Performance
Performance profiling and optimization
python-performance-optimization
by atalovesyou
Profile and optimize Python code using cProfile, memory profilers, and performance best practices. Use when debugging slow Python code, optimizing bottlenecks, or improving application performance.
python-programming
by pluginagentmarketplace
Master Python fundamentals, OOP, data structures, async programming, and production-grade scripting for data engineering
memory-scan
by dgriffin831
Safe to run frequently (minimal API cost with efficient chunking)
spark-optimization
by EngineerWithAI
Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving Spark performance, debugging slow jobs, or scaling data processing pipelines.
lunar-conops-manager
by LunCoSim
Define surface operations and mission timelines for lunar missions. Use this skill to manage lunar day/night cycles, traverse planning, landing site analysis, and surface resource management. Trigger for "lunar operations," "lunar timeline," "surface traverse," "lunar night survival," or "landing site."
model-optimization
by pluginagentmarketplace
Quantization, pruning, AutoML, hyperparameter tuning, and performance optimization. Use for improving model performance, reducing size, or automated ML.
hypothesis-elimination
by kimasplund
Systematic elimination reasoning for diagnosis and debugging. Use when you need to identify THE cause among many possibilities through evidence-based elimination. Ideal for production incidents, bug diagnosis, root cause analysis, and differential diagnosis. Unlike BoT (which explores), HE eliminates. Example: "Server is slow" → Generate 10 hypotheses, design discriminating tests, eliminate 9, confirm 1.
modern-best-practice-react-components
by academind
Build clean, modern React components that apply common best practices and avoid common pitfalls like unnecessary state management or useEffect usage
payload-assessment
by LunCoSim
Perform payload and instrument sizing for space missions. Use this skill to estimate optical system parameters (aperture, GSD, FOV), RF instrument sizing (SAR, radiometer), in-situ instrument planning, data rate derivation, and payload-to-bus resource requirements. Trigger for "payload sizing," "instrument design," "GSD calculation," "sensor SNR," "payload data rate," or "science instrument."
cairo
by hairyf
Cairo language and compiler—Rust-like syntax, Sierra/CASM pipeline, Starknet contracts, linear types, and tooling.
cost-optimization
by EngineerWithAI
Optimize cloud costs through resource rightsizing, tagging strategies, reserved instances, and spending analysis. Use when reducing cloud expenses, analyzing infrastructure costs, or implementing cost governance policies.
go-performance
by pluginagentmarketplace
Go performance optimization - profiling, benchmarks, memory management
qa-tester
by ajianaz
Comprehensive quality assurance and testing workflow that orchestrates test strategy design, automated testing implementation, performance testing, and quality metrics. Handles everything from unit testing and integration testing to end-to-end testing, performance testing, and quality assurance automation.
compare-options
by Agentient
Multi-expert comparison and ranking of options with structured deliberation. PROACTIVELY activate for: (1) decision making between alternatives, (2) trade-off analysis, (3) option evaluation, (4) vendor/tool comparison, (5) strategy selection. Triggers: "compare options", "evaluate alternatives", "rank options", "which should I choose", "compare these", "trade-off analysis", "decision between"
performance-tuner
by gravito-framework
Specialized in speed and resource optimization for Gravito. Trigger this for query profiling, caching strategies, or frontend performance audits.
react-agent
by Eva813
Pragmatic React development focused on avoiding over-engineering, effective state management, and render optimization. Use when building React components or features where you need clear guidance on (1) choosing appropriate state management solutions, (2) optimizing component rendering and performance, (3) avoiding common over-engineering patterns, (4) implementing TypeScript with React, or (5) making architectural decisions that balance simplicity with scalability.
web-performance
by AlexanderStephenThompson
Performance patterns for Apollo caching, Redis, and CloudFront optimization
global-speed-checker
by openstatusHQ
Run global performance checks on HTTP endpoints from multiple regions worldwide. Use when users want to check speed, latency, performance, or test endpoints globally.
work-management
by ajshedivy
"Query, monitor, and analyze jobs on IBM i using SQL table functions via ibmi-mcp-server. Use when user asks about: (1) finding jobs by status, user, subsystem, or type, (2) monitoring active job performance (CPU, I/O, memory), (3) detecting long-running SQL statements, (4) analyzing lock contention, (5) checking job queues, (6) replacing WRKACTJOB, WRKUSRJOB, WRKSBSJOB, WRKSBMJOB commands, or (7) any IBM i work management task."
zustand-rhf-state-synchronization
by Agentient
Form-to-store data flow patterns for integrating React Hook Form with Zustand. PROACTIVELY activate for: (1) submitting form data to Zustand stores, (2) pre-populating forms from store state, (3) maintaining type consistency between forms and stores. Triggers: "form state sync", "submit to store", "form zustand"
data-python
by AlexanderStephenThompson
Python patterns for data processing - pandas, polars, pyspark
evaluation-criteria
by masanao-ohba
Defines evaluation criteria and scoring methodologies for deliverable assessment
deep-research
by 101mare
Structured research workflow: Question → Sources (web + codebase) → Analyze → Synthesize → Document. Does NOT handle: planning (use plan-review), code review (use pr-review), brainstorming (use brainstorm), architecture (use architecture-builder). Use before technical decisions, when evaluating libraries/tools, or investigating unknowns. Recognizes: "deep-research", "research this", "evaluate options", "which library", "compare approaches", "investigate", "technical decision", "what are the trade-offs", "recherchiere", "welche Library", "Optionen vergleichen", "pros and cons"
unity-code-optimize
by cuozg
Simplify and optimize Unity C# code for clarity, consistency, and performance without changing behavior. Triggers — 'optimize code', 'simplify this', 'clean up code', 'improve readability', 'reduce allocations', 'code optimization'.