Infrastructure
92 connectors in this collection
Agent Load Balancer Calculator MCP
Deterministic load balancing engine for distributing request rates across agent instances.
Agent Rate Limiter Calculator MCP
Deterministic distributed rate limiting for agentic workloads.
Agora MCP
Orchestrate Agora real-time engagement — manage channels, monitor usage, and handle cloud recording directly from any AI
AI API Rate Limit Economics MCP
Quantifies the economic tension between API rate limiting costs and infrastructure scaling costs.
AI App Rate Limiting Economics MCP
Calculate the economic impact of rate-limiting strategies on AI infrastructure and revenue.
AI Energy Consumption & Scalability Modeler MCP
Forecast power demand, energy costs, and sustainability metrics for AI infrastructure scaling.
AI Explainability Economics MCP
Calculate the economic impact and infrastructure costs of AI explainability features.
AI Hardware Iteration Risk MCP
Calculate hardware obsolescence risk and refresh investment for AI infrastructure.
AI Infrastructure Cost Optimizer MCP
Calculate potential savings and implementation costs for AI computing infrastructure.
AI Infrastructure GPU Economics MCP
Calculate GPU profitability, payback periods, and break-even utilization.
AI MLOps Infrastructure Cost Analyzer MCP
Calculate and analyze the financial footprint of your MLOps lifecycle.
AI Model Versioning Cost MCP
Calculate the financial and operational impact of managing AI model versions.
AI Multi-Tenant Isolation Cost Modeler MCP
Calculate infrastructure costs, isolation overhead, and scaling economics for multi-tenant AI workloads.
AI Usage Metering Analytics MCP
Calculate the economic impact and infrastructure costs of high-precision usage metering.
API Key Rotation Manager MCP
Deterministic API key rotation to prevent rate limits and exhaustion.
AWS API Gateway Throttling Calculator MCP
Calculate AWS API Gateway RPS, burst capacity, quotas, and operational limits.
AWS Auto Scaling Group Capacity Calculator MCP
Calculate exact instance requirements and scaling thresholds for AWS Auto Scaling Groups.
AWS CloudFormation Stack Limits Calculator MCP
Verify AWS CloudFormation template compliance and calculate stack limits.
AWS CloudWatch Logs Calculator MCP
Deterministic tool for estimating AWS CloudWatch Logs ingestion, storage, and service limits.
AWS Config Coverage Calculator MCP
Calculate AWS Config rule limits, resource coverage, and infrastructure requirements.
AWS Direct Connect Bandwidth Calculator MCP
Calculate AWS Direct Connect connection counts, redundancy requirements, and architectural limits.
AWS Disaster Recovery Calculator MCP
Deterministic RTO and RPO estimation for AWS disaster recovery strategies.
AWS ElastiCache Cluster Calculator MCP
Deterministic sizing for AWS ElastiCache clusters including Redis and Memcached.
AWS IoT Core Device & Limits Calculator MCP
Calculate AWS IoT Core messaging throughput, device scale, and resource limits.
AWS MSK Partition & Throughput Calculator MCP
Deterministic sizing for AWS MSK clusters, calculating partitions, storage, and network limits.
AWS Neptune Sizing Calculator MCP
Deterministic sizing for AWS Neptune graph databases.
AWS SQS Calculator MCP
Calculate SQS payload strategies, throughput, and in-flight limits.
AWS SSM Parameter Store Sizing Calculator MCP
Deterministic sizing and validation tool for AWS Systems Manager Parameter Store configurations.
AWS Timestream Sizing Calculator MCP
Deterministic sizing engine for AWS Timestream workloads.
Backup Coverage Audit MCP
Audit backup configurations to identify protection gaps, staleness, and redundancy.
Backup Storage Capacity Forecast MCP
Predict backup storage consumption, exhaustion timelines, and required expansions.
Brunel Engineering Prover MCP
A warehouse system hit 3x its tested throughput on a Tuesday morning. Sorting stations jammed in 12 minutes. 4 hours of
Cathodic Protection Design MCP
Design electrochemical cathodic protection systems for pipelines and structures using NACE standards.
CIDR IP Calculator MCP
Perform IPv4 and IPv6 subnet mathematics, including network boundaries and host range calculations.
Circuit Breaker State Manager MCP
Prevents cascading failures by managing service health states.
Concrete Corrosion Predictor MCP
Estimates reinforcement corrosion rates, spalling time, and remaining service life.
COO Operations Prover MCP
An operations plan said 'we will scale' without modeling arrival rates. It claims 'economies of scale' without a single
Deterministic Feature Flag Evaluator MCP
Evaluate feature flags using consistent, hash-based logic to prevent session flicker.
Docker Compose Validator MCP
Validate Docker Compose files for structural errors, port conflicts, and dependency cycles.
ECS Task Sizing Calculator MCP
Calculate precise AWS ECS task resources, EC2 capacity, and scaling configurations.
European Data Center ROI Optimizer MCP
Identify optimal European data center locations by balancing latency, energy costs, and GDPR compliance.
European Data Localization Economics MCP
Calculate the financial and operational impact of European data residency requirements.
Geotechnical Monitoring System Designer MCP
Design comprehensive geotechnical monitoring programs by mapping hazards to instrument deployment plans.
Haul Road Design Engineer MCP
Design safe and efficient haul roads for open-pit mining operations.
Idempotency Key Enforcer MCP
Prevents duplicate execution of identical side-effectful operations using an in-memory LRU cache.
Infra Asset Lifecycle Coverage MCP
Evaluates asset replacement readiness and technological risk.
Infra Break-Even Analyzer MCP
Calculate infrastructure break-even timelines, cash flow inflection points, and runway safety.
Infra Capacity Planning ROI MCP
Calculates optimal capacity investment timing and ROI based on demand growth and lead times.
Infra Cash Flow Timing Mismatch MCP
Assess liquidity risk by modeling the temporal misalignment between capital expenditures and revenue realization.
Infra Exit Option Analysis MCP
Calculates strategic and financial exit valuations and optimal timing for infrastructure startups.
Infra Finance Analyzer MCP
Compare ROE vs IRR for infrastructure investments.
Infra-Inflation Protection Mechanism MCP
Quantify contract resilience against inflation using specialized protection metrics.
Infra Marginal Cost Analyzer MCP
Calculates unit costs and capacity risks for new customer acquisition.
Infra-Regulatory Compliance Cost MCP
Calculates economic burden and strategic impact of regulatory requirements.
Infra-Regulatory Moat Strength MCP
Quantifies regulatory barriers and competitive advantages for infrastructure assets.
infra-revenue-per-asset MCP
Calculates revenue productivity per asset to identify performance trends and underperforming infrastructure.
Infra Revenue Volatility Score MCP
Quantifies infrastructure revenue stability and predictability.
Infra Unit Economics & Gross Margin MCP
Calculate gross margin, cost breakdowns, and identify margin improvement levers for infrastructure businesses.
Infra Working Capital Analyzer MCP
Calculate working capital needs, cash conversion cycles, and funding requirements.
Infrastructure Asset Financing MCP
Calculate borrowing capacity, financing costs, and covenant compliance for infrastructure assets.
Infrastructure Asset Utilization MCP
Calculates infrastructure asset utilization, trends, and expansion timing.
Infrastructure Capex Analyzer MCP
Analyze maintenance vs growth capex and infrastructure lifecycle health.
Infrastructure Capital Intensity Analyzer MCP
Analyze capital intensity, spending splits, and asset efficiency for infrastructure businesses.
Infrastructure DSCR Analyzer MCP
Calculate Debt Service Coverage Ratio, debt capacity, and refinancing risk for infrastructure projects.
Infrastructure Geographic Concentration Risk MCP
Quantify risk exposure of infrastructure assets based on geographic, political, and regulatory distribution.
Infrastructure Project Finance Viability MCP
Calculate optimal capital structure and financial feasibility for large-scale infrastructure projects.
Infrastructure Scalability Analyzer MCP
Analyzes infrastructure scalability metrics including coefficients, economies of scale, and capacity elasticity.
Infrastructure Technology Obsolescence Risk Engine MCP
Quantify technology obsolescence and financial risk for infrastructure assets.
Kubernetes Architecture Prover MCP
An AI generated Kubernetes manifests for a payment service. No resource requests or limits. No PodSecurityStandards. Sin
Kubernetes Resource Request Calculator MCP
Computes Kubernetes CPU/memory requests and limits from observed usage metrics (p50/p95/p99).
LNG Terminal Capacity Analyzer MCP
Calculate LNG import terminal capacity, throughput, and storage utilization.
Load Balancer Distributor MCP
Deterministic simulation engine for evaluating load balancing algorithms.
Local Storage Upgrade Planner MCP
Calculate required storage capacity, hardware configurations, and cost efficiency.
Message Queue Throughput Calculator MCP
Plan capacity for Kafka, RabbitMQ, or SQS by calculating consumer needs, backlog drain time, and concurrency.
ML Experiment Tracking Cost Analyzer MCP
Calculate infrastructure, storage, and knowledge management costs for ML experiments.
Multi-Tenant Isolation Calculator MCP
Deterministic resource isolation and quota calculator for multi-tenant environments.
Offtake Agreement Eligibility Analysis MCP
Calculates the financial value, financing impact, and credit enhancement of offtake agreements.
OpenSearch Shard Calculator MCP
Deterministic AWS OpenSearch shard distribution and resource allocation calculator.
PiLAB MCP
Manage infrastructure and security via PiLAB — control PiVirt virtual machines, inspect PiTrust certificates, and overse
Pipeline Compressor Station Designer MCP
Design pipeline compressor stations by calculating equipment scale, power, and fuel needs.
Pipeline Integrity Management MCP
Plan and manage pipeline integrity programs using risk-based methodologies.
Pipeline Repair Method Selection MCP
Technical decision-support for selecting optimal pipeline repair strategies.
Pub-Sub Topic Router MCP
Deterministic routing engine for hierarchical topic patterns and wildcard subscriptions.
Rate Limiter State Calculator MCP
Deterministic engine for evaluating Token Bucket, Leaky Bucket, and sliding window rate limiting states.
Security Audit Prover MCP
An AI agent committed a Stripe API key to git, built SQL queries with string concatenation, and deployed an admin endpoi
SNS Fanout & Filtering Calculator MCP
Calculate AWS SNS fanout, throughput, and filter policy complexity.
Storage Utilization Utility MCP
Calculate storage usage, remaining capacity, and threshold alerts.
Subsea Pipeline Design Engineer MCP
Calculates structural requirements, stability, and installation methods for subsea pipelines.
Vector Database TCO Calculator MCP
Calculate the total cost of ownership for vector databases, comparing managed vs self-hosted models.
Voice AI Economics Calculator MCP
Calculate voice AI integration costs, infrastructure needs, and UX value.
vpc-cidr-calculator MCP
Deterministic AWS VPC CIDR and subnet layout generator.
WebSocket Capacity Planner MCP
Estimate WebSocket connection limits, server fleet requirements, and network overhead.