Optimization
56 connectors in this collection
Agent Composition Pattern Calculator MCP
Calculate execution plans, latencies, and efficiency for AI agent orchestration patterns.
Agent Memory Hierarchy Calculator MCP
Deterministic memory management for agentic memory tiers.
Agent Memory Tier Calculator MCP
Deterministic memory management engine for agentic memory hierarchies.
Agent Tool Selection Router MCP
A deterministic engine for selecting and sequencing optimal tools for AI agents.
AI Model Selection ROI Engine MCP
Calculate and compare the ROI of different AI models based on cost, performance, and maintenance.
AI Portfolio Economics Optimizer MCP
Calculate optimal LLM and SLM model mixes to minimize costs while meeting performance requirements.
AI Quantization Cost-Benefit Engine MCP
Evaluate the economic and performance impact of model quantization.
Animation Frame Timing & Memory Calculator MCP
Calculate animation duration, memory footprint, and optimization potential for skeletal animations.
Batch Request Optimizer MCP
Optimize LLM API costs and latency by grouping requests into efficient batches.
Bentonite Dose Optimization MCP
Optimize bentonite dosage for protein stability and minimize wine loss.
Blending Optimization Mining MCP
Optimize ore blending using linear programming to meet grade constraints and maximize value.
Ceramic Firing Shelf Planner MCP
Optimizes kiln shelf layouts by assigning ceramic pieces to available shelves.
Chunk Overhead Calculator MCP
Calculate token overhead and optimize chunking strategies for LLM context windows.
Claude Tool Output Compressor MCP
Reduces context window exhaustion by applying deterministic compression rules to large tool outputs.
CloudFront Cache Analyzer MCP
Calculate AWS CloudFront cache hit ratios, origin load reduction, and TTL optimization.
Context Redundancy Deduplicator MCP
Identify and quantify exact N-gram overlaps across RAG documents to optimize context window usage.
Context Redundancy Deduplicator MCP
Identify overlapping N-grams across RAG documents to calculate redundancy and byte-size savings.
Context Window Compression Calculator MCP
Mathematically model token reduction strategies and quality trade-offs.
Context Window Economics Optimizer MCP
Calculate the financial and performance impact of LLM context management strategies.
Context Window Optimizer MCP
Optimizes LLM context windows by selecting the most relevant and recent information within token limits.
Cost-Controlled Tool Selector MCP
A deterministic engine to select the most cost-effective tool variant based on accuracy requirements.
Drill Pattern Optimization MCP
Optimize drill hole spacing and configuration based on geological variability and budget.
Equipment Gear Ratio Optimizer MCP
Optimize kite and board combinations for perfect wind range coverage.
Frame Material Cut List MCP
Calculates optimal cutting patterns, stock usage, and offcuts for picture frame manufacturing.
Glass Cutting Optimizer MCP
Deterministic 2D guillotine-style cutting optimizer for industrial glass fabrication.
Grade Control Modeling MCP
Models grade control for ore/waste discrimination to optimize extraction accuracy.
Grain Direction Restrictor MCP
Enforce material grain orientation constraints for precise plywood cutting and bin packing.
Kite Quiver Builder MCP
An intelligent engine that generates the ideal set of kite sizes for riders.
Konbini Hack Macro Optimizer MCP
Find the most cost-effective nutritional hacks in Japanese convenience stores.
KV Cache Memory Optimizer MCP
Deterministic calculator for LLM KV cache memory, throughput, and optimization analysis.
Model Routing Efficiency Calculator MCP
Optimize LLM selection by analyzing cost-quality trade-offs and task complexity.
Model Routing Optimizer MCP
A deterministic engine for selecting the optimal LLM based on cost, quality, and latency.
Petrochemical Utilities Balance MCP
Calculate steam, power, and utility equilibrium for petrochemical complexes.
Polygon Budget Allocator MCP
Optimize game performance with deterministic polygon budget distribution and resource modeling.
Prefix Cache Savings Calculator MCP
Calculate exact token savings from LLM prefix caching.
Quad Fin Configuration Optimizer MCP
Optimize quad fin setups using hydrodynamic calculations for specific wave and board profiles.
RAG Chunk Optimization Calculator MCP
Deterministic tool for optimizing RAG chunk size and overlap parameters.
RAG Chunk Selection Optimizer MCP
A deterministic engine to select the most effective RAG information chunks within token budgets.
RAG Chunk Size Optimizer MCP
Evaluate RAG chunking strategies by calculating segmentation metrics, embedding costs, and context viability.
Reactor Network Synthesis MCP
Optimizes reactor configurations, volumes, and sequences to maximize selectivity and economic yield.
Refinery Energy Balance MCP
Audit and optimize refinery energy consumption and efficiency.
Smart Well Control Optimization MCP
Optimize ICV settings to maximize oil recovery and manage production constraints.
Speculative Decoding Calculator MCP
Optimize LLM inference speed and cost using deterministic speculative decoding metrics.
Speculative Decoding Speedup Calculator MCP
Calculate efficiency gains and throughput improvements for speculative decoding strategies.
Sprite Sheet Memory Optimizer MCP
Calculate optimal sprite sheet layouts and analyze memory footprint, utilization, and rendering efficiency.
Table Demographic Balancer MCP
Prevent demographic clustering in seating arrangements by maintaining balanced personality traits and age groups.
Tick Rate & Bandwidth Calculator MCP
Calculate multiplayer network load, stability, and optimal server configurations.
Token Budget Allocator MCP
Deterministic token budget distribution for multi-agent pipelines.
Traction Pad Positioning Optimizer MCP
Calculates precise surfboard traction pad placement, arch geometry, and kick angles.
Underground Production Scheduler MCP
Optimize mining sequences, development schedules, and resource allocation for underground mines.
Wave Period Matching MCP
Synchronize kiteboarding tricks with wave energy and wind gusts.
Wine Mannoprotein Extraction Model MCP
Predict mannoprotein release and optimize wine stability and mouthfeel.
Wine Micro-oxygenation Kinetics MCP
Models oxygen consumption and phenolic evolution during micro-oxygenation.
Wine MLF Optimization Engine MCP
Optimize Malolactic Fermentation timing, dosage, and nutrient needs.
Wine Yeast Rehydration Model MCP
Optimizes yeast rehydration protocols to maximize cell viability.
Woodworking Cut List Optimizer MCP
Minimize lumber waste with deterministic 1D bin packing for cutting plans.