AI Skills
Installable SKILL.md packages that extend AI coding agents with reliable workflows and domain-specific judgment — ranked by installs, sourced from skills.sh.

matchms
Process, clean, compare, and search tandem mass spectra with matchms.

ssh
Establish and manage SSH connections to remote machines, including key generation, configuration, and file transfers. Use when connecting to remote servers, executing remote commands, or transferring files via SCP.

day2-supplement-mcp
Systematic MCP deep dive to connect external tools to Claude Code

running-design-reviews
Run effective design reviews using frameworks from 8 product leaders.

solutions-page-generator
When the user wants to create, optimize, or audit solutions pages. Also use when the user mentions "solutions," "solutions page," "by industry," "industry solutions," "by company size," "SMB," "enterprise," "by outcome," "business outcomes," or "how we solve X." For sitewide page planning, use website-structure.

labarchive-integration
Securely integrate with LabArchives ELN and Inventory APIs using signed requests and regional endpoints.

brainstorming
在任何创造性工作之前必须使用此技能——创建功能、构建组件、添加功能或修改行为。在实现之前先探索用户意图、需求和设计。

protocolsio-integration
Read, validate, and safely export protocols.io data with official REST/MCP contracts and mutation planning.

bmad-preview-ticketing
Create and manage tickets at every level—slice initiatives into epics, break epics into stories, refine tickets, and run the board.

why
Iterative Five Whys root cause analysis drilling from symptoms to fundamentals

tao-finetune-cosmos-embed
Fine-tune and deploy Cosmos-Embed1 for video-text retrieval, search, and semantic deduplication.

tao-finetune-cosmos-reason
Fine-tune NVIDIA Cosmos3 vision-language models with TAO framework validation and checkpoint management.

app-docs
Generate complete user documentation for a web app with screenshots. Browses the app via browser automation, screenshots every screen, and produces a structured user guide with step-by-step instructions, annotated screenshots, workflow diagrams, and reference tables. Supports quick (key screens), standard (all pages), thorough (every state and flow), and exhaustive (publishable documentation suite). Triggers: 'document the app', 'user guide', 'app documentation', 'screenshot docs', 'generate user docs', 'help docs', 'how-to guide', 'write the docs'.

quick-mockups
Generate multiple UI design mockups in parallel using Mantine v7 + Tailwind.

isms-audit-expert
Information Security Management System (ISMS) audit expert for ISO 27001 compliance verification, security control assessment, and certification support. Use when the user mentions ISO 27001, ISMS audit, Annex A controls, Statement of Applicability (SOA), gap analysis, nonconformity management, internal audit, surveillance audit, or security certification preparation. Helps review control implementation evidence, document audit findings, classify nonconformities, generate risk-based audit plans, map controls to Annex A requirements, prepare Stage 1 and Stage 2 audit documentation, and support corrective action workflows.

tiledbvcf
Scalable genomic variant storage and querying using TileDB sparse arrays for population genomics.

opentrons-integration
Author, simulate, and deploy Opentrons Python Protocol API v2 protocols for Flex and OT-2 liquid-handling robots.

qutip
Simulate quantum systems with QuTiP 5: Lindblad dynamics, trajectories, steady-states, and spectral analysis.

tilegym-cutile-python
Expert cuTile GPU kernel programming with tile-based optimization and multi-kernel orchestration.

improve-code-quality
Transform untested prototypes into production-ready code through a guided, resumable nine-phase journey.

post-mortems-retrospectives
Run effective post-mortems and retrospectives that drive genuine learning from successes and failures.

go-defensive
Use when hardening Go code at API boundaries — copying slices/maps, verifying interface compliance, using defer for cleanup, time.Time/time.Duration, or avoiding mutable globals. Also use when reviewing for robustness concerns like missing cleanup or unsafe crypto usage, even if the user doesn't mention "defensive programming." Does not cover error handling strategy (see go-error-handling).

rowan
Cloud-native molecular modeling and drug-design workflows via Python API—no local HPC needed.

critique-typography
Audit typography on screens for scale compliance, readability, consistency, and token usage.

systemverilog
SystemVerilog development guidelines for FPGA and ASIC design covering modular design, verification, and timing optimization.

aws-solution-architect
Design serverless AWS architectures and generate IaC templates for startups with cost optimization.

kubernetes
Expert in Kubernetes and DevOps with infrastructure-as-code and cloud-native patterns

polars-bio
High-performance genomic interval operations and bioinformatics file I/O on Polars DataFrames—6-38x faster than bioframe.

create-ideas
Generate ideas in one shot using creative sampling

extract
Package recurring patterns and debugging solutions into portable, reusable skills.