Fmind Freelance AI Architect Website

Measured conclusion: Deep-tested. L2 outcome: tools_ok.

Read-only access to Fmind's portfolio, articles, and sites.

Add to your agent

Copy this into your MCP client config:

{
  "mcpServers": {
    "Fmind Freelance AI Architect Website": {
      "url": "https://www.fmind.dev/mcp",
      "transport": "streamable-http"
    }
  }
}

Measured tools (10)

• get_profile read-only

  Return the core profile: identity, headline, job title, contact, socials, biography, and areas of expertise.

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world no

• list_experience read-only

  List professional work experience: companies, roles, descriptions, and skill tags.

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world no

• list_certifications read-only

  List professional certifications, badges, and course specializations with their issuers.

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world no

• list_publications read-only

  List academic and written publications: the PhD thesis, peer-reviewed papers, and hosted articles.

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world no

• search_articles read-only

  Search the hosted articles by relevance (BM25 over titles, tags, descriptions, and full text) and return the best matches. Use it to answer what Fmind has written about a topic instead of listing every publication.

  Parameters:

  • query (required) — string — words to search for across article titles, tags, descriptions, and full text
  • tag — optionally keep only articles with this tag, case-insensitive: Agent, Coding, LLM, RAG, MLOps, Cloud, Python, Project, Demo, Guide
  • limit — integer — maximum number of results to return (default 10, maximum 50)

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world no

• list_projects read-only

  List open-source projects and educational YouTube series.

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world no

• get_services read-only

  List the professional services on offer (AI architecture advisory and mentoring) with availability and how to book.

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world no

• get_article read-only

  Read a public article's complete Markdown, dates, canonical URL, and hosted section links. Use a slug from search_articles; unknown and draft articles are unavailable.

  Parameters:

  • slug (required) — string

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world no

• compare_llm_hosting read-only

  Compare a GKE infrastructure budget with managed APIs. Call with parameters={} for defaults and supported models, hardware, and plans. Simple mode accepts preset, model, billing, requests (calls/day), and window (auto, 24, 8, or 1 hour/day); set mode=simple when overriding requests. It sizes replicas under illustrative throughput assumptions. Interactive presets run 24/7; job and pipeline presets schedule running hours inside active windows. Commitments bill idle hours. Advanced mode keeps the fleet fixed and exposes custom token budgets, throughput, and running time. Break-even holds that fleet fixed and checks its capacity. Totals include compute and GKE; operations and additional services are excluded. Returns assumptions, USD costs, constraints, sources, and a shareable URL. Invalid inputs fail; no resources are provisioned. See /agents#calculator.

  Parameters:

  • parameters (required) — object — Calculator URL parameters as strings; use an empty object for defaults and available choices.

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world no

• compare_mcp_context_cost read-only

  Count the tool-definition tokens that measured MCP servers (GitHub default toolset, Filesystem, Memory, Playwright) add to every model request, then price them as standard input for the managed APIs in the hosting snapshot. Omit servers for all four. Returns tokens per request and month, context share and USD per 1,000 requests and per 30-day month for each model, dated sources, limitations and a shareable page URL. Reference tokens, not provider billing. See /agents#mcp-context.

  Parameters:

  • servers — Distinct server ids; omit for all.
  • requests_per_day — integer — Model requests per day; count every call in agent loops.

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world no

Publisher website Repository

Measured by MCPYP probing. Untested fields are omitted, never estimated. Listing is always free; MCPYP never proxies calls or stores user tokens.