, generation, transmission & distribution, power flow & state estimation, fault analysis, protection & relaying, SCADA/EMS/DMS, DNP3 & IEC 61850, grid-forming inverters & the inertia problem, storage, markets, OT security, datacenter power
programming-language-development 0.1.0 systems-programming 5 Language design, parsing, type systems, IRs (SSA/CPS/MLIR), optimization, backends (LLVM/Cranelift/Wasm), runtimes & GC, interpreters/JITs, diagnostics, IDE support, evolution
psychology-sociology-cultural-sciences 0.1.0 social-sciences 5 The epistemic situation after replication, the reliability gradient, how to read a claim, perception & attention, memory & eyewitness reliability, conditioning, reasoning & which biases replicated, emotion, development, trait models, motivation, social psychology & what survived scrutiny, clinical outcome evidence, intelligence, neurodiversity, sociological theory, stratification, networks, institutions, deviance, secularization, ethnography, the WEIRD problem
quality-engineering 0.3.0 engineering-process 3 Python testing, test strategy, debugging & observability
quantum-computing 0.1.0 emerging-tech 5 Foundations, capabilities & limits, algorithm canon, NISQ noise, error correction, hardware modalities, Qiskit/Cirq/PennyLane/CUDA-Q, resource estimation, advantage claims, PQC migration
quantum-cryptography-and-quantum-internet 0.1.0 emerging-tech 6 Why QKD and post-quantum cryptography are different problems, qubits & measurement, no-cloning, entanglement & Bell inequalities, channel loss, BB84, entanglement-based QKD, continuous-variable QKD, sifting, error correction & privacy amplification, what unconditional security actually claims, detector blinding & side-channel attacks, device-independent & MDI-QKD, the trusted-node problem, quantum repeaters, quantum memory, entanglement swapping, satellite QKD, the quantum internet roadmap, the official agency position, QRNG, the quantum computing threat, choosing
radio-technology-for-software-devs 0.1.0 wireless 6 Why wireless breaks software intuitions, spectrum & bands, the link budget, range/rate/power, antennas & polarization, multipath & fading, noise floor, modulation, Shannon's limit, spread spectrum, OFDM, coding & retransmission, multiple access, SDR & IQ sampling, DSP essentials, Wi-Fi generations, BLE throughput reality, LPWAN & cellular IoT, Thread & Matter, GNSS, regulatory limits, RF security, debugging RF from software
refrigeration-ac-climate-control-food-water 0.1.0 building-systems 5 Vapour-compression cycle in practice, compressors & metering devices, refrigerant properties, safety classes & GWP, charge, evacuation & leaks, superheat & subcooling diagnosis, absorption/thermoelectric/evaporative, load calculation, duct sizing & static pressure, humidity & sensible vs latent, ventilation & IAQ, heat pumps & defrost, controls, envelope, spoilage mechanisms, the chain as a system, temperature limits & the danger zone, chilling & freezing rate, controlled atmosphere, transport refrigeration, data loggers & mean kinetic temperature, pharma cold chain, drying/curing/fermentation & water activity, water storage & treatment
reporting-and-dashboards 0.1.0 data-engineering 5 Analytics architecture, facts/dimensions/grain, fan-out & the chasm trap, additivity, why distinct counts don't decompose, metric definition drift, the semantic layer, time zones & fiscal calendars, late-arriving data, query performance, caching & staleness, dashboard design, chart selection, alerting, row-level security, embedded analytics, testing
resource-extraction-mining-and-oil 0.1.0 resources 6 Grade & tonnage, ore as an economic category, how deposits form, exploration, resources vs reserves & reporting codes, open pit design & stripping ratio, underground methods, drilling & blasting, comminution energy, flotation & separation, pyro- and hydrometallurgy, gold & cyanidation, tailings dam failure modes, acid mine drainage, petroleum geology, seismic exploration, mud systems & casing, well control & blowouts, hydraulic fracturing, decline curves, offshore, refining, coal, cost curves, safety, closure & legacy liabilities, social licence & artisanal mining
roads-bridges-and-public-infrastructure 0.1.0 construction 6 Infrastructure as a system, geometric design, sight distance & design speed, pavement & the fourth-power law, earthworks, geotechnics & drainage, traffic capacity & level of service, intersections, interchanges & roundabouts, the Safe System approach & survivable impact speeds, construction & work zones, bridge types & structural logic, loads & load rating, bearings, joints & details, scour, fatigue & fracture-critical members, vessel collision, inspection & condition rating, water supply & lead service lines, wastewater & combined sewer overflows, transit, ports, rail & airports, utility coordination, procurement, optimism bias & reference-class forecasting, asset management, fuel taxes, tolling & road pricing, environmental review, climate resilience, induced demand, the distributional legacy
robotics-software 0.1.0 robotics 5 Robot stack, ROS 2 & DDS, perception & sensor fusion, state estimation & SLAM, motion planning, PID→MPC & whole-body control, manipulation, RL/imitation/VLA models, sim-to-real, real-time & safety, ISO 10218:2025, DO-178C
rocket-science 0.1.0 aerospace 5 Rocket equation & staging, nozzle thermodynamics & isentropic flow, combustion chamber & c*, turbomachinery & engine cycles, regenerative cooling, propellants, orbital mechanics & patched conics, ascent trajectory, aero loads, tank structures, guidance & TVC, reentry heating, failure physics
security-first-dev 0.1.0 security 3 Security-First Scrum, codebase modernization, cybersecurity implementation
security-principles 0.2.0 security 4 Cybersecurity principles, threat modeling, AI-era security, AI safety
semiconductors-and-chip-manufacturing 0.1.0 electronics 6 The abstraction stack, carriers & doping, junctions & contacts, the MOSFET, what Dennard scaling ending actually meant, FinFET & gate-all-around, interconnect delay, memory cells, sand to wafer, cleanroom contamination control, immersion & EUV lithography, multiple patterning, CVD/ALD/PVD, etch selectivity, implant & anneal, CMP, process integration, yield models & defect density, metrology, wafer sort & burn-in, 2.5D/3D & chiplets, PCB fabrication, reflow & solder defects, reliability acceleration models, RTL to GDSII, mask set economics, supply chain concentration
signal-processing 0.1.0 scientific-computing 5 Sampling & aliasing, quantization, FFT & windowing traps, FIR/IIR filter design, convolution, multirate, adaptive filtering, spectral analysis, audio & speech, RF/SDR, images & video, fixed-point & real-time, classical vs. learned
smart-tv-app-development 0.1.0 frontend 4 Roku/Tizen/webOS/Android TV/Fire OS/tvOS, 10-foot UI, focus & remote input, HLS/DASH playback, DRM, constrained-device performance, deep linking, CTV ads, certification
social-media-engineering 0.1.0 social 5 Platform APIs & pricing shocks, ActivityPub & AT Protocol, feed/timeline fan-out, social graphs, ranking, notifications, moderation at scale, spam & abuse, DSA/OSA/age assurance, media handling, experimentation, privacy & deletion, developer presence
software-architecture 0.2.0 engineering-process 3 Production architecture, architecture patterns, software design
space-exploration 0.2.0 aerospace 5 Mission architecture & the mass cascade, trajectory design, power & thermal, link budgets & light-time, deep space navigation & autonomy, attitude control & electric propulsion, EDL & surface ops, human physiology limits, ECLSS & ISRU, radiation shielding, instruments, planetary protection, margins
speaking-influence-and-community 0.1.0 communication 6 What the field actually knows, speech anxiety interventions, audience & purpose, structure, openings & closings, language for the ear, delivery, visual aids & the slide evidence, Q&A & hostility, formats, deliberate practice, listening, rapport & trust, difficult conversations, negotiation & BATNA, feedback, conflict, what actually persuades & which classic findings replicated, the ethics of influence, group size & norms, building a community, facilitation, organizing & mobilizing, volunteer burnout, community conflict & moderation, communication difference
survival-skills 0.1.0 survival 6 What actually kills people, survival psychology & panic, priority ordering, thermoregulation & shelter, hypothermia timelines, water & treatment, fire, why food is last, navigation when lost, signalling & what SAR looks for, field medical priorities, heat illness, animals in proportion, cold, desert, tropical, maritime & cold-water shock, urban disaster, preventive planning & trip plans, kit that earns its weight, vehicle & home, practising, myths that kill
theory-of-computation 0.1.0 computer-science 5 Automata & the Chomsky hierarchy, regex & ReDoS, parsing & grammar classes, halting & Rice's theorem, complexity classes, NP-hardness escape hatches, SAT/SMT, fine-grained complexity, space & streaming, FLP/CAP, Curry–Howard, randomization
thermodynamics-fluid-mechanics 0.1.0 physics 6 Systems & properties, zeroth & first laws, second law & entropy, Maxwell relations, equations of state & compressibility, phase behaviour & quality, Rankine/Brayton/Otto/Diesel cycles, refrigeration & COP, exergy & second-law efficiency, combustion & adiabatic flame temperature, psychrometrics, viscosity, fluid statics & buoyancy, the control volume, Bernoulli & the lift myth, Navier-Stokes, boundary layers & separation, Buckingham Pi, friction factors & the Moody chart, drag & lift coefficients, turbulence, choking & shocks, turbomachinery, conduction & fins, Nusselt correlations, radiation & view factors, LMTD & effectiveness-NTU, boiling, CFD practice
trading-mechanics 0.1.0 finance 5 What the retail outcome literature shows, order books & price formation, order types & slippage, asset classes, options/futures & the Greeks, technical analysis assessed honestly, factor approaches after costs, swing & day trading constraints, real vs apparent arbitrage, forex leverage & carry, AMMs/impermanent loss/MEV, position sizing & ruin, backtesting pitfalls, psychology & harm — mechanics, not advice
trip-planning-and-travel-strategies 0.2.0 travel 6 Trip type & purpose, choosing a destination, constraints-first planning, seasonality, budgeting, how airfare pricing actually works, fare buckets & advance purchase, flight routing & minimum connection times, points & miles honestly, accommodation, ground transport, booking order & optionality, passport validity & visas, travel insurance exclusions, health, safety in proportion, money abroad & fees, itinerary pacing, packing, jet lag, eSIMs & offline navigation, language & culture, food & water, group travel, long-term travel, handling disruption & passenger rights
ui-ux-design-principles 0.1.0 frontend 5 Perception & cognition, heuristics, IA & navigation, interaction per form factor, layout, visual design, design tokens, HIG/Material/Fluent, WCAG 2.2/EAA/APCA, UX writing, research, dark patterns, AI-era UI
vibey-bootstrap 0.3.0 cloud-infrastructure 4 The vibey-bootstrap library (v4.0.0, formerly azure-bootstrap): 4-phase bootstrap, v2 primitives, ten logging transports, subpackages, v3 DB/email/HTTP/AKS/governance/scaffold, TypeScript integration
video-game-development 0.1.0 game-development 5 Engines, game loop, ECS, rendering, physics, animation, audio, gameplay AI, netcode (rollback/prediction), pipelines, frame budgets, game feel, shipping, production & business
vr-ar-development 0.1.0 xr 5 Motion-to-photon latency, cybersickness, vergence-accommodation conflict, presence, displays & optics, inside-out tracking, stereo rendering & reprojection, foveated rendering, hand tracking & locomotion, AR planes/meshing/anchors, OpenXR & WebXR, spatial audio, comfort & accessibility, 3D UX, frame budgeting
weather-science 0.2.0 earth-science 5 Atmospheric structure, the energy budget, lapse rates & CAPE, moisture & cloud formation, geostrophic balance, thermal wind & vorticity, general circulation & jets, fronts & baroclinic instability, supercells & tornadoes, tropical cyclones, boundary layer, observation networks, NWP & data assimilation, ensembles, verification, predictability limits, ML forecasting
web-browser-development 0.1.0 systems-programming 5 Engine landscape, process model & sandboxing, networking, HTML/DOM, CSS, layout/paint/compositing, JS integration, security model, privacy, extensions, standards & interop
web-scraping 0.1.0 data-engineering 5 CFAA & the hiQ line, contract/ToS exposure, DMCA §1201, copyright & GDPR, EU AI Act, robots.txt & the crawl-permission layer, tool ladder (requests/curl_cffi/Scrapy/Playwright), parsing, bot detection, scale & data quality, AI/RAG corpora, running a site
wellbeing-purpose-and-drive 0.1.0 social-sciences 6 Hedonic & eudaimonic traditions, measurement problems, adaptation & the set point, what the money research shows, the replication problem, what actually holds up, relationships as the strongest correlate, sleep, movement & the physical substrate, time & attention, self-determination theory, intrinsic motivation & reward undermining, goal-setting evidence, habits & realistic formation times, willpower & the ego-depletion collapse, flow, procrastination as emotion regulation, how meaning & happiness come apart, sources of meaning, work, vocation & calling, post-traumatic growth honestly, finitude, intervention effect sizes, burnout's structural causes, self-compassion, the limits, the industry critique
wireless-technologies-and-rf-engineering 0.1.0 wireless 6 Why wireless is hard, propagation & the link budget, modulation & multiple access, antenna gain, pattern & matching, spectrum & duty-cycle limits, Wi-Fi generations, channel planning & roaming, Bluetooth profiles, BLE GATT, advertising & connection intervals, NFC & RFID, Thread, Zigbee & Matter, LoRa & LPWAN, LTE-M & NB-IoT, UWB ranging, choosing a radio, antenna integration & ground planes, regulatory & carrier certification, low-power duty-cycle arithmetic, provisioning & onboarding, RF debugging, wireless security, coexistence, positioning & sensing
working-with-wood-and-metal 0.1.0 crafts 5 Wood vs metal compared, shop safety, reading wood — grain, figure & moisture, stock preparation, layout & marking, hand tools, sharpening, machines, the table saw & kickback, joinery technique, glue-ups & clamping, wood finishing, shop alloys, speeds, feeds & workholding, marking out, cutting metal, drilling & tapping, lathe & mill work, welding processes, brazing & soldering, forming & forging, heat treatment, metal finishing, fasteners & fits, calipers & micrometers, dust & welding fume control
writing-craft 0.1.0 content 5 White papers, prose mechanics, technical prose, narrative, legal briefs

Browse every skill's full text on the Skills reference.

How it works

.claude-plugin/marketplace.json         Marketplace manifest — the entry point Claude Code reads
plugins/<plugin>/.claude-plugin/plugin.json   Plugin manifest
plugins/<plugin>/README.md              Plugin overview + skill list
plugins/<plugin>/skills/<skill>/SKILL.md      One skill: YAML frontmatter (name, trigger) + the reference
src/vibey_skills/                       Python package + `vibey-skills` CLI (stdlib only)
tools/validate_manifests.py             Manifest and skill-frontmatter validator
tools/check_links.py                    Hermetic link checker (README is also the PyPI long description)

CI validates every manifest and frontmatter, checks that the built wheel carries every SKILL.md, smoke-tests vibey-skills install --all from the wheel, and builds the docs site with mkdocs build --strict so a dead link on any of the 71 generated pages fails the build.

Docs & links

Related projects

Part of the same open-source family — MIT, on PyPI:

  • claudeloop · codexloop · cursorloop · agyloop — autonomous coding-session runners with the same contract, different vendor
  • vibey — six-phase queue conductor over the loop runners
  • vibey-bootstrap — the Azure Functions cross-cutting layer the vibey-bootstrap plugin documents (formerly azure-bootstrap)
  • homebrew-tapbrew tap adammatthewsteinberger/tap
  • clippy-pet — the fun one

Contributing

Nearly every contribution is Markdown (skill content) or JSON (manifests). To add or change a plugin: edit under plugins/<name>/, bump version in its plugin.json, mirror version / description / category into marketplace.json, update the table above if the skill count or summary changed, then:

python3 tools/validate_manifests.py
python3 tools/check_links.py
pip install -e ".[docs]" && mkdocs build --strict

Branch from develop; PRs need green CI. Full workflow and the SKILL.md format: CONTRIBUTING.md and CLAUDE.md.

Release automation

This repository's own release pipeline — the fingerprint check, version bumps, the merge train, promotion, and branch realignment — runs on vibey-gh rather than a bespoke copy of that tooling. The sections below exist to satisfy vibey-gh's own documentation contract (vibey-gh check verifies they're present), and document that automation for whoever next touches a workflow file — not the marketplace itself, covered above.

Why vibey-gh

Before adopting it, this repository carried roughly 530 lines of its own fingerprint, versioning, and merge-train scripts under tools/. They were deleted in favor of the published package so a fix reaches every repository that uses it, not just this one — see CLAUDE.md.

Requirements

Python 3.11+ (for vibey-gh itself; this package supports 3.10+), Git, and the GitHub CLI (gh). A repository-level ANTHROPIC_API_KEY secret and an AUTOMERGE_TOKEN with the admin role are already configured, along with GitHub Pages deploying from Actions.

Commands

pip install "vibey-gh==1.38.0"   # or: pip install -e ".[dev]"
vibey-gh install                 # writes the hooks and the managed workflow files
vibey-gh check --ci              # exactly what CI runs
vibey-gh version --since origin/main --explain

Configuration

Everything project-specific is in .vibey-gh.toml: which files carry the fingerprint header, which files hold the version, which paths count as content versus code for a version bump, which workflow templates are managed, and who the merge train trusts.

Architecture

A pre-commit hook adds the fingerprint trailer locally; a pre-push hook refuses a push that fails vibey-gh check. The same checks run again, unconditionally, in CI, because a hook lives in a clone and can be bypassed. Managed workflow files are regenerated from vibey-gh's own templates by vibey-gh install — hand-editing one is reported as "out of date" by check and overwritten on the next install.

Security model

Permanent branches (develop, main) may advance but are never deleted or force-pushed. develop is realigned onto main only when the two trees are byte-identical, so the realignment can never discard work. A pull request's evidence is tied to its exact head commit — a check or review against an earlier commit doesn't count once the branch moves. Full detail in .github/AUTOMATION.md.

Workflows

Fifteen workflows in total: five hand-authored (CI, Release, Release artifacts, Docs, Currency research) and ten managed by vibey-gh install, pinned exactly via [install] pin_version = true (provenance.yml, codeql.yml, pr-automation.yml, merge-train.yml, promote-to-main.yml, branch-intake.yml, automation-bootstrap.yml, github-release.yml, repository-profile.yml, conventional-commits.yml). Full inventory, including which of vibey-gh's shipped templates are deliberately not adopted and why, is in .github/AUTOMATION.md.

Troubleshooting

  • vibey-gh check fails locally with "core.hooksPath is not .githooks" — run vibey-gh install.
  • A managed workflow shows as "out of date" — it was hand-edited; revert the edit and change .vibey-gh.toml instead, then run vibey-gh install again.
  • CI is red on a fingerprint check after a vibey-gh upgrade — this happened once: a floating version specifier let CI silently jump from 1.2.0 to 1.16.0, which changed the default fingerprint text and added a documentation contract. Every install of vibey-gh in this repository is now pinned to an exact version for that reason.

Licence

vibey-gh itself is MIT-licensed — see its repository for its own license text. This repository's license is below.

License & attribution

MIT © 2026 The Vizius Group and Adam Matthew Steinberger. Contributions are accepted under the same license.

vibey-skills was originally developed as TheViziusGroup/vibe-engineering-skills by Adam Matthew Steinberger while at The Vizius Group, and is republished here with the permission of The Vizius Group — see NOTICE.md.


Built by Adam Matthew Steinberger · more open source

Made with ❤️ by Vibey, Developed by Adam Matthew Steinberger (@adammatthewsteinberger).

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2.16.0

2 files

2.15.0

2 files

2.14.0

2 files

2.1.0

2 files

2.0.0

2 files

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