verification-before-completion
Gate function preventing unverified completion claims. Use before claiming any task is done.
qutip
Quantum 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.
qiskit
IBM 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.
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.
pytdc
Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML and pharmacological prediction.
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.
pyopenms
Complete mass spectrometry analysis platform. Use for proteomics workflows feature detection, peptide identification, protein quantification, and complex LC-MS/MS pipelines. Supports extensive file formats and algorithms. Best for proteomics, comprehensive MS data processing. For simple spectral comparison and metabolite ID use matchms.
variant-analysis
Discover vulnerability variants by identifying similar code patterns across a codebase using CodeQL and Semgrep pattern matching, finding instances where a known bug class may recur.
user-research
UX research methodology skill — usability testing protocols, user interview frameworks, persona development, journey mapping, heuristic evaluation (Nielsen's 10), A/B test analysis, accessibility auditing, and research synthesis using NNGroup methodology.
user-flow-validator
Test user journey assertions against real surfaces (Web UI, CLI, API) with evidence collection and isolation boundaries
voice-clone-generator
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uat-verify
Verify completed work against acceptance criteria, collect evidence, and produce a PASS/FAIL UAT report
ui-components-expert
UI component library expert including Chakra, Material UI, and Mantine
tauri-svelte-typescript-general
General rules for developing desktop applications using Tauri with Svelte and TypeScript for the frontend.
tauri-svelte-ui-components
Rules specific to Svelte UI component development in Tauri applications.
tdd
Canon TDD for humans and AI agents. Use for production code changes by writing tests first, proving RED, implementing minimal GREEN, and refactoring safely. 2026 edition adds TDP, flakiness gate, ralph-loop integration, memory-search in Step 0, PBT as Step 5.5, mutation testing gate in Step 4, and CJS LSP warning.
team-orchestration
6-phase multi-agent pipeline with approval gates. Orchestrates Plan→Design→Implement→Review→Test→Deploy phases with explicit entry/exit criteria, phase-level agent assignment, and human-in-the-loop approval checkpoints.
telegram-polling
Poll Telegram Bot API for new messages and route commands to agents. Implements 10-command bot with fail-closed allowlist, owner-only tier, two-step approve, audit logging, and replay-prevention offset tracking.
telegram-voice-pipeline
End-to-end voice message pipeline for Telegram — download OGG attachment, transcribe with Whisper, generate a text response, convert to MP3 via ElevenLabs TTS, and reply with the audio file.
template-creator
Creates and registers templates for agents, skills, workflows, hooks, and code patterns. Handles post-creation catalog updates, consuming skill integration, and README registration. Use when creating new template types or standardizing patterns.
template-renderer
Render templates by replacing {{TOKEN}} placeholders with actual values, supporting all three templates (specification, plan, tasks) with schema validation and security sanitization
terraform-infra
Terraform infrastructure operations with safety controls
test-generator
Generates test code from specifications, components, and API endpoints. Creates unit tests, integration tests, and E2E tests following project testing patterns and conventions.
text-to-sql
Convert natural language queries to SQL. Use for database queries, data analysis, and reporting.
thinking-tools
Structured thinking patterns for agent self-reflection. Includes think-about-collected-information (validate research), think-about-task-adherence (stay on track), and think-about-whether-you-are-done (completion validation).
tool-creator
Creates tool files for the Claude Code framework. Tools are executable utilities organized by category in .claude/tools/.
tool-search
Semantic tool search with embeddings for scalable tool discovery. Enables on-demand tool loading to reduce context usage by 90%+ for large tool libraries.
track-management
Track management methodology - creating and managing logical work units (features, bugs, refactors) through specification, planning, and implementation phases.
transcription
Audio and video transcription using Whisper AI via the transcribe-anything package. Supports local files, YouTube URLs, and microphone input with multiple backends (faster-whisper, openai-whisper, Whisper API).
tsconfig-json-rules
Defines general rules for tsconfig.json. It suggest using strict TypeScript checks
treatment-plans
Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, and pain management. Includes SMART goal frameworks, evidence-based interventions with minimal text citations, regulatory compliance (HIPAA), and professional formatting. Prioritizes brevity and clinical actionability.
web-perf
Structured 5-phase web performance audit workflow with Core Web Vitals thresholds and actionable optimization recommendations. Use when auditing website performance, diagnosing slow page loads, optimizing Core Web Vitals scores, or reviewing frontend performance patterns. Covers Webpack, Vite, Next.js, and Nuxt optimization.
web3-expert
Web3 and blockchain expert including Solidity, Ethereum, and smart contracts
webapp-testing
Test local web applications using Playwright with Python. Verify frontend functionality, debug UI behavior, capture screenshots, and view browser console logs. Supports static HTML files, dynamic webapps with running servers, and automated test generation.
webmcp-browser-tools
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websocket-engineer
Expert WebSocket and real-time communication engineering — WebSocket protocol (RFC 6455), ws/Socket.IO server implementation, authentication, heartbeat/reconnection, horizontal scaling with Redis pub/sub, Server-Sent Events (SSE), WebRTC signaling, and observability. Use for chat, live dashboards, multiplayer, collaborative editing, and event-driven real-time systems.
umap-learn
UMAP dimensionality reduction. Fast nonlinear manifold learning for 2D/3D visualization, clustering preprocessing (HDBSCAN), supervised/parametric UMAP, for high-dimensional data.
windows-terminal
Spawn and manage Windows Terminal (wt.exe) windows and tabs from Node.js scripts and Claude Code hooks, with App Execution Alias resolution, correct CLI flags, and anti-patterns to avoid
workflow-creator
Creates multi-agent orchestration workflows for complex tasks. Handles enterprise workflows, operational procedures, and custom orchestration patterns. Use when user needs to automate multi-phase processes with agent coordination.
workflow-patterns
TDD task implementation patterns - red-green-refactor cycle, phase checkpoints, git commits, and verification protocols for quality assurance.
workflow-updater
Research-backed workflow to refresh existing workflow files with phase-gate regression checks, idempotency validation, and ecosystem alignment.
writing-skills
TDD applied to documentation - create production-ready skills. Use when authoring new skills. Includes writing style guidelines for clear prose.
yara-authoring
YARA-X detection rule authoring with expert judgment, linting, atom analysis, and best practices. Teaches how to think like an expert YARA author for malware detection, threat hunting, and indicator-of-compromise identification using YARA-X (the Rust-based successor to legacy YARA).
uniprot-database
Direct REST API access to UniProt. Protein searches, FASTA retrieval, ID mapping, Swiss-Prot/TrEMBL. For Python workflows with multiple databases, prefer bioservices (unified interface to 40+ services). Use this for direct HTTP/REST work or UniProt-specific control.
uspto-database
Access USPTO APIs for patent/trademark searches, examination history (PEDS), assignments, citations, office actions, TSDR, for IP analysis and prior art searches.
vaex
Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and machine learning on large datasets. Apply when users need to work with large CSV/HDF5/Arrow/Parquet files, perform fast statistics on massive datasets, create visualizations of big data, or build ML pipelines that do not fit in memory.
venue-templates
Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and grant proposals (NSF, NIH, DOE, DARPA). This skill should be used when preparing manuscripts for journal submission, conference papers, research posters, or grant proposals and need venue-specific formatting requirements and templates.
zarr-python
Chunked N-D arrays for cloud storage. Compressed arrays, parallel I/O, S3/GCS integration, NumPy/Dask/Xarray compatible, for large-scale scientific computing pipelines.
zinc-database
Access ZINC (230M+ purchasable compounds). Search by ZINC ID/SMILES, similarity searches, 3D-ready structures for docking, analog discovery, for virtual screening and drug discovery.
security-architect
Security architecture and threat modeling. OWASP Top 10 2025 analysis, OWASP Agentic AI Top 10 (ASI01-ASI10), AI/LLM security patterns, supply chain security, modern API authentication (OAuth 2.1, DPoP, Passkeys/WebAuthn), vulnerability assessment, and security review for code and infrastructure.
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