Rendiment
Anàlisi i optimització del rendiment
pennylane
unitarylab
PennyLane - A versatile quantum machine learning library that supports hybrid quantum-classical computations.
soul-absorb
jorgeavaldez
Digest another assistant's soul, persona or memories (exported files, another agent's home, a path the user names) into Monchu's own SOUL, USER, MEMORY and DEVICES files. Use when the user asks to absorb, assimilate, digest or learn from another agent.
angular-typescript-cursorrules-prompt-file-cursorrules
Tryboy869
"Apply for angular-typescript-cursorrules-prompt-file. --- description: General rules for Angular components, focusing on code quality, performance, and maintainability. globs: */.component.ts"
backlink-check
F0rger123
Backlink profile for any domain — referring domains, authority, anchors, new/lost links, and a side-by-side vs a competitor. Use when asked "check my backlinks", "backlink profile of X", "who links to them", or "link gap vs competitor".
argent-react-native-profiler
thorgas
Profile a React Native Hermes app to measure re-render and CPU performance using argent profiler tools. Use when optimizing for performance, measuring before/after a fix, spotting slow components, diagnosing re-renders, checking CPU hotspots, or producing a ranked issue report.
argent-native-profiler
thorgas
Native profiling for CPU hotspots, UI hangs, memory issues. iOS via xctrace; Android via Perfetto. Use when diagnosing native-level performance issues.
react-native-best-practices
thorgas
Provides React Native performance optimization guidelines for FPS, TTI, bundle size, memory leaks, re-renders, and animations. Applies to tasks involving Hermes optimization, JS thread blocking, bridge overhead, FlashList, native modules, or debugging jank and frame drops.
opentrons-heater-shaker
jkitchin
Opentrons Heater-Shaker Module - temperature control (37-95°C) with orbital mixing (200-3000 rpm) for cell culture, enzymatic reactions, and sample preparation requiring simultaneous heating and agitation
python-jax
jkitchin
Expert guidance for JAX (Just After eXecution) - high-performance numerical computing with automatic differentiation, JIT compilation, vectorization, and GPU/TPU acceleration; includes transformations (grad, jit, vmap, pmap), sharp bits, gotchas, and differences from NumPy
python-multiobjective-optimization
jkitchin
Expert guidance for multiobjective optimization in Python - Pareto optimality, evolutionary algorithms (NSGA-II, NSGA-III, MOEA/D), scalarization methods, Pareto front analysis, and implementation with pymoo, platypus, and DEAP
opentrons-thermocycler
jkitchin
Opentrons Thermocycler Module - automated PCR thermal cycling with independent block (4-99°C) and lid (37-110°C) temperature control, profile execution, and auto-sealing lid support (GEN2) for high-throughput molecular biology workflows
slack-respond
tdimino
"Process unhandled Slack messages as Claudicle with persistent memory. Loads user models and soul state, posts terminal-styled thinking messages, generates cognitive-step responses, updates memory based on mentalQuery decisions. Requires Session Bridge listener running."
python-optimization
jkitchin
Expert guidance for mathematical optimization in Python - systematic problem classification, library selection (scipy, pyomo, cvxpy, GEKKO), solver configuration, and implementation patterns for LP, QP, NLP, MIP, convex, and global optimization problems
media-processing
mrgoonie
Process multimedia files with FFmpeg (video/audio encoding, conversion, streaming, filtering, hardware acceleration) and ImageMagick (image manipulation, format conversion, batch processing, effects, composition). Use when converting media formats, encoding videos with specific codecs (H.264, H.265, VP9), resizing/cropping images, extracting audio from video, applying filters and effects, optimizing file sizes, creating streaming manifests (HLS/DASH), generating thumbnails, batch processing images, creating composite images, or implementing media processing pipelines. Supports 100+ formats, hardware acceleration (NVENC, QSV), and complex filtergraphs.
context-engineering
mrgoonie
Master context engineering for AI agent systems. Use when designing agent architectures, debugging context failures, optimizing token usage, implementing memory systems, building multi-agent coordination, evaluating agent performance, or developing LLM-powered pipelines. Covers context fundamentals, degradation patterns, optimization techniques (compaction, masking, caching), compression strategies, memory architectures, multi-agent patterns, LLM-as-Judge evaluation, tool design, and project development.
typescript-interface-vs-type
flpbalada
Guides when to use interface vs type in TypeScript. Use this skill when defining object types, extending types, or choosing between interface and type aliases.
hicks-law
flpbalada
Optimize decision-making speed by managing choice quantity. Use when designing
halo-effect-psychology
flpbalada
Apply the halo effect in product design and UX. Use when designing first
project-management
u9401066
研究專案的建立、切換、設定管理。 LOAD THIS SKILL WHEN: 新專案、切換專案、專案設定、paper type、start exploration、convert exploration CAPABILITIES: create_project, list_projects, switch_project, get_current_project, setup_project_interactive, start_exploration, convert_exploration_to_project
market-analyst-master
OctagonAI
Comprehensive market analyst skill that orchestrates all Octagon stock performance and market data skills. Use when conducting stock analysis, creating market reports, evaluating valuations, comparing sectors, or performing technical and sentiment analysis.
earnings-competitive-review
OctagonAI
Analyze management's discussion of competitive landscape, market positioning, and strategic differentiation from earnings call transcripts.
financial-analyst-master
OctagonAI
Comprehensive equity research analyst skill that orchestrates all Octagon financial analysis skills. Use when conducting full company analysis, writing initiation of coverage reports, performing due diligence, or creating investment recommendations with quantitative support.
sec-annual-comparison
OctagonAI
Compare key metrics and disclosures between annual 10-K filings using Octagon MCP. Use when analyzing year-over-year changes in financials, risk factors, business descriptions, and strategic priorities across fiscal years.
esg-benchmark-comparison
OctagonAI
Retrieve ESG benchmark comparison metrics by sector using Octagon MCP. Use when comparing ESG performance across industries, analyzing sector-level sustainability benchmarks, identifying ESG leaders and laggards by industry, or referencing frameworks like MSCI, S&P Global, CDP, and CSRD.