Expert-in-the-loop retrosynthetic planning workflow. Use when you need to break down complex target molecules into available starting materials, design synthetic routes, or collaborate with a human chemist to refine a proposed synthesis pathway.
Use this skill when a task involves the local scGPT project in /DATA/disk0/zhaosy/home/scGPT, especially scGPT preprocessing and binning, checkpoint vocabulary matching, cell embedding extraction, reference mapping, fine-tuning scGPT for integration or annotation, or using scGPT tutorials for GRN, perturbation, multiomics, and reference mapping workflows.
Sync the changelog from the Dart SDK repo to update the changelog.yml entries in the site repository.
Establish build performance baselines and apply systematic optimization techniques. Only activate in MSBuild/.NET build context. USE FOR: diagnosing slow builds, establishing before/after measurements (cold, warm, no-op scenarios), applying optimization strategies like MSBuild Server, static graph builds, artifacts output, and dependency graph trimming. Start here before diving into build-perf-diagnostics, incremental-build, or build-parallelism. DO NOT USE FOR: non-MSBuild build systems, detailed bottleneck analysis (use build-perf-diagnostics after baselining).
Guide for optimizing MSBuild build parallelism and multi-project scheduling. Only activate in MSBuild/.NET build context. USE FOR: builds not utilizing all CPU cores, speeding up multi-project solutions, evaluating graph build mode (/graph), build time not improving with -m flag, understanding project dependency topology. Note: /maxcpucount default is 1 (sequential) — always use -m for parallel builds. Covers /maxcpucount, graph build for better scheduling and isolation, BuildInParallel on MSBuild task, reducing unnecessary ProjectReferences, solution filters (.slnf) for building subsets. DO NOT USE FOR: single-project builds, incremental build issues (use incremental-build), compilation slowness within a project (use build-perf-diagnostics), non-MSBuild build systems. INVOKES: dotnet build -m, dotnet build /graph, binlog analysis.
Manage Windsurf licenses and seat allocation. Activate when users mention "license management", "seat allocation", "billing optimization", "user licenses", or "subscription management". Handles license administration. Use when working with windsurf license management functionality. Trigger with phrases like "windsurf license management", "windsurf management", "windsurf".
Process perform on-chain analysis including whale tracking, token flows, and network activity. Use when performing crypto analysis. Trigger with phrases like "analyze crypto", "check blockchain", or "monitor market".
Apply production-ready Customer.io SDK patterns. Use when implementing best practices, refactoring integrations, or optimizing Customer.io usage in your application. Trigger with phrases like "customer.io best practices", "customer.io patterns", "production customer.io", "customer.io architecture".
Automatically manages marketplace catalog updates, syncs marketplace.json, and handles plugin distribution when user mentions marketplace update, sync catalog, or add to marketplace. Specific to claude-code-plugins two-catalog system.
Automatically manages marketplace catalog updates, syncs marketplace.json, and handles plugin distribution when user mentions marketplace update, sync catalog, or add to marketplace. Specific to claude-code-plugins two-catalog system.
Automatically manages marketplace catalog updates, syncs marketplace.json, and handles plugin distribution when user mentions marketplace update, sync catalog, or add to marketplace. Specific to claude-code-plugins two-catalog system.
Build discounted cash flow (DCF) valuation models in Excel with free cash flow projections, WACC calculations, and sensitivity analysis for investment banking and corporate finance teams
Create leveraged buyout (LBO) models in Excel with sources & uses, debt schedules, cash flow waterfalls, and IRR calculations for private equity analysis
Analyze password strength analyzer operations. Auto-activating skill for Security Fundamentals. Triggers on: password strength analyzer, password strength analyzer Part of the Security Fundamentals skill category. Use when analyzing or auditing password strength analyzer. Trigger with phrases like "password strength analyzer", "password analyzer", "analyze password strength r".
Iso27001 Gap Analyzer - Auto-activating skill for Security Advanced. Triggers on: iso27001 gap analyzer, iso27001 gap analyzer Part of the Security Advanced skill category.
Optimize Linear API usage and manage costs effectively. Use when reducing API calls, managing rate limits efficiently, or optimizing integration costs. Trigger with phrases like "linear cost", "reduce linear API calls", "linear efficiency", "linear API usage", "optimize linear costs".
Analyze attack surface analyzer operations. Auto-activating skill for Security Advanced. Triggers on: attack surface analyzer, attack surface analyzer Part of the Security Advanced skill category. Use when analyzing or auditing attack surface analyzer. Trigger with phrases like "attack surface analyzer", "attack analyzer", "analyze attack surface r".
Analyze iso27001 gap analyzer operations. Auto-activating skill for Security Advanced. Triggers on: iso27001 gap analyzer, iso27001 gap analyzer Part of the Security Advanced skill category. Use when analyzing or auditing iso27001 gap analyzer. Trigger with phrases like "iso27001 gap analyzer", "iso27001 analyzer", "analyze iso27001 gap r".
Threat Model Creator - Auto-activating skill for Security Advanced. Triggers on: threat model creator, threat model creator Part of the Security Advanced skill category.
Optimize Gamma usage costs and manage API spending. Use when reducing API costs, implementing usage quotas, or planning for scale with budget constraints. Trigger with phrases like "gamma cost", "gamma billing", "gamma budget", "gamma expensive", "gamma pricing".
Generate forecast generator operations. Auto-activating skill for Data Analytics. Triggers on: forecast generator, forecast generator Part of the Data Analytics skill category. Use when working with forecast generator functionality. Trigger with phrases like "forecast generator", "forecast generator", "forecast".
Optimize Clerk costs and understand pricing. Use when planning budget, reducing costs, or understanding Clerk pricing model. Trigger with phrases like "clerk cost", "clerk pricing", "reduce clerk cost", "clerk billing", "clerk budget".
Forecast Generator - Auto-activating skill for Data Analytics. Triggers on: forecast generator, forecast generator Part of the Data Analytics skill category.
Attack Surface Analyzer - Auto-activating skill for Security Advanced. Triggers on: attack surface analyzer, attack surface analyzer Part of the Security Advanced skill category.
