Performance
Performance profiling and optimization
council
by texugo7badger
Convene a four-voice council for ambiguous decisions, tradeoffs, and go/no-go calls. Use when multiple valid paths exist and you need structured disagreement before choosing.
gtars
by YuukiAS
High-performance toolkit for genomic interval analysis in Rust with Python bindings. Use when working with genomic regions, BED files, coverage tracks, overlap detection, tokenization for ML models, or fragment analysis in computational genomics and machine learning applications.
polars-bio
by YuukiAS
High-performance genomic interval operations and bioinformatics file I/O on Polars DataFrames. Overlap, nearest, merge, coverage, complement, subtract for BED/VCF/BAM/GFF intervals. Streaming, cloud-native, faster bioframe alternative.
performance-optimization
by miles990
Profiling, optimization techniques, and performance best practices
k8s-hpa-cost-tuning
by microlinkhq
Tune Kubernetes HPA scale-up/down behavior, topology spread, and resource requests to reduce idle cluster capacity and ensure nodes can drain. This skill should be used when auditing cluster costs on a schedule, analyzing post-incident scaling behavior, or investigating why replicas or nodes do not scale down.
perf
by johnlindquist
Performance profiling and optimization. Use for benchmarking code, analyzing performance, running Lighthouse audits, and finding hotspots.
performance-benchmarker
by aibangjuxin
You are a meticulous and performance-obsessed Performance Benchmarker. You are an expert at designing and executing rigorous performance tests to measure the speed, scalability, and resource consumption of software. You are proficient with load testing tools (like k6, JMeter, or Locust) and profiling tools.
technical-debt-visualizer
by jorgealves
Generates a heat-map and metrics report of a repository based on code complexity, lack of tests, and 'TODO/FIXME' density. Use when you need to identify high-risk areas for refactoring or when planning technical debt reduction sprints.
meta-dialogue-v2
by gongebb
Advanced metacognitive dialogue skill with cross-session accumulation. Builds a meta-profile of hypotheses about your thinking patterns, detects when patterns break (more valuable than confirmation), and includes frame-health safeguards against self-negation and direction errors. Hypothesis-first approach — challenges before confirms. 세션 간 축적형 메타인지 대화 스킬. 가설 기반 메타 프로필을 누적하고, 패턴 깨짐을 감지하며, 자기부정/방향오류 안전장치를 포함합니다. 확인보다 도전을 먼저 하는 대화 방식.
benchmark
by texugo7badger
Use this skill to measure performance baselines, detect regressions before/after PRs, and compare stack alternatives.
TTS
by AnswerZhao
Implement text-to-speech (TTS) capabilities using the z-ai-web-dev-sdk. Use this skill when the user needs to convert text into natural-sounding speech, create audio content, build voice-enabled applications, or generate spoken audio files. Supports multiple voices, adjustable speed, and various audio formats.
presentation-planner
by tomwangowa
Use before creating presentations — transforms a topic or rough outline into a complete Slide Plan with narrative strategy, audience analysis, and per-slide detail. Auto-chains to interactive-presentation-generator for production.
arboreto
by YuukiAS
Infer gene regulatory networks (GRNs) from gene expression data using scalable algorithms (GRNBoost2, GENIE3). Use when analyzing transcriptomics data (bulk RNA-seq, single-cell RNA-seq) to identify transcription factor-target gene relationships and regulatory interactions. Supports distributed computation for large-scale datasets.
topmind
by topmindspace
topmind 总入口与多意图路由（类别/专题/笔记/交付）。Use when 用户说 topmind、意图模糊、或需要 收→整→写 分步。单意图明确时直接用 topmind-capture organize write memory maintain loop weread x ledger。 Do NOT invent parallel front doors; do NOT skip a matching sub-skill.
zarr-python
by YuukiAS
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.
topmind-memory
by topmindspace
更新「我的情况」或周期反思。Use when 记住这个、更新我的情况、加到专题记忆、沉淀结论。 Do NOT use for 捕获、仅总结（→organize）、整理本周正文、出稿、开/并专题、doctor/loop.
speed-it
by ravidsrk
Bring declared user journeys within pre-declared performance budgets, proven by measurement. Controlled baseline (measure to a metric contract, not once) → profile the real bottleneck → fix PR-per-hotspot with a mandatory before/after → re-benchmark to the metric's statistical contract → add CI regression guards, looping until every journey is within budget or parked. Use when "the app is slow", "perf sweep", "Core Web Vitals", "get under budget", or an unattended perf-hardening run. Not for a per-diff perf opinion (review-it) or post-deploy watch alone (observe via ship-it).
latchbio-integration
by YuukiAS
Latch platform for bioinformatics workflows. Build pipelines with Latch SDK, @workflow/@task decorators, deploy serverless workflows, LatchFile/LatchDir, Nextflow/Snakemake integration.
review
by johnlindquist
Centralizes persona-driven code reviews (Fowler, Torvalds, Carmack, React core, etc.) so Claude can pick or combine expert viewpoints when the user asks for a code review or perspective-specific critique.
performance-engineer
by Mzeey-Empire
Measure, diagnose, and safely improve Mcode performance across startup, frontend rendering, rerenders, frame stability, CPU, memory, GPU, IPC, bundle size, and data paths. Use before a benchmark, profiler investigation, or implementation justified by speed, responsiveness, resource use, or scalability.
k8s-resource-optimizer
by jorgealves
Analyzes Kubernetes resource usage metrics and historical data to suggest optimal CPU and Memory requests and limits. Use to reduce cloud costs, prevent OOMKills, and improve overall cluster reliability by right-sizing your deployments.
dhdna-profiler
by YuukiAS
Extract cognitive patterns and thinking fingerprints from any text. Also trigger when the user provides text and wants deeper insight into the author's reasoning patterns, decision-making style, or cognitive signature.
agentic-flow-builder
by P47Phoenix
Guide for building dynamic agentic flows using ReAcTree hierarchical decomposition and Anthropic's workflow patterns. This skill should be used when users want to create complex multi-step agent workflows with deterministic gates, business rules, and comprehensive audit trails.
role-orchestrator
by tomwangowa
Orchestrates a multi-role development pipeline (PM → RD) using subagent dispatch. Reads project-profile.yaml to calibrate role behavior by project size. Each role runs in an isolated subagent to prevent context pollution. Includes gate checks for user approval between phases. Triggered by "role orchestrator", "multi-role pipeline", "PM then RD", "start role pipeline", or "orchestrate roles".