Performance
Performance profiling and optimization
cuda-kernels
by huggingface
"Provides guidance for writing and benchmarking optimized CUDA kernels for NVIDIA GPUs (H100, A100, T4) targeting HuggingFace diffusers and transformers libraries. Supports models like LTX-Video, Stable Diffusion, LLaMA, Mistral, and Qwen. Includes integration with HuggingFace Kernels Hub (get_kernel) for loading pre-compiled kernels. Includes benchmarking scripts to compare kernel performance against baseline implementations."
reflexion:reflect
by NeoLabHQ
Reflect on previus response and output, based on Self-refinement framework for iterative improvement with complexity triage and verification
moai-workflow-thinking
by modu-ai
Sequential Thinking MCP and UltraThink mode for deep analysis, complex problem decomposition, and structured reasoning workflows. Use when performing multi-step analysis, architecture decisions, technology selection trade-offs, breaking change assessment, or when --ultrathink flag is specified. Do NOT use for simple decisions or straightforward implementation tasks.
hot-paths
by ag-grid
'AG Charts runtime hot paths: which files run per datum, per frame or per interaction, the invariants each tier must hold, and how to evidence a performance claim. Use when reviewing a change that touches series, scene, data-model, scale, interaction or DOM code, when asked whether a diff will cost performance, or when deciding which benchmark to run.'
portfolio-management-systems
by JoelLewis
"Portfolio management systems (PMS) for RIAs: model portfolios, sleeve-based/UMA management, drift monitoring, rebalancing, held-away aggregation, portfolio accounting, TWR/MWR performance, billing, custodian feeds. Platforms: Orion, Black Diamond, Tamarac, Addepar, Advent/APX."
conflicts-of-interest
by JoelLewis
"Identifying, disclosing, and mitigating conflicts of interest across the advisory and brokerage landscape."
proposal-generation
by JoelLewis
"Investment proposal generation: risk profiling output, model portfolio recommendation, fee illustration, scenario projections, compliance review, and proposal delivery for advisory practices."
investment-suitability
by JoelLewis
"Investment suitability obligations: FINRA Rules 2111/2090, reasonable-basis/customer-specific/quantitative suitability, product-specific concerns, household considerations."
trade-execution
by JoelLewis
"Trade execution and best execution: venue selection, smart order routing, execution algorithms, transaction cost analysis (TCA), market microstructure, and best execution obligations."
gips-compliance
by JoelLewis
"GIPS compliance: composite construction, performance presentation, verification, error correction, pooled funds, wrap/SMA programs, and advertising guidelines under the CFA Institute Global Investment Performance Standards."
working-memory-protocol
by Bitterbot-AI
Use when deciding what to record with working_memory_note, when the user says "remember this" or corrects you, or when a Crystal Pointer matches the topic. Not for answering from memory (use memory_search).
engineering-culture
by RefoundAI
Help users build strong engineering culture. Use when someone is improving developer experience, fostering technical excellence, designing engineering practices, or scaling an engineering organization.
conducting-user-interviews
by RefoundAI
Help users run better customer and user interviews. Use when someone is preparing for user research, planning discovery interviews, writing interview questions, analyzing interview findings, or trying to understand customer needs.
having-difficult-conversations
by RefoundAI
Help users navigate tough feedback, performance conversations, and conflict. Use when someone needs to give hard feedback, have a performance conversation, fire someone, address conflict with a colleague, or deliver disappointing news like a denied promotion.
building-sales-team
by RefoundAI
Help users build and scale their sales organization. Use when someone is hiring their first salespeople, deciding when to bring on sales leadership, structuring sales compensation, or transitioning from founder-led sales.
building-a-promotion-case
by RefoundAI
Help users get promoted at work. Use when someone is preparing for a promotion conversation, building their case for advancement, trying to understand what's blocking their promotion, or figuring out how to get to the next level in their career.
evaluating-trade-offs
by RefoundAI
Help users make better decisions between competing options. Use when someone is weighing pros and cons, comparing alternatives, struggling with a difficult choice, deciding between speed and quality, or asking "should we do X or Y?"
code-review-large
by breaking-brake
In-depth code review for large PRs (>500 lines). Full analysis including architecture, performance, security, and maintainability.
research
by QuixiAI
How to research topics using web tools
humanizer
by QuixiAI
Detect and remove AI writing patterns to produce natural, human-sounding prose
meeting-prep
by QuixiAI
Prepare briefings for upcoming calendar events with attendee context and relevant memories
daily-briefing
by QuixiAI
Compile a comprehensive daily briefing from calendar, contacts, goals, and recent activity
jobhunter
by oyi77
Autonomous job hunting agent with state tracking, tailored applications, and multi-platform job search
RAG System Configuration
by oyi77
This RAG system powers Vilona's memory. Every significant decision, lesson learned, and insight gets stored and retrieved automatically.