Devops
19 connectors in this collection
Agent Prompt Versioning Engine MCP
Deterministic prompt version management and rollback calculator.
Agent Workflow Bottleneck Analyzer MCP
Identifies performance bottlenecks and error risks in agentic pipelines.
AI Canary Deployment Risk Engine MCP
Economic modeling for evaluating canary deployment risk and cost-benefit impact.
AI Feature Error Metrics Engine MCP
Quantify AI feature failures and prioritize reliability engineering efforts.
AWS App Mesh Calculator MCP
Calculate deterministic AWS App Mesh limits, routing, and infrastructure requirements.
AWS CodeBuild Project Sizing Calculator MCP
Deterministic sizing and limits calculator for AWS CodeBuild projects.
AWS EventBridge Compliance Calculator MCP
Deterministic tool for calculating AWS EventBridge architectural compliance and resource limits.
AWS Step Functions Limits Calculator MCP
Validate AWS Step Functions configurations against hard service limits and performance best practices.
CI/CD Pipeline Duration Analyzer MCP
Analyze CI/CD pipeline run data to identify bottlenecks, critical paths, and parallelization opportunities.
Dependency Coupling Fitness Function MCP
Enforce clean architecture boundaries by validating dependency directions.
Deployment Economics & Efficiency MCP
Calculate deployment efficiency, costs, and risk exposure for software delivery pipelines.
DynamoDB Capacity Calculator MCP
Deterministic AWS DynamoDB capacity, partition, and burst limit calculator.
Environment Consistency Validator MCP
A diagnostic tool to verify development environments against expected configurations.
Kubernetes HPA Scaling Simulator MCP
Simulate Kubernetes Horizontal Pod Autoscaler behavior and stability.
Lambda Resource Optimizer MCP
Deterministic AWS Lambda memory, CPU, and concurrency optimization engine.
Migration Strategy Prover MCP
An AI recommended a big-bang database migration over the weekend. No dependency map — 7 services read from that database
Reversibility Architect Prover MCP
LLMs suggest irreversible architectural changes. This engine is a 6-pivot cognitive trap that forces the agent to map da
Serverless Cold Start Estimator MCP
Estimate latency impact and cold start probabilities for serverless functions.
Supabase Edge Function Deno Validator MCP
Detect Node.js incompatibilities in Supabase Edge Functions before deployment.