Utility Matrix

npx add-mcp 'https://utility-matrix.com/mcp'

366 free engineering tools,one script tag

Add any Utility Matrix tool to your documentation, blog, or developer portal. All tools run locally in the browser — no API keys, no account, no data sent anywhere.

⚡

One script tag

Drop pump.min.js on your page once and embed any of 366 tools anywhere.

🔒

Privacy-first

All calculations run in the visitor's browser. Zero data transmitted.

🔄

Always up to date

Widgets pull from the live manifest. New tools appear automatically.

📐

28 verticals

DevSecOps, SRE, FinOps, K8s, CI/CD, data engineering, ML, and more.

Option 2 — Direct iframe

For sites with strict CSP policies. Embed any widget as a standard iframe.

</iframe\> Option 3 — Embed manifest (programmatic)

Fetch the manifest to auto-discover all available tools. CORS open, updated on deploy.

https://utility-matrix.com/embed-manifest.json

Format: JSON · CORS: open · Cache: 6h · 366 tools with slugs, names, widget URLs, and affiliate slots

Available tools — click to copy embed code

Application Security Tools

password-entropy-calculator

Password Entropy Calculator

owasp-top10-reference

OWASP Top 10 Reference

jwt-security-checker

JWT Security Checker

threat-model-attack-surface-calculator

Threat Model Calculator

content-security-policy-validator

Content Security Policy Validator

cryptographic-hash-reference

Cryptographic Hash Reference

session-token-entropy-calculator

Session Token Entropy Calculator

oauth2-flow-reference

OAuth 2.0 Flow Reference

sql-injection-pattern-reference

SQL Injection Pattern Reference

tls-configuration-reference

TLS Configuration Reference

dependency-vulnerability-age-calculator

Dependency Vulnerability Age Calculator

CI/CD Tools

github-actions-syntax-reference

GitHub Actions Syntax Reference

pipeline-cost-calculator

CI/CD Pipeline Cost Calculator

test-split-calculator

Test Split Calculator

deployment-frequency-calculator

Deployment Frequency Calculator

artifact-retention-cost-calculator

CI Artifact Retention Cost Calculator

cicd-security-reference

CI/CD Security Reference

cache-hit-rate-calculator

CI Cache Hit Rate Calculator

build-time-regression-detector

Build Time Regression Detector

pipeline-concurrency-calculator

Pipeline Concurrency Calculator

github-actions-context-reference

GitHub Actions Context Reference

release-pipeline-stage-calculator

Release Pipeline Stage Calculator

flaky-test-impact-calculator

Flaky Test Impact Calculator

Cloud Infrastructure Tools

iam-policy-json-validator

IAM Policy JSON Validator

vpc-subnet-planner

VPC Subnet Planner

lambda-cold-start-estimator

Lambda Cold Start Estimator

s3-lifecycle-cost-calculator

S3 Lifecycle Cost Calculator

cloudwatch-metric-math-reference

CloudWatch Metric Math Reference

aws-arn-parser

AWS ARN Parser

iam-condition-operator-reference

IAM Condition Operator Reference

cloud-nat-bandwidth-calculator

Cloud NAT Bandwidth Cost Calculator

aws-service-quota-reference

AWS Service Quota Reference

gcp-service-account-permission-reference

GCP Service Account Permission Reference

azure-rbac-role-reference

Azure RBAC Role Reference

cloud-cost-anomaly-threshold-calculator

Cloud Cost Anomaly Threshold Calculator

Compliance & Regulatory Tools

soc2-control-reference

SOC 2 Control Reference

gdpr-data-inventory-checklist

GDPR Reference

pci-dss-scope-calculator

PCI DSS Scope Calculator

hipaa-safeguard-reference

HIPAA Safeguard Reference

iso27001-control-reference

ISO 27001 Control Reference

data-retention-policy-calculator

Data Retention Policy Calculator

breach-notification-timeline

Breach Notification Timeline Calculator

ccpa-rights-reference

CCPA/CPRA Rights Reference

compliance-evidence-checklist

Compliance Evidence Checklist

vendor-risk-tier-calculator

Vendor Risk Tier Calculator

audit-log-requirement-reference

Audit Log Requirement Reference

Container Tools

container-registry-cost-calculator

Container Registry Cost Calculator

oci-image-spec-reference

OCI Image Spec Reference

docker-compose-validator

Docker Compose Validator

container-security-scanner-reference

Container Security Scanner Reference

base-image-comparison

Container Base Image Comparison

multi-stage-build-analyzer

Multi-Stage Build Size Analyzer

container-runtime-reference

Container Runtime Reference

image-tag-strategy-reference

Container Image Tag Strategy Reference

dockerfile-caching-optimizer

Dockerfile Cache Optimizer

container-networking-reference

Container Networking Reference

distroless-base-reference

Distroless Container Image Reference

Data Engineering Tools

sql-formatter

SQL Formatter

cron-expression-parser

Cron Expression Parser

json-schema-validator

JSON Schema Validator

unix-timestamp-converter

Unix Timestamp Converter

regex-tester

Regex Tester

base64-encoder-decoder

Base64 Encoder / Decoder

csv-dialect-validator

CSV Dialect Validator

semver-comparator

Semantic Version Comparator

dbt-model-name-checker

dbt Model Name Checker

jsonpath-tester

JSONPath Tester

iso8601-datetime-parser

ISO 8601 Datetime Parser

data-type-reference

Data Type Cross-Platform Reference

pipeline-sla-calculator

Data Pipeline SLA Calculator

data-quality-score-calculator

Data Quality Score Calculator

schema-evolution-reference

Schema Evolution Reference

streaming-latency-budget

Streaming Latency Budget Calculator

data-partitioning-strategy-reference

Data Partitioning Strategy Reference

etl-vs-elt-reference

ETL vs ELT Reference

data-freshness-slo-calculator

Data Freshness SLO Calculator

warehouse-cost-calculator

Data Warehouse Cost Calculator

event-schema-validator

Event Schema Validator

data-lineage-reference

Data Lineage Reference

cdc-reference

CDC Reference

data-contract-reference

Data Contract Reference

Database Tools

postgres-index-size-estimator

PostgreSQL Index Size Estimator

connection-pool-calculator

PostgreSQL Connection Pool Calculator

query-cost-estimator

SQL Query Cost Estimator

vacuum-threshold-calculator

PostgreSQL VACUUM Threshold Calculator

replication-lag-calculator

PostgreSQL Replication Lag Calculator

sql-join-type-reference

SQL Join Type Reference

postgres-data-type-reference

PostgreSQL Data Type Reference

partition-strategy-calculator

PostgreSQL Partition Strategy Calculator

index-selectivity-estimator

Index Selectivity Estimator

transaction-isolation-reference

Transaction Isolation Level Reference

Developer Experience Tools

developer-onboarding-time-calculator

Developer Onboarding Time Calculator

cognitive-load-reference

Cognitive Load Reference

inner-loop-time-calculator

Inner Loop Time Calculator

developer-survey-metric-reference

Developer Survey Metric Reference

environment-parity-checker

Dev Environment Parity Checker

dx-metric-baseline-calculator

DX Metric Baseline Calculator

meeting-overhead-calculator

Meeting Overhead Calculator

context-switch-cost-calculator

Context Switch Cost Calculator

documentation-coverage-checker

Documentation Coverage Checker

developer-nps-reference

Developer NPS Calculator

local-dev-environment-reference

Local Dev Environment Reference

code-review-cycle-time-calculator

Code Review Cycle Time Calculator

cyclomatic-complexity-calculator

Cyclomatic Complexity Calculator

test-coverage-threshold-calculator

Test Coverage Threshold Calculator

git-commit-message-linter

Git Commit Message Linter

pr-size-complexity-estimator

PR Size Complexity Estimator

technical-debt-calculator

Technical Debt Calculator

code-churn-impact-estimator

Code Churn Impact Estimator

sprint-velocity-calculator

Sprint Velocity Calculator

cognitive-complexity-reference

Cognitive Complexity Reference

changelog-format-validator

Changelog Format Validator

dependency-freshness-calculator

Dependency Freshness Calculator

code-review-time-estimator

Code Review Time Estimator

dora-metrics-calculator

DORA Metrics Calculator

Engineering Cost Intelligence Tools

cloud-spend-estimator

Cloud Spend Estimator

engineering-hour-cost-calculator

Engineering Hour Cost Calculator

technical-debt-cost-estimator

Technical Debt Cost Estimator

incident-cost-calculator

Incident Cost Calculator

saas-license-optimizer

SaaS License Optimizer

build-vs-buy-calculator

Build vs Buy Calculator

team-scaling-cost-model

Team Scaling Cost Model

on-call-cost-calculator

On-Call Cost Calculator

infrastructure-roi-calculator

Infrastructure ROI Calculator

developer-productivity-roi

Developer Productivity ROI Calculator

cloud-waste-calculator

Cloud Waste Calculator

replatform-cost-estimator

Replatform Cost Estimator

FinOps Tools

ec2-cost-calculator

EC2 Cost Calculator

reserved-instance-breakeven

Reserved Instance Break-Even Calculator

egress-cost-calculator

Cloud Egress Cost Calculator

cloud-storage-cost-estimator

Cloud Storage Cost Estimator

container-resource-cost-calculator

Container Resource Cost Calculator

spot-savings-estimator

Spot Instance Savings Estimator

data-transfer-cost-calculator

Cloud Data Transfer Cost Calculator

rightsizing-calculator

Cloud Rightsizing Calculator

cloud-region-latency-reference

Cloud Region Latency Reference

cost-per-request-calculator

Cost Per Request Calculator

Git Tools

git-commit-validator

Git Commit Message Validator

branch-naming-checker

Git Branch Naming Checker

gitignore-pattern-tester

.gitignore Pattern Tester

git-merge-strategy-reference

Git Merge Strategy Reference

semantic-versioning-bumper

Semantic Version Bumper

conventional-changelog-parser

Conventional Changelog Parser

git-blame-age-calculator

Git Blame Age Calculator

git-rebase-vs-merge-reference

Git Rebase vs Merge Reference

git-tag-naming-validator

Git Tag Naming Validator

trunk-based-development-reference

Trunk-Based Development Reference

git-bisect-reference

Git Bisect Calculator

release-notes-format-checker

Release Notes Format Checker

Infrastructure Tools

terraform-plan-cost-estimator

Terraform Plan Cost Estimator

ansible-playbook-linter

Ansible Playbook Linter

pulumi-resource-reference

Pulumi Resource Reference

infrastructure-change-risk-calculator

Infrastructure Change Risk Calculator

cloud-init-syntax-checker

cloud-init Syntax Checker

packer-template-validator

Packer Template Reference

terraform-workspace-reference

Terraform Workspace Reference

infrastructure-testing-reference

Infrastructure Testing Reference

config-drift-detector

Config Drift Risk Calculator

immutable-infrastructure-reference

Immutable Infrastructure Reference

infrastructure-as-code-security-reference

IaC Security Reference

capacity-planning-calculator

Infrastructure Capacity Planning Calculator

Kubernetes Tools

rbac-policy-checker

Kubernetes RBAC Policy Checker

pod-scheduling-affinity-validator

Pod Scheduling Affinity Validator

pdb-feasibility-checker

PodDisruptionBudget Feasibility Checker

cluster-capacity-calculator

Kubernetes Cluster Capacity Calculator

resource-request-optimizer

Kubernetes Resource Request Optimizer

k8s-api-deprecation-checker

Kubernetes API Deprecation Checker

hpa-behavior-calculator

HPA Scaling Behavior Calculator

pod-security-admission-reference

Pod Security Admission Reference

k8s-dns-name-validator

Kubernetes DNS Name Validator

init-container-overhead-calculator

Init Container Overhead Calculator

k8s-label-selector-tester

Kubernetes Label Selector Tester

oom-threshold-calculator

OOM Threshold & Memory Limit Calculator

ML Engineering Tools

confusion-matrix-calculator

Confusion Matrix Calculator

model-training-cost-estimator

ML Training Cost Estimator

precision-recall-f1-calculator

Precision-Recall-F1 Calculator

learning-rate-scheduler-reference

Learning Rate Scheduler Reference

batch-size-memory-calculator

Batch Size Memory Calculator

feature-importance-reference

Feature Importance Reference

ml-experiment-tracking-reference

ML Experiment Tracking Reference

model-versioning-reference

Model Versioning Reference

data-drift-threshold-calculator

Data Drift Threshold Calculator

gpu-utilization-calculator

GPU Utilization Calculator

tokenizer-token-count-estimator

LLM Token Count & Cost Estimator

ml-pipeline-latency-budget

ML Pipeline Latency Budget Calculator

Mobile Engineering Tools

app-store-metadata-validator

App Store Metadata Validator

push-notification-payload-calculator

Push Notification Payload Calculator

mobile-performance-budget

Mobile Performance Budget Calculator

deep-link-uri-validator

Deep Link URI Validator

app-size-budget-calculator

App Size Budget Calculator

crash-rate-calculator

Crash Rate Calculator

mobile-api-versioning-reference

Mobile API Versioning Reference

biometric-auth-reference

Biometric Auth Reference

mobile-accessibility-reference

Mobile Accessibility Reference

firebase-remote-config-reference

Firebase Remote Config Reference

app-store-rating-reference

App Store Rating Reference

mobile-release-checklist

Mobile Release Checklist

Network Engineering Tools

ip-address-classifier

IP Address Classifier

dns-ttl-reference

DNS TTL Reference

tcp-window-size-calculator

TCP Window Size Calculator

bgp-as-path-reference

BGP AS Path Reference

firewall-rule-analyzer

Firewall Rule Analyzer

ipv6-address-calculator

IPv6 Address Calculator

bandwidth-delay-product-calculator

Bandwidth-Delay Product Calculator

mtu-path-discovery-reference

MTU Path Discovery Reference

dns-record-type-reference

DNS Record Type Reference

network-latency-budget-calculator

Network Latency Budget Calculator

Observability Tools

promql-validator

PromQL Validator

log-volume-cost-estimator

Log Volume Cost Estimator

metrics-cardinality-estimator

Metrics Cardinality Estimator

otel-attribute-reference

OpenTelemetry Attribute Reference

alert-fatigue-calculator

Alert Fatigue Calculator

distributed-trace-span-calculator

Distributed Trace Storage Calculator

slo-error-budget-burndown

SLO Error Budget Burndown

log-sampling-rate-calculator

Log Sampling Rate Calculator

dashboard-query-cost-estimator

Dashboard Query Cost Estimator

on-call-rotation-builder

On-Call Rotation Calculator

Open Source Compliance Tools

spdx-expression-validator

SPDX Expression Validator

license-compatibility-checker

License Compatibility Checker

cyclonedx-sbom-validator

CycloneDX SBOM Validator

slsa-level-reference

SLSA Level Reference

npm-license-auditor

npm License Auditor

reuse-compliance-checker

REUSE Compliance Checker

osi-license-reference

OSI License Reference

go-module-proxy-checker

Go Module Path Validator

supply-chain-risk-reference

Supply Chain Risk Reference

sbom-format-comparator

SBOM Format Comparator

Platform Engineering Tools

terraform-variable-type-checker

Terraform Variable Type Checker

helm-values-schema-validator

Helm Values Schema Validator

gitops-sync-status-reference

GitOps Sync Status Reference

dockerfile-best-practices-checker

Dockerfile Best Practices Checker

k8s-resource-quota-calculator

Kubernetes Resource Quota Calculator

iac-drift-cost-estimator

IaC Drift Cost Estimator

argocd-health-reference

ArgoCD Health Reference

terraform-module-version-checker

Terraform Module Version Checker

k8s-network-policy-validator

Kubernetes NetworkPolicy Validator

pipeline-parallelism-calculator

Pipeline Parallelism Calculator

env-variable-naming-checker

Environment Variable Naming Checker

container-image-size-estimator

Container Image Size Estimator

idp-capability-reference

IDP Capability Reference

golden-path-reference

Golden Path Reference

platform-team-topology-reference

Platform Team Topology Reference

self-service-maturity-calculator

Platform Self-Service Maturity Calculator

paved-road-roi-calculator

Paved Road ROI Calculator

platform-slo-calculator

Platform SLO Calculator

developer-portal-checklist

Developer Portal Checklist

service-catalog-reference

Service Catalog Reference

platform-adoption-calculator

Platform Adoption Calculator

toil-automation-priority-calculator

Toil Automation Priority Calculator

infrastructure-abstraction-reference

Infrastructure Abstraction Reference

platform-team-size-calculator

Platform Team Size Calculator

SRE Tools

error-budget-calculator

Error Budget Calculator

incident-timeline-analyzer

Incident Timeline Analyzer

runbook-format-checker

Runbook Format Checker

chaos-blast-radius-estimator

Chaos Engineering Blast Radius Estimator

sli-definition-reference

SLI Definition Reference

toil-calculator

Toil Calculator

dependency-reliability-calculator

Dependency Reliability Calculator

load-shedding-threshold-calculator

Load Shedding Threshold Calculator

postmortem-quality-checker

Postmortem Quality Checker

change-failure-rate-calculator

Change Failure Rate Calculator

availability-sla-calculator

Availability SLA Calculator

capacity-alert-threshold-calculator

Capacity Alert Threshold Calculator

Security Operations Tools

cvss-prioritization-calculator

CVSS Prioritization Calculator

threat-intelligence-reference

Threat Intelligence Reference

siem-query-reference

SIEM Query Reference

incident-severity-classifier

Security Incident Severity Classifier

mean-time-to-detect-calculator

Mean Time to Detect Calculator

vulnerability-sla-calculator

Vulnerability SLA Compliance Calculator

attack-surface-calculator

Attack Surface Calculator

detection-coverage-reference

Detection Coverage Reference

log-retention-cost-calculator

Security Log Retention Cost Calculator

security-alert-threshold-calculator

Security Alert Threshold Calculator

threat-hunting-reference

Threat Hunting Reference

zero-trust-maturity-reference

Zero Trust Maturity Reference

Software Testing Tools

test-pyramid-calculator

Test Pyramid Calculator

test-coverage-roi-calculator

Test Coverage ROI Calculator

mutation-score-reference

Mutation Score Reference

test-data-generator-reference

Test Data Reference

contract-testing-reference

Contract Testing Reference

performance-test-load-calculator

Performance Test Load Calculator

test-flakiness-root-cause-reference

Flaky Test Root Cause Reference

test-naming-convention-checker

Test Name Validator

property-based-testing-reference

Property-Based Testing Reference

accessibility-testing-reference

Accessibility Testing Reference

visual-regression-reference

Visual Regression Testing Reference

test-suite-health-calculator

Test Suite Health Calculator

devops

cvss-calculator

CVSS Calculator

secrets-scanner

Secrets Leak Scanner

dependency-cve-scanner

Dependency CVE Scanner

cve-id-validator

CVE ID Validator

cwe-id-validator

CWE ID Validator

mitre-attack-checker

MITRE ATT&CK ID Checker

cidr-calculator

CIDR Calculator

ssl-cert-expiry-checker

SSL Certificate Expiry Checker

slo-burn-rate-calculator

SLO Burn Rate Calculator

api-rate-limit-calculator

API Rate Limit Calculator

jwt-decoder

JWT Decoder

k8s-manifest-validator

Kubernetes Manifest Linter

dockerfile-linter

Dockerfile Linter

apdex-score-calculator

Apdex Score Calculator

mttr-calculator

MTTR Calculator (SRE)

github-actions-validator

GitHub Actions Validator

pkce-generator

PKCE Generator

spdx-license-reference

SPDX License Reference

npm-package-name-validator

npm Package Name Validator

pypi-package-name-validator

PyPI Package Name Validator

gitlab-ci-validator

GitLab CI/CD Validator

on-call-fairness-calculator

On-Call Fairness Calculator

kubernetes-hpa-calculator

Kubernetes HPA Calculator

openapi-validator

OpenAPI 3.x Validator

percentile-calculator

Percentile Calculator (SRE)

helm-chart-validator

Helm Chart Validator

alerting-threshold-calculator

Alerting Threshold Calculator

Use Utility Matrix in Claude, ChatGPT and other AI assistants (MCP)

Utility Matrix engineering calculators are also available as a remote MCP server, so an AI assistant can run them and show the result in the conversation.

Connect

• Server URL: https://utility-matrix.com/mcp (Streamable HTTP, JSON-RPC 2.0).
• Claude: open Settings, then Connectors, then Add custom connector, and paste the URL. Utility Matrix is not currently listed in the Claude Connectors Directory.
• Other MCP clients (Claude Code, Cursor, VS Code, Codex): add a remote HTTP MCP server with the same URL.

Plans and sign-in

Free. No account, sign-in or API key. Every tool is a read-only calculation: it changes nothing and does not store your inputs.

Tools

• SLO Error Budget Calculator error-budget-calculator
• SLO Burn Rate Calculator slo-burn-rate-calculator
• Incident Cost Calculator incident-cost-calculator
• Reserved Instance Breakeven Calculator reserved-instance-breakeven
• Availability SLA Downtime Calculator availability-sla-calculator
• Apdex Score Calculator apdex-score-calculator
• DORA Metrics Calculator dora-metrics-calculator
• CI/CD Pipeline Cost Calculator pipeline-cost-calculator
• Database Connection Pool Calculator connection-pool-calculator
• Kubernetes Cluster Capacity Calculator cluster-capacity-calculator
• Precision, Recall and F1 Calculator precision-recall-f1-calculator
• Cloud Egress Cost Calculator egress-cost-calculator
• Secrets Scanner detect-secrets-scanner
• Known Vulnerability Checker known-vulnerability-checker
• Certificate Expiry Checker certificate-expiry-checker
• Kubernetes Manifest Linter kubernetes-manifest-linter
• Dockerfile Linter dockerfile-linter
• PostgreSQL Query Cost Estimator query-cost-estimator
• Canonical URL Auditor canonical-url-auditor
• API Rate Limit Utilization Calculator rate-limit-utilization-calculator
• Alert Fatigue Calculator alert-fatigue-calculator
• Change Failure Rate Calculator change-failure-rate-calculator
• Cloud Waste Calculator cloud-waste-calculator
• Deployment Frequency Calculator deployment-frequency-calculator
• EC2 Cost Calculator ec2-cost-calculator
• MTTR Calculator mttr-calculator
• On-Call Burden Calculator on-call-burden-calculator
• Compute Rightsizing Calculator rightsizing-calculator
• Software Purchase Risk Calculator software-purchase-risk-calculator
• Terraform Plan Cost Estimator terraform-plan-cost-estimator
• Total Cost of Ownership Calculator total-cost-of-ownership-calculator

Limits and troubleshooting

Public requests are rate-limited per IP address and by a daily ceiling; if a call returns "Rate limited", wait a minute and try again. Invalid inputs return an error that names the field. Results are estimates; each one links to the matching calculator page on utility-matrix.com, where you can adjust the inputs. Do not send live passwords, API keys or other production secrets to any tool.

Privacy and support

How MCP calls are processed: Privacy policy. Bug reports and corrections: admin@utility-matrix.com.