Free browser-based calculators and analyzers for cloud cost, DevOps, security, and data governance.
Maintain this server? Claim it
Call this server's tools from your browser. Nothing to install.
Requests go through mcptry because browsers can't call most MCP servers directly. Header values are sent to the server for that request only and are never stored or logged.
Tool list from our last check. Connect live to refresh it.
Use when a user asks about alert noise, alert fatigue, or on-call burden from non-actionable alerts. Given weekly alert volume, actionable %, engineer count, and avg resolution time, returns noise rate, wasted hours, and fatigue tier.
actionable expressed as a percentage.
engineer count used by this deterministic tool.
alerts per week used by this deterministic tool.
avg resolution min used by this deterministic tool.
Use when a user asks about alert noise, alert fatigue, or on-call burden from non-actionable alerts. Given weekly alert volume, actionable %, engineer count, and avg resolution time, returns noise rate, wasted hours, and fatigue tier.
| Argument | Type | Description |
|---|---|---|
| actionable_pct* | number | actionable expressed as a percentage. |
| engineer_count* | number | engineer count used by this deterministic tool. |
| alerts_per_week* | number | alerts per week used by this deterministic tool. |
| avg_resolution_min* | number | avg resolution min used by this deterministic tool. |
{
"type": "object",
"required": [
"alerts_per_week",
"actionable_pct",
"engineer_count",
"avg_resolution_min"
],
"properties": {
"actionable_pct": {
"type": "number",
"maximum": 100,
"minimum": 0,
"examples": [
1
],
"description": "actionable expressed as a percentage."
},
"engineer_count": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "engineer count used by this deterministic tool."
},
"alerts_per_week": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "alerts per week used by this deterministic tool."
},
"avg_resolution_min": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "avg resolution min used by this deterministic tool."
}
},
"additionalProperties": false
}Use this when a user asks about their Apdex score or wants to measure user satisfaction with response times. Takes satisfied, tolerating, and total request counts; satisfied plus tolerating may not exceed total. Returns the Apdex score (0–1) and its rating on the published five-band scale: excellent, good, fair, poor or unacceptable.
| Argument | Type | Description |
|---|---|---|
| total* | number | All requests in the sample, including frustrated ones (slower than 4T or failed). |
| satisfied* | number | Requests answered within the target threshold T. |
| tolerating* | number | Requests answered between T and 4T. |
{
"type": "object",
"required": [
"satisfied",
"tolerating",
"total"
],
"properties": {
"total": {
"type": "number",
"minimum": 1,
"examples": [
1000
],
"description": "All requests in the sample, including frustrated ones (slower than 4T or failed)."
},
"satisfied": {
"type": "number",
"minimum": 0,
"examples": [
850
],
"description": "Requests answered within the target threshold T."
},
"tolerating": {
"type": "number",
"minimum": 0,
"examples": [
100
],
"description": "Requests answered between T and 4T."
}
},
"additionalProperties": false
}Use this when a user asks what a specific availability percentage (like 99.9% or 99.99%) means in downtime minutes per month or year. Converts availability SLA percentage to exact downtime budgets: annual, monthly, weekly, and daily.
| Argument | Type | Description |
|---|---|---|
| availability_pct* | number | e.g. 99.9 for three nines |
{
"type": "object",
"required": [
"availability_pct"
],
"properties": {
"availability_pct": {
"type": "number",
"examples": [
1
],
"description": "e.g. 99.9 for three nines"
}
},
"additionalProperties": false
}Audit a page URL against its canonical tag. Detects missing canonical, self-referencing canonical, and relative URL issues.
| Argument | Type | Description |
|---|---|---|
| page_url* | string | The page URL being audited |
| canonical* | string | The canonical URL found in the page (empty string if missing) |
{
"type": "object",
"required": [
"page_url",
"canonical"
],
"properties": {
"page_url": {
"type": "string",
"examples": [
"https://example.com/"
],
"maxLength": 2048,
"description": "The page URL being audited"
},
"canonical": {
"type": "string",
"examples": [
"example"
],
"maxLength": 2048,
"description": "The canonical URL found in the page (empty string if missing)"
}
},
"additionalProperties": false
}Assess certificate expiry risk given a domain and days remaining. Returns risk level (OK, WARNING at <30 days, CRITICAL at <7 days, EXPIRED at <0).
| Argument | Type | Description |
|---|---|---|
| domain* | string | Domain name (e.g. "api.example.com") |
| days_remaining* | number | Days until certificate expires |
{
"type": "object",
"required": [
"domain",
"days_remaining"
],
"properties": {
"domain": {
"type": "string",
"examples": [
"example.com"
],
"maxLength": 253,
"description": "Domain name (e.g. \"api.example.com\")"
},
"days_remaining": {
"type": "number",
"examples": [
1
],
"description": "Days until certificate expires"
}
},
"additionalProperties": false
}Use when a user asks about change failure rate or DORA CFR. Given total and failed deployments, returns failure rate percentage and DORA tier.
| Argument | Type | Description |
|---|---|---|
| total_deploys* | number | total deploys used by this deterministic tool. |
| failed_deploys* | number | failed deploys used by this deterministic tool. |
{
"type": "object",
"required": [
"total_deploys",
"failed_deploys"
],
"properties": {
"total_deploys": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "total deploys used by this deterministic tool."
},
"failed_deploys": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "failed deploys used by this deterministic tool."
}
},
"additionalProperties": false
}Use when a user asks about cloud waste, idle resources, or unattached storage. Given monthly cloud bill and idle/oversized percentages, returns waste estimate and tier.
| Argument | Type | Description |
|---|---|---|
| idle_pct | number | idle expressed as a percentage. |
| oversized_pct | number | oversized expressed as a percentage. |
| monthly_cloud_bill* | number | monthly cloud bill used by this deterministic tool. |
| unattached_volumes_count | number | unattached volumes count used by this deterministic tool. |
{
"type": "object",
"required": [
"monthly_cloud_bill"
],
"properties": {
"idle_pct": {
"type": "number",
"maximum": 100,
"minimum": 0,
"examples": [
1
],
"description": "idle expressed as a percentage."
},
"oversized_pct": {
"type": "number",
"maximum": 100,
"minimum": 0,
"examples": [
1
],
"description": "oversized expressed as a percentage."
},
"monthly_cloud_bill": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "monthly cloud bill used by this deterministic tool."
},
"unattached_volumes_count": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "unattached volumes count used by this deterministic tool."
}
},
"additionalProperties": false
}Use this when a user asks for Kubernetes cluster capacity. Uses the same node vCPU, node memory, node count, system reserve, and target utilization model as the browser calculator.
| Argument | Type | Description |
|---|---|---|
| node_vcpu* | number | node vcpu used by this deterministic tool. |
| node_count* | number | node count used by this deterministic tool. |
| node_mem_gb* | number | node mem in gigabytes. |
| system_reserve_pct | number | system reserve expressed as a percentage. |
| target_utilization_pct | number | target utilization expressed as a percentage. |
{
"type": "object",
"required": [
"node_vcpu",
"node_mem_gb",
"node_count"
],
"properties": {
"node_vcpu": {
"type": "number",
"minimum": 0.001,
"examples": [
0.001
],
"description": "node vcpu used by this deterministic tool."
},
"node_count": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "node count used by this deterministic tool."
},
"node_mem_gb": {
"type": "number",
"minimum": 0.001,
"examples": [
0.001
],
"description": "node mem in gigabytes."
},
"system_reserve_pct": {
"type": "number",
"maximum": 99.999,
"minimum": 0,
"examples": [
1
],
"description": "system reserve expressed as a percentage."
},
"target_utilization_pct": {
"type": "number",
"maximum": 100,
"minimum": 0.001,
"examples": [
0.001
],
"description": "target utilization expressed as a percentage."
}
},
"additionalProperties": false
}Use this when a user asks how many database connections to configure. Uses the same max_connections, app server count, database cores, average query duration, and peak RPS model as the browser calculator.
| Argument | Type | Description |
|---|---|---|
| db_cores* | number | db cores used by this deterministic tool. |
| peak_rps* | number | peak rps used by this deterministic tool. |
| app_servers* | number | app servers used by this deterministic tool. |
| avg_query_ms* | number | avg query ms used by this deterministic tool. |
| max_connections* | number | max connections used by this deterministic tool. |
{
"type": "object",
"required": [
"max_connections",
"app_servers",
"db_cores",
"avg_query_ms",
"peak_rps"
],
"properties": {
"db_cores": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "db cores used by this deterministic tool."
},
"peak_rps": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "peak rps used by this deterministic tool."
},
"app_servers": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "app servers used by this deterministic tool."
},
"avg_query_ms": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "avg query ms used by this deterministic tool."
},
"max_connections": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "max connections used by this deterministic tool."
}
},
"additionalProperties": false
}Use when a user asks about deployment frequency or DORA deploy cadence.
| Argument | Type | Description |
|---|---|---|
| team_size* | number | team size used by this deterministic tool. |
| working_days | number | working days used by this deterministic tool. |
| deploys_per_month* | number | deploys per month used by this deterministic tool. |
{
"type": "object",
"required": [
"deploys_per_month",
"team_size"
],
"properties": {
"team_size": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "team size used by this deterministic tool."
},
"working_days": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "working days used by this deterministic tool."
},
"deploys_per_month": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "deploys per month used by this deterministic tool."
}
},
"additionalProperties": false
}Scan text (config, code, env files) for leaked API keys, tokens, passwords, and private keys, plus static code-risk findings such as dynamic code execution, wildcard CORS, unsafe HTML sinks, process spawning and removed security guards. Returns findings with redacted matches and severity classification.
| Argument | Type | Description |
|---|---|---|
| text* | string | Config, code, or env file content to scan. Do not submit live production secrets; rotate any real credential that appears here. |
{
"type": "object",
"required": [
"text"
],
"properties": {
"text": {
"type": "string",
"examples": [
"example"
],
"maxLength": 8192,
"description": "Config, code, or env file content to scan. Do not submit live production secrets; rotate any real credential that appears here."
}
},
"additionalProperties": false
}Lint a Dockerfile against a rule-based subset of Hadolint checks: untagged or :latest base images, interactive or unpinned apt-get installs, apt list cleanup, apk cache, ADD for local files, shell-form CMD/ENTRYPOINT, running as root and a missing HEALTHCHECK. Lines joined with a trailing backslash count as one instruction, and each issue reports its line in the original file.
| Argument | Type | Description |
|---|---|---|
| dockerfile* | string | Dockerfile content (full or partial), up to 8,192 characters. |
{
"type": "object",
"required": [
"dockerfile"
],
"properties": {
"dockerfile": {
"type": "string",
"examples": [
"example"
],
"maxLength": 8192,
"description": "Dockerfile content (full or partial), up to 8,192 characters."
}
},
"additionalProperties": false
}Use this when a user wants to benchmark an engineering team against DORA metrics. Takes deploys per month, lead time in hours, change failure rate in percent and, optionally, time to restore in hours. Classifies each metric as elite, high, medium or low against fixed benchmark bands; an omitted restore time is reported as unknown and the overall profile is marked partial rather than assumed.
| Argument | Type | Description |
|---|---|---|
| lead_time_hours* | number | Lead time for changes, commit to production, in hours. |
| deploys_per_month* | number | Production deployments per month. |
| change_failure_pct* | number | Share of deployments that cause a failure in production, in percent. |
| restore_time_hours | number | Time to restore service after a failed change, in hours. Optional; when omitted the metric is reported as unknown. |
{
"type": "object",
"required": [
"deploys_per_month",
"lead_time_hours",
"change_failure_pct"
],
"properties": {
"lead_time_hours": {
"type": "number",
"minimum": 0,
"examples": [
24
],
"description": "Lead time for changes, commit to production, in hours."
},
"deploys_per_month": {
"type": "number",
"minimum": 0,
"examples": [
20
],
"description": "Production deployments per month."
},
"change_failure_pct": {
"type": "number",
"maximum": 100,
"minimum": 0,
"examples": [
15
],
"description": "Share of deployments that cause a failure in production, in percent."
},
"restore_time_hours": {
"type": "number",
"minimum": 0,
"examples": [
4
],
"description": "Time to restore service after a failed change, in hours. Optional; when omitted the metric is reported as unknown."
}
},
"additionalProperties": false
}Use when a user asks about EC2 cost. Given instance type and hours, returns monthly cost and DO-equivalent savings estimate.
| Argument | Type | Description |
|---|---|---|
| os | string | os used by this deterministic tool. |
| instance_type* | string | instance type used by this deterministic tool. |
| hours_per_month | number | hours per month used by this deterministic tool. |
{
"type": "object",
"required": [
"instance_type"
],
"properties": {
"os": {
"type": "string",
"examples": [
"Linux"
],
"description": "os used by this deterministic tool."
},
"instance_type": {
"type": "string",
"examples": [
"t3.medium"
],
"description": "instance type used by this deterministic tool."
},
"hours_per_month": {
"type": "number",
"minimum": 0,
"examples": [
730
],
"description": "hours per month used by this deterministic tool."
}
},
"additionalProperties": false
}Use this when a user asks about monthly internet egress cost from daily request volume, average response size, provider, and CDN offload. Uses the same model as the browser calculator.
| Argument | Type | Description |
|---|---|---|
| cdn_pct | number | cdn expressed as a percentage. |
| provider | string | Cloud provider whose published pricing model should be applied. |
| daily_requests* | number | daily requests used by this deterministic tool. |
| avg_response_kb* | number | avg response kb used by this deterministic tool. |
{
"type": "object",
"required": [
"daily_requests",
"avg_response_kb"
],
"properties": {
"cdn_pct": {
"type": "number",
"maximum": 100,
"minimum": 0,
"examples": [
1
],
"description": "cdn expressed as a percentage."
},
"provider": {
"enum": [
"AWS",
"GCP",
"Azure",
"Cloudflare",
"DigitalOcean"
],
"type": "string",
"examples": [
"AWS"
],
"description": "Cloud provider whose published pricing model should be applied."
},
"daily_requests": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "daily requests used by this deterministic tool."
},
"avg_response_kb": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "avg response kb used by this deterministic tool."
}
},
"additionalProperties": false
}Use this when a user asks about their SLO error budget, remaining error budget, or burn rate. Given SLO percentage and window, returns budget minutes remaining, burn rate multiplier, and status (Under budget / Elevated / ALERTING).
| Argument | Type | Description |
|---|---|---|
| slo_pct* | number | Service-level objective target expressed as a percentage. |
| window_days | number | Length of the service-level objective window in days. |
| consumed_minutes | number | consumed in minutes. |
| window_elapsed_days | number | window elapsed days used by this deterministic tool. |
{
"type": "object",
"required": [
"slo_pct"
],
"properties": {
"slo_pct": {
"type": "number",
"maximum": 99.9999,
"minimum": 0.001,
"examples": [
0.001
],
"description": "Service-level objective target expressed as a percentage."
},
"window_days": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "Length of the service-level objective window in days."
},
"consumed_minutes": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "consumed in minutes."
},
"window_elapsed_days": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "window elapsed days used by this deterministic tool."
}
},
"additionalProperties": false
}Use this when a user asks what an outage or incident cost, or wants to calculate the financial impact of downtime. Takes hourly revenue, downtime duration, and affected percentage. Returns revenue impact, engineering cost, and total incident cost in dollars.
| Argument | Type | Description |
|---|---|---|
| eng_hourly | number | eng hourly used by this deterministic tool. |
| responders | number | responders used by this deterministic tool. |
| affected_pct | number | affected expressed as a percentage. |
| downtime_hours* | number | downtime in hours. |
| hourly_revenue* | number | hourly revenue used by the calculation; monetary values are in USD unless stated otherwise. |
{
"type": "object",
"required": [
"hourly_revenue",
"downtime_hours"
],
"properties": {
"eng_hourly": {
"type": "number",
"examples": [
1
],
"description": "eng hourly used by this deterministic tool."
},
"responders": {
"type": "number",
"examples": [
1
],
"description": "responders used by this deterministic tool."
},
"affected_pct": {
"type": "number",
"examples": [
1
],
"description": "affected expressed as a percentage."
},
"downtime_hours": {
"type": "number",
"examples": [
1
],
"description": "downtime in hours."
},
"hourly_revenue": {
"type": "number",
"examples": [
1
],
"description": "hourly revenue used by the calculation; monetary values are in USD unless stated otherwise."
}
},
"additionalProperties": false
}Historical curated package-name advisory reference only. Matches older CVE examples for common packages; does not query live feeds or evaluate installed version ranges, so it never proves a package is currently vulnerable or safe.
| Argument | Type | Description |
|---|---|---|
| package_name* | string | Package identifier, optionally with a version (e.g. [email protected], log4j-core, @babel/core). Versions are not assessed by this historical lookup. |
{
"type": "object",
"required": [
"package_name"
],
"properties": {
"package_name": {
"type": "string",
"examples": [
"lodash"
],
"maxLength": 256,
"description": "Package identifier, optionally with a version (e.g. [email protected], log4j-core, @babel/core). Versions are not assessed by this historical lookup."
}
},
"additionalProperties": false
}Lint a Kubernetes manifest (YAML) for common issues: missing resource limits, missing health checks, :latest tag usage, privileged containers. Returns issue list and severity.
| Argument | Type | Description |
|---|---|---|
| manifest* | string | Kubernetes manifest YAML content |
{
"type": "object",
"required": [
"manifest"
],
"properties": {
"manifest": {
"type": "string",
"examples": [
"example"
],
"maxLength": 200000,
"description": "Kubernetes manifest YAML content"
}
},
"additionalProperties": false
}Use when a user asks about MTTR or DORA recovery time. Takes incident timestamps (string lines "start,detected,resolved" or array of {start,detected,resolved}).
| Argument | Type | Description |
|---|---|---|
| incidents* | any | incidents used by this deterministic tool. |
{
"type": "object",
"required": [
"incidents"
],
"properties": {
"incidents": {
"examples": [
"2026-04-01T10:00,2026-04-01T10:05,2026-04-01T10:30"
],
"description": "incidents used by this deterministic tool."
}
},
"additionalProperties": false
}Use when a user asks about on-call load or burnout risk. Uses team size, rotation length, and hourly rate exactly as the browser calculator does.
| Argument | Type | Description |
|---|---|---|
| team_size* | number | team size used by this deterministic tool. |
| hourly_rate* | number | hourly rate used by the calculation; monetary values are in USD unless stated otherwise. |
| rotation_weeks* | number | rotation weeks used by this deterministic tool. |
{
"type": "object",
"required": [
"team_size",
"rotation_weeks",
"hourly_rate"
],
"properties": {
"team_size": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "team size used by this deterministic tool."
},
"hourly_rate": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "hourly rate used by the calculation; monetary values are in USD unless stated otherwise."
},
"rotation_weeks": {
"type": "number",
"examples": [
1
],
"description": "rotation weeks used by this deterministic tool.",
"exclusiveMinimum": 0
}
},
"additionalProperties": false
}Use this when a user asks how much their GitHub Actions CI/CD pipeline costs per month. Takes average job duration in minutes, jobs per run, runs per month and the runner label (ubuntu-latest, windows-latest, macos-latest or self-hosted; matched case-insensitively). Uses GitHub list prices for standard hosted runners effective 1 Jan 2026 and GitHub Free's 2,000 included minutes for private repositories, drawn at list price. Self-hosted minutes carry no GitHub charge.
| Argument | Type | Description |
|---|---|---|
| runner | string | Runner label, for example ubuntu-latest, windows-latest, macos-latest or self-hosted. Matched case-insensitively; defaults to Linux. |
| avg_job_min* | number | Average job duration in minutes. |
| jobs_per_run* | number | Jobs per workflow run. |
| runs_per_month* | number | Workflow runs per month. |
{
"type": "object",
"required": [
"avg_job_min",
"jobs_per_run",
"runs_per_month"
],
"properties": {
"runner": {
"type": "string",
"examples": [
"ubuntu-latest"
],
"maxLength": 128,
"description": "Runner label, for example ubuntu-latest, windows-latest, macos-latest or self-hosted. Matched case-insensitively; defaults to Linux."
},
"avg_job_min": {
"type": "number",
"minimum": 0,
"examples": [
8
],
"description": "Average job duration in minutes."
},
"jobs_per_run": {
"type": "number",
"minimum": 0,
"examples": [
4
],
"description": "Jobs per workflow run."
},
"runs_per_month": {
"type": "number",
"minimum": 0,
"examples": [
500
],
"description": "Workflow runs per month."
}
},
"additionalProperties": false
}Use this when a user asks about their ML model precision, recall, F1 score, or F-beta score. Takes precision and recall as fractions from 0 to 1 and an optional beta weight. Returns F1, F-beta, and interpretation of the precision-recall tradeoff.
| Argument | Type | Description |
|---|---|---|
| beta | number | beta used by this deterministic tool. |
| recall* | number | recall used by this deterministic tool. |
| precision* | number | precision used by this deterministic tool. |
{
"type": "object",
"required": [
"precision",
"recall"
],
"properties": {
"beta": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "beta used by this deterministic tool."
},
"recall": {
"type": "number",
"maximum": 1,
"minimum": 0,
"examples": [
1
],
"description": "recall used by this deterministic tool."
},
"precision": {
"type": "number",
"maximum": 1,
"minimum": 0,
"examples": [
1
],
"description": "precision used by this deterministic tool."
}
},
"additionalProperties": false
}Estimate PostgreSQL sequential-scan and index-scan cost from table rows, table pages, selectivity, and storage type. Uses the same four-input model as the browser calculator.
| Argument | Type | Description |
|---|---|---|
| table_rows* | number | table rows used by this deterministic tool. |
| table_pages* | number | table pages used by this deterministic tool. |
| storage_type* | string | storage type; accepted values: ssd, nvme, hdd, network. |
| selectivity_pct* | number | selectivity expressed as a percentage. |
{
"type": "object",
"required": [
"table_rows",
"table_pages",
"selectivity_pct",
"storage_type"
],
"properties": {
"table_rows": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "table rows used by this deterministic tool."
},
"table_pages": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "table pages used by this deterministic tool."
},
"storage_type": {
"enum": [
"ssd",
"nvme",
"hdd",
"network"
],
"type": "string",
"examples": [
"ssd"
],
"description": "storage type; accepted values: ssd, nvme, hdd, network."
},
"selectivity_pct": {
"type": "number",
"maximum": 100,
"minimum": 0,
"examples": [
1
],
"description": "selectivity expressed as a percentage."
}
},
"additionalProperties": false
}Calculate API rate limit utilization given current request count and limit. Returns utilization percentage, buffer, safety status, and risk level (OK at <80%, WARNING at 80-95%, CRITICAL at >95%).
| Argument | Type | Description |
|---|---|---|
| limit* | number | Rate limit ceiling |
| window_seconds | number | Rate limit window in seconds (e.g. 60 for per-minute) |
| current_requests* | number | Current request count in the window |
{
"type": "object",
"required": [
"current_requests",
"limit"
],
"properties": {
"limit": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "Rate limit ceiling"
},
"window_seconds": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "Rate limit window in seconds (e.g. 60 for per-minute)"
},
"current_requests": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "Current request count in the window"
}
},
"additionalProperties": false
}Use this when a user asks whether to buy Reserved Instances or stay on On-Demand, or how long an RI takes to pay for itself. Takes On-Demand and RI monthly costs plus optional upfront fees (0 when omitted). Judges the 1-year and 3-year terms separately and returns each break-even month and net saving. It recommends a term only when that term saves money over its own length, and prefers 3 years only when it beats three 1-year terms over 36 months at current prices.
| Argument | Type | Description |
|---|---|---|
| od_monthly* | number | On-Demand cost per month in USD. |
| ri_1yr_monthly* | number | 1-year Reserved Instance cost per month in USD, excluding the upfront fee. |
| ri_1yr_upfront | number | 1-year upfront fee in USD; 0 when omitted (no-upfront RI). |
| ri_3yr_monthly* | number | 3-year Reserved Instance cost per month in USD, excluding the upfront fee. |
| ri_3yr_upfront | number | 3-year upfront fee in USD; 0 when omitted (no-upfront RI). |
{
"type": "object",
"required": [
"od_monthly",
"ri_1yr_monthly",
"ri_3yr_monthly"
],
"properties": {
"od_monthly": {
"type": "number",
"examples": [
450
],
"description": "On-Demand cost per month in USD.",
"exclusiveMinimum": 0
},
"ri_1yr_monthly": {
"type": "number",
"minimum": 0,
"examples": [
280
],
"description": "1-year Reserved Instance cost per month in USD, excluding the upfront fee."
},
"ri_1yr_upfront": {
"type": "number",
"minimum": 0,
"examples": [
0
],
"description": "1-year upfront fee in USD; 0 when omitted (no-upfront RI)."
},
"ri_3yr_monthly": {
"type": "number",
"minimum": 0,
"examples": [
180
],
"description": "3-year Reserved Instance cost per month in USD, excluding the upfront fee."
},
"ri_3yr_upfront": {
"type": "number",
"minimum": 0,
"examples": [
0
],
"description": "3-year upfront fee in USD; 0 when omitted (no-upfront RI)."
}
},
"additionalProperties": false
}Use when a user asks about instance rightsizing or overprovisioned compute.
| Argument | Type | Description |
|---|---|---|
| hourly_cost | number | hourly cost used by the calculation; monetary values are in USD unless stated otherwise. |
| p99_cpu_pct* | number | p99 cpu expressed as a percentage. |
| current_vcpu* | number | current vcpu used by this deterministic tool. |
| instance_count | number | instance count used by this deterministic tool. |
| p99_memory_pct* | number | p99 memory expressed as a percentage. |
| current_memory_gb* | number | current memory in gigabytes. |
{
"type": "object",
"required": [
"current_vcpu",
"p99_cpu_pct",
"current_memory_gb",
"p99_memory_pct"
],
"properties": {
"hourly_cost": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "hourly cost used by the calculation; monetary values are in USD unless stated otherwise."
},
"p99_cpu_pct": {
"type": "number",
"maximum": 100,
"minimum": 0,
"examples": [
1
],
"description": "p99 cpu expressed as a percentage."
},
"current_vcpu": {
"type": "number",
"examples": [
1
],
"description": "current vcpu used by this deterministic tool.",
"exclusiveMinimum": 0
},
"instance_count": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "instance count used by this deterministic tool."
},
"p99_memory_pct": {
"type": "number",
"maximum": 100,
"minimum": 0,
"examples": [
1
],
"description": "p99 memory expressed as a percentage."
},
"current_memory_gb": {
"type": "number",
"examples": [
1
],
"description": "current memory in gigabytes.",
"exclusiveMinimum": 0
}
},
"additionalProperties": false
}Use this when a user asks how fast they are burning their error budget, or whether their current error rate will exhaust their SLO window. Takes error count, total requests, SLO target, and observation window. Returns burn rate and budget consumption per hour.
| Argument | Type | Description |
|---|---|---|
| slo* | number | Service-level objective target expressed as a percentage. |
| total* | number | Total number of requests observed in the measurement window. |
| errors* | number | Number of failed requests observed in the measurement window. |
| window_hours* | number | Length of the observed measurement window in hours. |
{
"type": "object",
"required": [
"errors",
"total",
"slo",
"window_hours"
],
"properties": {
"slo": {
"type": "number",
"maximum": 99.9999,
"minimum": 0,
"examples": [
1
],
"description": "Service-level objective target expressed as a percentage."
},
"total": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "Total number of requests observed in the measurement window."
},
"errors": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "Number of failed requests observed in the measurement window."
},
"window_hours": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "Length of the observed measurement window in hours."
}
},
"additionalProperties": false
}Use when a user asks about risk of a software purchase or SaaS commitment.
| Argument | Type | Description |
|---|---|---|
| numUsers | number | numUsers used by this deterministic tool. |
| setupHours | number | setupHours used by this deterministic tool. |
| integrationCount | number | integrationCount used by this deterministic tool. |
| internalHourlyCost | number | internalHourlyCost used by this deterministic tool. |
| monthlySubscription* | number | monthlySubscription used by this deterministic tool. |
| changeManagementRisk | number | changeManagementRisk used by this deterministic tool. |
| contractLengthMonths | number | contractLengthMonths used by this deterministic tool. |
| vendorStabilityScore | number | vendorStabilityScore used by this deterministic tool. |
{
"type": "object",
"required": [
"monthlySubscription"
],
"properties": {
"numUsers": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "numUsers used by this deterministic tool."
},
"setupHours": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "setupHours used by this deterministic tool."
},
"integrationCount": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "integrationCount used by this deterministic tool."
},
"internalHourlyCost": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "internalHourlyCost used by this deterministic tool."
},
"monthlySubscription": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "monthlySubscription used by this deterministic tool."
},
"changeManagementRisk": {
"type": "number",
"maximum": 5,
"minimum": 1,
"examples": [
1
],
"description": "changeManagementRisk used by this deterministic tool."
},
"contractLengthMonths": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "contractLengthMonths used by this deterministic tool."
},
"vendorStabilityScore": {
"type": "number",
"maximum": 5,
"minimum": 1,
"examples": [
1
],
"description": "vendorStabilityScore used by this deterministic tool."
}
},
"additionalProperties": false
}Use when a user asks to estimate monthly cost of a Terraform plan.
| Argument | Type | Description |
|---|---|---|
| count* | number | count used by this deterministic tool. |
| instance_size | string | instance size used by this deterministic tool. |
| resource_type* | string | resource type used by this deterministic tool. |
{
"type": "object",
"required": [
"resource_type",
"count"
],
"properties": {
"count": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "count used by this deterministic tool."
},
"instance_size": {
"type": "string",
"examples": [
"example"
],
"description": "instance size used by this deterministic tool."
},
"resource_type": {
"type": "string",
"examples": [
"example"
],
"description": "resource type used by this deterministic tool."
}
},
"additionalProperties": false
}Use when a user asks about TCO or multi-year SaaS cost.
| Argument | Type | Description |
|---|---|---|
| oneTimeFees | number | oneTimeFees used by this deterministic tool. |
| numPaidSeats* | number | numPaidSeats used by this deterministic tool. |
| contractLength | number | contractLength used by this deterministic tool. |
| perUserMonthlyFee | number | perUserMonthlyFee used by this deterministic tool. |
| adminHoursPerMonth | number | adminHoursPerMonth used by this deterministic tool. |
| expectedActiveUsers* | number | expectedActiveUsers used by this deterministic tool. |
| internalHourlyCost105 | number | internalHourlyCost105 used by this deterministic tool. |
| baseMonthlySubscription | number | baseMonthlySubscription used by this deterministic tool. |
{
"type": "object",
"required": [
"numPaidSeats",
"expectedActiveUsers"
],
"properties": {
"oneTimeFees": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "oneTimeFees used by this deterministic tool."
},
"numPaidSeats": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "numPaidSeats used by this deterministic tool."
},
"contractLength": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "contractLength used by this deterministic tool."
},
"perUserMonthlyFee": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "perUserMonthlyFee used by this deterministic tool."
},
"adminHoursPerMonth": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "adminHoursPerMonth used by this deterministic tool."
},
"expectedActiveUsers": {
"type": "number",
"minimum": 1,
"examples": [
1
],
"description": "expectedActiveUsers used by this deterministic tool."
},
"internalHourlyCost105": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "internalHourlyCost105 used by this deterministic tool."
},
"baseMonthlySubscription": {
"type": "number",
"minimum": 0,
"examples": [
1
],
"description": "baseMonthlySubscription used by this deterministic tool."
}
},
"additionalProperties": false
}