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Zain Ahmed Platform MCP Server

Server Details

Multi-cloud SRE architectures, FinOps ROI models, certifications, and engineering blueprints.

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Status
Healthy
Uptime
100.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP · MCP 2024-11-05
URL
ChatGPT
–
Claude
–

TDQS

A3.8/5.0

Scored across 13 tools

Disambiguation4/5

List-vs-detail pairs (get_articles/get_article_by_slug, get_projects/get_project_by_slug) are cleanly separated, and the utility tools (calculate_finops_roi, generate_architecture_manifest, submit_contact) are unmistakable. The one soft spot is the profile cluster: get_profile, get_about, get_skills, get_certifications, and get_services all return overlapping slices of the same person, and get_profile's 'scoped to the requested section' wording invites misselection against get_about and get_certifications.

Naming Consistency4/5

All 13 names use snake_case with a leading verb and are readable and predictable, with get_* dominating the read surface and calculate_/generate_/search_/submit_ covering other actions. Minor deviations: get_about is a verb plus preposition rather than verb_noun, and the plural-list vs singular+by_slug convention isn't stated explicitly but is at least applied consistently.

Tool Count5/5

13 tools sits squarely in the well-scoped band. Each tool maps to a distinct content entity or action, and nothing appears redundant or padded.

Completeness4/5

The portfolio domain is well covered: list+detail for articles and projects, full-text search, profile/about/skills/certifications/services, and an idempotent contact path with retry semantics. Minor gaps remain—submit_contact returns a reference ID but there is no tool to check submission status, and no way to enumerate available categories or tags before filtering the list endpoints.

Available Tools

13 tools
calculate_finops_roiA
Read-only
Inspect

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.

Inputs: monthlyCloudSpend (required), cloudProvider. Returns: estimatedAnnualSavings, estimatedMonthlySavings

generate_architecture_manifestA
Read-only
Inspect

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.

Inputs: manifestType (required). Returns: content, filename, manifestType

get_aboutA
Read-only
Inspect

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.

Inputs: section. Returns: summary, headline, philosophy, principles

get_article_by_slugA
Read-only
Inspect

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.

Inputs: slug (required). Returns: slug, title, content

get_articlesA
Read-only
Inspect

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.

Inputs: tag, limit, offset, category. Returns: total, articles

get_certificationsA
Read-only
Inspect

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.

Inputs: provider. Returns: certifications

get_profileA
Read-only
Inspect

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.

Inputs: section. Returns: bio, name, title, headline, +2 more

get_project_by_slugA
Read-only
Inspect

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.

Inputs: slug (required). Returns: slug, title

get_projectsA
Read-only
Inspect

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.

Inputs: tech, limit, offset, category. Returns: total, projects

get_servicesA
Read-only
Inspect

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.

Inputs: tier. Returns: services

get_skillsA
Read-only
Inspect

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.

Inputs: category. Returns: multiCloud, observabilityAndSre, infrastructureAsCode, securityAndCompliance, +…

search_knowledge_baseA
Read-only
Inspect

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.

Inputs: query (required). Returns: query, articles, projects

submit_contactAInspect

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.

Inputs: name (required), email (required), message (required), company, +2 more. Returns: success, referenceId

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