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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.
Calculator URL parameters as strings; use an empty object for defaults and available choices.
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.
| Argument | Type | Description |
|---|---|---|
| parameters* | object | Calculator URL parameters as strings; use an empty object for defaults and available choices. |
{
"type": "object",
"title": "compare_llm_hostingArguments",
"required": [
"parameters"
],
"properties": {
"parameters": {
"type": "object",
"title": "Parameters",
"description": "Calculator URL parameters as strings; use an empty object for defaults and available choices.",
"maxProperties": 64,
"propertyNames": {
"maxLength": 64
},
"additionalProperties": {
"type": "string",
"maxLength": 128
}
}
}
}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.
| Argument | Type | Description |
|---|---|---|
| servers | any | Distinct server ids; omit for all. |
| requests_per_day | integer | Model requests per day; count every call in agent loops. |
{
"type": "object",
"title": "compare_mcp_context_costArguments",
"properties": {
"servers": {
"anyOf": [
{
"type": "array",
"items": {
"enum": [
"github",
"filesystem",
"memory",
"playwright"
],
"type": "string"
},
"maxItems": 4,
"minItems": 1
},
{
"type": "null"
}
],
"title": "Servers",
"default": null,
"description": "Distinct server ids; omit for all."
},
"requests_per_day": {
"type": "integer",
"title": "Requests Per Day",
"default": 1000,
"maximum": 10000000,
"minimum": 1,
"description": "Model requests per day; count every call in agent loops."
}
}
}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.
| Argument | Type | Description |
|---|---|---|
| slug* | string |
{
"type": "object",
"title": "get_articleArguments",
"required": [
"slug"
],
"properties": {
"slug": {
"type": "string",
"title": "Slug",
"pattern": "^[a-z0-9]+(?:-[a-z0-9]+)*$",
"maxLength": 200,
"minLength": 1
}
}
}Return the core profile: identity, headline, job title, contact, socials, biography, and areas of expertise.
No arguments.
{
"type": "object",
"title": "get_profileArguments",
"properties": {}
}List the professional services on offer (AI architecture advisory and mentoring) with availability and how to book.
No arguments.
{
"type": "object",
"title": "servicesArguments",
"properties": {}
}List professional certifications, badges, and course specializations with their issuers.
No arguments.
{
"type": "object",
"title": "list_certificationsArguments",
"properties": {}
}List professional work experience: companies, roles, descriptions, and skill tags.
No arguments.
{
"type": "object",
"title": "list_experienceArguments",
"properties": {}
}List open-source projects and educational YouTube series.
No arguments.
{
"type": "object",
"title": "list_projectsArguments",
"properties": {}
}List academic and written publications: the PhD thesis, peer-reviewed papers, and hosted articles.
No arguments.
{
"type": "object",
"title": "list_publicationsArguments",
"properties": {}
}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.
| Argument | Type | Description |
|---|---|---|
| tag | any | 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) |
| query* | string | words to search for across article titles, tags, descriptions, and full text |
{
"type": "object",
"title": "search_articlesArguments",
"required": [
"query"
],
"properties": {
"tag": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"title": "Tag",
"default": null,
"description": "optionally keep only articles with this tag, case-insensitive: Agent, Coding, LLM, RAG, MLOps, Cloud, Python, Project, Demo, Guide"
},
"limit": {
"type": "integer",
"title": "Limit",
"default": 10,
"description": "maximum number of results to return (default 10, maximum 50)"
},
"query": {
"type": "string",
"title": "Query",
"description": "words to search for across article titles, tags, descriptions, and full text"
}
}
}