Rendiment
Anàlisi i optimització del rendiment
pandas-coder
majesticlabs-dev
DataFrame manipulation with chunked processing, memory optimization, and vectorized operations.
agentica-spawn
parcadei
Spawn Agentica multi-agent patterns
casa-rs-imaging-performance
bglenden
Use when optimizing casa-rs imaging performance or correctness/performance parity against CASA, especially for MFS, cube, mosaic, W/AW projection, MT-MFS, multi-worker CPU, Metal/GPU, benchmark bundles, or large MeasurementSet streaming behavior.
framework-critical-thinking
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
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
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
pluginagentmarketplace
Comprehensive guide to Spring Boot fundamentals - auto-configuration, starters, properties, and profiles
schengen-visa-helper
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
xiaobao520123
Personalize your openclaw by learning your operating system activity.
code-refactoring-context-restore
liuchiawei
"Use when working with code refactoring context restore"
evaluation-criteria
masanao-ohba
Defines evaluation criteria and scoring methodologies for deliverable assessment
perf-audit
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
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
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
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
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
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
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
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
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.
memory-cleanup
Perseus-Computing-LLC
Audits all memory systems in a Perseus environment, identifies stale or superseded stores (Mem0, Mempalace, old vector DBs, garbled federation artifacts), and deletes them. Keeps Perseus Vault (the live system) as the single source of truth. Run periodically or when upgrading Perseus versions.
implementing-io-pipelines
christian289
"Implements high-performance streaming using System.IO.Pipelines in .NET. Use when building network protocols, parsing binary data, or processing large streams efficiently."
deep-module-design
ToanMobile
Dùng khi thiết kế hoặc đánh giá interface/seam, testability hay abstraction của một module. Bỏ qua khi chỉ cần tìm caller/blast radius hoặc sửa local không đổi contract.
context-enricher
ToanMobile
Tự động phân tích, mở rộng và làm giàu ngữ cảnh từ câu prompt ngắn gọn hoặc ngôn ngữ tự nhiên của người dùng thành Hồ Sơ Kỹ Thuật Đầy Đủ 5 Chiều (5D Context Dossier). Tự động truy vết codebase graph, nạp ràng buộc của active profile, tra cứu bẫy mã nguồn lịch sử (instincts), và gắn các yêu cầu phi chức năng ngầm định (debounce, a11y >= 48dp, non-blocking main thread, mask PII, paired test oracle) trước khi viết code, đảm bảo đầu ra luôn đạt chất lượng 10/10 mà không cần người dùng phải prompt chi tiết.