Multi-cloud SRE architectures, FinOps ROI models, certifications, and engineering blueprints.
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Use this tool when modeling estimated monthly and annual cloud cost savings from Karpenter container bin-packing, spot orchestration, and Graviton migration. Returns itemized ROI projections in USD.
Current monthly cloud spend in USD
Cloud provider (AWS, GCP, Azure, OCI)
Pick your client. Values in capitals, like YOUR_TOKEN, are yours to fill in.
Run in a terminal
claude mcp add --transport http mcp-server https://zainahmed.net/mcp
Use this tool when modeling estimated monthly and annual cloud cost savings from Karpenter container bin-packing, spot orchestration, and Graviton migration. Returns itemized ROI projections in USD.
| Argument | Type | Description |
|---|---|---|
| cloudProvider | string | Cloud provider (AWS, GCP, Azure, OCI) |
| monthlyCloudSpend* | number | Current monthly cloud spend in USD |
{
"type": "object",
"required": [
"monthlyCloudSpend"
],
"properties": {
"cloudProvider": {
"type": "string",
"description": "Cloud provider (AWS, GCP, Azure, OCI)"
},
"monthlyCloudSpend": {
"type": "number",
"maximum": 1000000000,
"minimum": 0,
"description": "Current monthly cloud spend in USD"
}
},
"additionalProperties": false
}Use this tool when generating production-ready Kubernetes YAML or Terraform infrastructure starter manifests for common SRE patterns. Returns the manifest type, suggested filename, and full source code.
| Argument | Type | Description |
|---|---|---|
| manifestType* | string | Type of manifest to generate |
{
"type": "object",
"required": [
"manifestType"
],
"properties": {
"manifestType": {
"enum": [
"karpenter-nodepool",
"k8s-pod-disruption-budget",
"zero-trust-network-policy",
"terraform-multi-cloud-vpc"
],
"type": "string",
"description": "Type of manifest to generate"
}
},
"additionalProperties": false
}Use this tool when you need Zain Ahmed's engineering philosophy, personal letter, architectural story, or core operational tenets. Returns structured narrative and principle records for the selected section.
| Argument | Type | Description |
|---|---|---|
| section | string | Filter about section: all, philosophy, principles, story |
{
"type": "object",
"properties": {
"section": {
"enum": [
"all",
"philosophy",
"principles",
"story"
],
"type": "string",
"description": "Filter about section: all, philosophy, principles, story"
}
},
"additionalProperties": false
}Use this tool when reading the complete Markdown publication body, frontmatter metadata, and checkpoints of a specific technical article by its slug. Returns the full article object including markdown content.
| Argument | Type | Description |
|---|---|---|
| slug* | string | The unique slug of the article (e.g. 'moving-beyond-ai-code-editor-antigravity-2-0', 'soc2-continuous-compliance-blueprint') |
{
"type": "object",
"required": [
"slug"
],
"properties": {
"slug": {
"type": "string",
"description": "The unique slug of the article (e.g. 'moving-beyond-ai-code-editor-antigravity-2-0', 'soc2-continuous-compliance-blueprint')"
}
},
"additionalProperties": false
}Use this tool when browsing or filtering published architectural blueprints, SOC 2 compliance guides, and Kubernetes SRE articles by category or tag. Returns a paginated list of article summaries and reading times.
| Argument | Type | Description |
|---|---|---|
| tag | string | Tag filter (e.g. Kubernetes, SRE, FinOps, SOC 2, Multi-Cloud, Antigravity) |
| limit | integer | Max number of articles to return (default: 10) |
| offset | integer | Offset for pagination (default: 0) |
| category | string | Article category filter |
{
"type": "object",
"properties": {
"tag": {
"type": "string",
"description": "Tag filter (e.g. Kubernetes, SRE, FinOps, SOC 2, Multi-Cloud, Antigravity)"
},
"limit": {
"type": "integer",
"maximum": 50,
"minimum": 1,
"description": "Max number of articles to return (default: 10)"
},
"offset": {
"type": "integer",
"minimum": 0,
"description": "Offset for pagination (default: 0)"
},
"category": {
"type": "string",
"description": "Article category filter"
}
},
"additionalProperties": false
}Use this tool when verifying Zain Ahmed's 5x active multi-cloud certifications across AWS, Azure, GCP, OCI, and HashiCorp. Returns certification titles, issuing institutions, credential IDs, and Credly verification URLs.
| Argument | Type | Description |
|---|---|---|
| provider | string | Filter certifications by cloud provider: all, AWS, Azure, GCP, OCI, HashiCorp |
{
"type": "object",
"properties": {
"provider": {
"enum": [
"all",
"AWS",
"Azure",
"GCP",
"OCI",
"HashiCorp"
],
"type": "string",
"description": "Filter certifications by cloud provider: all, AWS, Azure, GCP, OCI, HashiCorp"
}
},
"additionalProperties": false
}Use this tool when you need Zain Ahmed's verified engineer profile, biography, 5x multi-cloud credentials, operating principles, or contact links. Returns structured profile metadata scoped to the requested section.
| Argument | Type | Description |
|---|---|---|
| section | string | Filter section: all, bio, credentials, certifications, principles, contacts |
{
"type": "object",
"properties": {
"section": {
"enum": [
"all",
"bio",
"credentials",
"certifications",
"principles",
"contacts"
],
"type": "string",
"description": "Filter section: all, bio, credentials, certifications, principles, contacts"
}
},
"additionalProperties": false
}Use this tool when retrieving the complete technical deep-dive for a single case study identified by its slug. Returns the full project record including architecture details, verified metrics, and tech stack.
| Argument | Type | Description |
|---|---|---|
| slug* | string | The unique slug identifier of the project (e.g. 'pivotal-build', 'yubi', 'dcma') |
{
"type": "object",
"required": [
"slug"
],
"properties": {
"slug": {
"type": "string",
"description": "The unique slug identifier of the project (e.g. 'pivotal-build', 'yubi', 'dcma')"
}
},
"additionalProperties": false
}Use this tool when listing or filtering verified enterprise production case studies by domain category or technology stack. Returns a paginated list of system blueprints, tech stacks, and business metrics.
| Argument | Type | Description |
|---|---|---|
| tech | string | Filter by technology used (e.g. Kubernetes, Terraform, ArgoCD, GCP, AWS) |
| limit | integer | Max number of projects to return (default: 10) |
| offset | integer | Offset for pagination (default: 0) |
| category | string | Category filter (e.g. FinTech, Consulting, Healthcare, Cloud Engineering) |
{
"type": "object",
"properties": {
"tech": {
"type": "string",
"description": "Filter by technology used (e.g. Kubernetes, Terraform, ArgoCD, GCP, AWS)"
},
"limit": {
"type": "integer",
"maximum": 50,
"minimum": 1,
"description": "Max number of projects to return (default: 10)"
},
"offset": {
"type": "integer",
"minimum": 0,
"description": "Offset for pagination (default: 0)"
},
"category": {
"type": "string",
"description": "Category filter (e.g. FinTech, Consulting, Healthcare, Cloud Engineering)"
}
},
"additionalProperties": false
}Use this tool when checking Zain Ahmed's engineering focus areas, advisory scope, and full-time work availability status (no paid engagements). Returns structured capability tier records.
| Argument | Type | Description |
|---|---|---|
| tier | string | Filter by engagement model |
{
"type": "object",
"properties": {
"tier": {
"enum": [
"all",
"audit",
"fractional",
"modernization"
],
"type": "string",
"description": "Filter by engagement model"
}
},
"additionalProperties": false
}Use this tool when inspecting Zain Ahmed's categorized technology stack across Multi-Cloud, Kubernetes, Infrastructure as Code, DevSecOps, Observability, and Agentic AI. Returns a dictionary of skill categories and tool lists.
| Argument | Type | Description |
|---|---|---|
| category | string | Skill category: all, multiCloud, containersAndOrchestration, infrastructureAsCode, ciCdAndGitOps, agenticAiAndMlOps, observabilityAndSre, securityAndCompliance, programmingLanguages |
{
"type": "object",
"properties": {
"category": {
"type": "string",
"description": "Skill category: all, multiCloud, containersAndOrchestration, infrastructureAsCode, ciCdAndGitOps, agenticAiAndMlOps, observabilityAndSre, securityAndCompliance, programmingLanguages"
}
},
"additionalProperties": false
}Use this tool when performing a full-text keyword search across all portfolio case studies, architecture blueprints, and technical articles. Returns matching project and article summaries with match counts.
| Argument | Type | Description |
|---|---|---|
| query* | string | Search keyword or phrase (e.g. 'Karpenter bin-packing', 'SOC 2', 'Antigravity', 'Zero-Trust') |
{
"type": "object",
"required": [
"query"
],
"properties": {
"query": {
"type": "string",
"description": "Search keyword or phrase (e.g. 'Karpenter bin-packing', 'SOC 2', 'Antigravity', 'Zero-Trust')"
}
},
"additionalProperties": false
}Use this tool when a user explicitly asks to send an engineering question or feedback message to Zain Ahmed. Returns submission status and reference ID; reuse idempotencyKey safely for retries.
| Argument | Type | Description |
|---|---|---|
| name* | string | Sender name |
| email* | string | Sender email |
| company | string | Company or organization name |
| message* | string | Detailed inquiry message |
| subject | string | Topic or inquiry subject |
| idempotencyKey | string | Generate once per inquiry; reuse on retries. |
{
"type": "object",
"required": [
"name",
"email",
"message"
],
"properties": {
"name": {
"type": "string",
"description": "Sender name"
},
"email": {
"type": "string",
"format": "email",
"description": "Sender email"
},
"company": {
"type": "string",
"description": "Company or organization name"
},
"message": {
"type": "string",
"maxLength": 5000,
"minLength": 1,
"description": "Detailed inquiry message"
},
"subject": {
"type": "string",
"description": "Topic or inquiry subject"
},
"idempotencyKey": {
"type": "string",
"pattern": "^[A-Za-z0-9_-]{16,128}$",
"description": "Generate once per inquiry; reuse on retries."
}
},
"additionalProperties": false
}We read every tool's name, description and inputs the way the model will, looking for instructions hidden from you. A clean result means no warning signs, not a guarantee. Scanned Nov 13, 2026.