Performance
Performance profiling and optimization
modulescorecalculator
by pwwang
Configuration skill for immunopipe process
metabolicexpimputation
by pwwang
Imputes missing/dropout values in scRNA-seq expression data to improve metabolic pathway analysis. This process handles sparsity common in single-cell RNA sequencing data by filling in zero values using advanced imputation methods (ALRA, scImpute, or MAGIC). The imputed data provides more accurate metabolic pathway activity calculations and feature selection in downstream analysis.
adspirer-ads-agent
by openclaw
"Adspirer — AI-powered advertising and performance marketing agent. Manage Google Ads, Meta Ads (Facebook & Instagram), LinkedIn Ads, and TikTok Ads via natural language. 100+ tools for paid media campaign creation, live performance analysis, PPC keyword research with real CPC data, budget optimization, ad creative management, and cross-platform reporting. Create Search, PMax, display, image, video, and carousel campaigns. Analyze wasted ad spend, research keywords, optimize bids and ROAS, automate monitoring, and track CPA across channels. Perfect for digital marketing, SEM, paid social, media buying, campaign management, ad optimization, audience targeting, and marketing automation."
data-profiler
by majesticlabs-dev
Generate data profiles with column stats, correlations, and missing patterns for DataFrames. Use for EDA and data discovery.
validation
by minhuw
This skill should be used when validating whether a specific word or phrase is appropriate, commonly used, and correct in academic technical contexts. Use for checking terminology in research papers targeting top-tier computer science conferences.
pandas-coder
by majesticlabs-dev
DataFrame manipulation with chunked processing, memory optimization, and vectorized operations.
agentica-spawn
by parcadei
Spawn Agentica multi-agent patterns
framework-critical-thinking
by rfxlamia
Architectural framework for building AI agents with critical thinking capabilities - structured reasoning selection (CoT/ToT/GoT), metacognitive monitoring, self-verification, and cognitive bias detection. Use when building or enhancing AI agents that require reliable, self-correcting, and transparent reasoning.
langchain
by svngoku
Build AI agents with LangChain framework. Use when building agents, tools, memory, MCP integrations, RAG pipelines, multi-agent systems, or any LLM-powered applications using LangChain or LangGraph in Python or TypeScript.
novel-architect
by junaid18183
Stepwise scaffolding, brainstorming, and draft-generation for literary novels using interactive interviews. TRIGGERS - Use this skill when user says: - "create a novel project" / "start a new novel" - "help me brainstorm my novel" / "plan my story" - "/novel-architect [language] novel named [name] [core idea]" - "set up novel structure" / "initialize my book project" - Any request about creating fiction writing projects or story planning Creates full novel directory with foundation files, character sheets, and chapter scaffolding. Uses gentle, reflective interview process to discover emotional truth before structure.
spring-boot-basics
by pluginagentmarketplace
Comprehensive guide to Spring Boot fundamentals - auto-configuration, starters, properties, and profiles
schengen-visa-helper
by 0xhardman
Schengen tourism visa (single applicant) preparation and pre-check assistant. Guides users step by step from onboarding to final review. Works with any Schengen country - user provides their consulate's checklist and application form. Triggers on "check my visa materials", "prepare visa", "Schengen visa", "pre-check", "visa precheck", "review my materials", or any Schengen visa material task. Users with all materials ready can jump directly to Phase 6 review by saying "check my visa materials" or "pre-check".
os-activity
by xiaobao520123
Personalize your openclaw by learning your operating system activity.
code-refactoring-context-restore
by liuchiawei
"Use when working with code refactoring context restore"
evaluation-criteria
by masanao-ohba
Defines evaluation criteria and scoring methodologies for deliverable assessment
perf-audit
by Faresabdelghany
Use when asked to "test speed", "check performance", "run lighthouse", "audit performance", "speed test", or diagnose slow page loads, high LCP, layout shifts, or large bundles. Supports Next.js, React, Angular, Vue, and .NET projects.
anysite-audience-analysis
by anysiteio
Analyze audience demographics, engagement patterns, and follower behavior across Instagram, YouTube, and LinkedIn using anysite MCP server. Understand who engages with content, track audience growth, analyze follower quality, identify engagement patterns, and profile audience characteristics. Supports Instagram audience analysis, YouTube subscriber research, and LinkedIn connection profiling. Use when users need to understand target audiences, validate influencer audiences, analyze follower demographics, track engagement patterns, or optimize content for specific audience segments.
swiftui-expert-skill
by jwiegley
Write, review, or improve SwiftUI code following best practices for state management, view composition, performance, modern APIs, Swift concurrency, and iOS 26+ Liquid Glass adoption. Use when building new SwiftUI features, refactoring existing views, reviewing code quality, or adopting modern SwiftUI patterns.
anysite-content-analytics
by anysiteio
Track and analyze content performance across Instagram, YouTube, LinkedIn, Twitter/X, and Reddit using anysite MCP server. Measure engagement metrics, analyze post effectiveness, benchmark content strategy, identify top-performing content, and optimize posting strategies. Supports post performance tracking, engagement analysis, content type comparison, and competitive benchmarking. Use when users need to measure content ROI, optimize social strategy, identify viral content patterns, or analyze content engagement across platforms.
meta-optimize-skill-md
by jasonraimondi
Reviews and improves existing skills by auditing clarity, trigger quality, workflow completeness, and instruction density, then rewriting SKILL.md with minimal-drift improvements. Use when user asks to improve a skill, review SKILL.md, optimize skill prompts, tighten skill descriptions, or refactor skill documentation.
frontend-async-best-practices
by sergiodxa
Async/await and Promise optimization guidelines. Use when writing, reviewing, or refactoring asynchronous code to eliminate waterfalls and maximize parallelism. Triggers on tasks involving data fetching, loaders, actions, or Promise handling.
operate-profile-serving-run
by SyFI-ServingStudio
Capture and attribute a bounded nsys profile of a real LLM-serving process. Covers vLLM, SGLang, and framework-owned engines. Not for simulator wallclock, L1 profile DB rows, or the full alignment pipeline.
jacobson-network-performance
by copyleftdev
Engineer network systems in the style of Van Jacobson, the architect of TCP congestion control who saved the internet from collapse. Emphasizes congestion avoidance, RTT-based adaptation, queue management, and understanding network dynamics. Use when optimizing network performance, implementing congestion control, or diagnosing latency issues.
kennedy-mechanical-sympathy
by copyleftdev
Write Go code in the style of Bill Kennedy, author of Go in Action. Emphasizes mechanical sympathy, data-oriented design, and understanding how Go code executes. Use when writing performance-critical Go or when teaching Go fundamentals.