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Context Studios MCP

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AI agency API: free tools for glossary, comparisons, blog, guides, estimates and consulting

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Tool list from our last check. Connect live to refresh it.

ai_project_estimator Read-only

Interactive AI project estimation tool.

projectDescriptionstring, required

Natural-language description of the project, workflow, product idea, or AI use case to estimate.

projectTypestring

Project archetype used by the estimator.

Context Studios MCP MCP server | mcptry

Tools (46)

ai_project_estimator

Interactive AI project estimation tool.

read-only

Argument	Type	Description
projectType	string	Project archetype used by the estimator.
projectDescription*	string	Natural-language description of the project, workflow, product idea, or AI use case to estimate.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "projectDescription"
  ],
  "properties": {
    "projectType": {
      "enum": [
        "mvp",
        "saas",
        "ai-integration",
        "automation",
        "mobile-app",
        "web-app",
        "ai-agent",
        "data-pipeline"
      ],
      "type": "string",
      "examples": [
        "mvp",
        "ai-agent",
        "automation"
      ],
      "description": "Project archetype used by the estimator."
    },
    "projectDescription": {
      "type": "string",
      "examples": [
        "Build an AI support agent that answers customer questions from our help center and escalates edge cases."
      ],
      "minLength": 10,
      "description": "Natural-language description of the project, workflow, product idea, or AI use case to estimate."
    }
  }
}

blog_explorer

Interactive blog browsing interface.

read-only

Argument	Type	Description
tag	string	Exact or near-exact blog tag to filter published posts.
query	string	Search query or keyword phrase. Use the user's natural-language topic.
language	string	Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "tag": {
      "type": "string",
      "examples": [
        "MCP",
        "AI Development"
      ],
      "description": "Exact or near-exact blog tag to filter published posts."
    },
    "query": {
      "type": "string",
      "examples": [
        "MCP server development",
        "Claude vs ChatGPT",
        "AI agent security"
      ],
      "minLength": 2,
      "description": "Search query or keyword phrase. Use the user's natural-language topic."
    },
    "language": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    }
  }
}

fetch

Fetch the full content of a document by ID returned from the search tool (e.g. 'blog:de:mein-artikel'), OR by a full https://www.contextstudios.ai/... URL or site-relative path — any public page's Markdown twin (<url>.md) is fetched, cached, and returned in the same shape.

read-only

Argument	Type	Description
id*	string	Document ID from search results (e.g. 'blog:de:mein-artikel'), or a full contextstudios.ai URL / site-relative path.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "id"
  ],
  "properties": {
    "id": {
      "type": "string",
      "description": "Document ID from search results (e.g. 'blog:de:mein-artikel'), or a full contextstudios.ai URL / site-relative path."
    }
  }
}

find_local_ai_recipes

Recommend local-AI setups for a given hardware: platform + device count, optional goal (quality | balance | speed). Returns the editorial picks for that setup first (with the reason and the recipe's numbers), then all matching recipes by rank (category → value) or by AA intelligence. Every number has category, condition and source_url.

read-only

Argument	Type	Description
goal	string	Optional: only picks for this goal
sort	string
count*	number	Number of devices/GPUs (e.g. 1, 2, 4)
limit	number	Max recipes after the picks (default 20, max 100)
locale	string	Page locale for returned URLs (default en)
platform*	string	Hardware platform

Input schema (JSON)

{
  "type": "object",
  "required": [
    "platform",
    "count"
  ],
  "properties": {
    "goal": {
      "enum": [
        "quality",
        "balance",
        "speed"
      ],
      "type": "string",
      "description": "Optional: only picks for this goal"
    },
    "sort": {
      "enum": [
        "rank",
        "intelligence"
      ],
      "type": "string",
      "default": "rank"
    },
    "count": {
      "type": "number",
      "description": "Number of devices/GPUs (e.g. 1, 2, 4)"
    },
    "limit": {
      "type": "number",
      "default": 10,
      "maximum": 50,
      "minimum": 1,
      "examples": [
        5,
        10,
        20
      ],
      "description": "Max recipes after the picks (default 20, max 100)"
    },
    "locale": {
      "enum": [
        "en",
        "de",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Page locale for returned URLs (default en)"
    },
    "platform": {
      "enum": [
        "dgx-spark",
        "mac",
        "strix-halo",
        "rtx-3090",
        "rtx-5090",
        "rtx-pro-6000"
      ],
      "type": "string",
      "description": "Hardware platform"
    }
  }
}

get_blog_posts

Search and retrieve published blog posts.

read-only

Argument	Type	Description
tag	string	Exact or near-exact blog tag to filter published posts.
limit	number	Maximum number of results to return.
query	string	Search query or keyword phrase. Use the user's natural-language topic.
language	string	Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "tag": {
      "type": "string",
      "examples": [
        "MCP",
        "AI Development"
      ],
      "description": "Exact or near-exact blog tag to filter published posts."
    },
    "limit": {
      "type": "number",
      "default": 5,
      "maximum": 50,
      "minimum": 1,
      "examples": [
        5,
        10,
        20
      ],
      "description": "Maximum number of results to return."
    },
    "query": {
      "type": "string",
      "examples": [
        "MCP server development",
        "Claude vs ChatGPT",
        "AI agent security"
      ],
      "minLength": 2,
      "description": "Search query or keyword phrase. Use the user's natural-language topic."
    },
    "language": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    }
  }
}

get_company_info

Retrieve comprehensive information about Context Studios including company overview, tech stack, differentiators, legal info, and contact details.

read-only

Argument	Type	Description
sections	array	Which sections to return. Defaults to ['overview']. 'pricing' returns the three fixed-price workshops and the one pricing statement — no project prices.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "sections": {
      "type": "array",
      "items": {
        "enum": [
          "overview",
          "contact",
          "tech_stack",
          "differentiators",
          "legal",
          "pricing"
        ],
        "type": "string"
      },
      "examples": [
        [
          "overview",
          "contact"
        ],
        [
          "overview",
          "contact",
          "tech_stack",
          "differentiators",
          "legal",
          "pricing"
        ]
      ],
      "description": "Which sections to return. Defaults to ['overview']. 'pricing' returns the three fixed-price workshops and the one pricing statement — no project prices."
    }
  }
}

get_company_type

Get a specific company-size segment's full profile: name, TL;DR, entity definition, description, characteristics/needs, FAQ, and canonical + Markdown-twin URLs.

read-only

Argument	Type	Description
slug*	string	Exact slug or id, as returned by the matching list tool.
locale	string	Preferred content locale.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "examples": [
        "smb",
        "startups"
      ],
      "minLength": 2,
      "description": "Exact slug or id, as returned by the matching list tool."
    },
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

get_comparison

Retrieve a detailed comparison between two AI tools.

read-only

Argument	Type	Description
slug*	string	Exact public slug for a blog post, guide, location page, comparison, glossary term, CMS page, or landing page.
language	string	Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "examples": [
        "claude-opus-5-vs-claude-opus-4-6",
        "convex-vs-supabase"
      ],
      "minLength": 2,
      "description": "Exact public slug for a blog post, guide, location page, comparison, glossary term, CMS page, or landing page."
    },
    "language": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

get_faq

Get frequently asked questions. `scope=site` (default) returns the general Context Studios FAQ. `scope=service` or `scope=industry` requires `slug` and returns the FAQ for that specific service (e.g. mcp-server-development) or industry (e.g. handwerk-bau).

read-only

Argument	Type	Description
slug	string	Required for scope=service or scope=industry: the service or industry slug.
scope	string	Location-page scope: locations, bundeslaender, or all.
locale	string	Preferred content locale.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string",
      "examples": [
        "my-favorite-mcp-servers-in-january-2026-the-best-tools-for-ai-powered-development",
        "mvp-sprint"
      ],
      "minLength": 2,
      "description": "Required for scope=service or scope=industry: the service or industry slug."
    },
    "scope": {
      "enum": [
        "site",
        "service",
        "industry"
      ],
      "type": "string",
      "default": "site",
      "examples": [
        "locations",
        "all"
      ],
      "description": "Location-page scope: locations, bundeslaender, or all."
    },
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

get_featured_glossary_terms

Get a curated list of featured AI terms.

read-only

Argument	Type	Description
limit	number	Maximum number of results to return.
language	string	Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "limit": {
      "type": "number",
      "default": 10,
      "maximum": 50,
      "minimum": 1,
      "examples": [
        5,
        10,
        20
      ],
      "description": "Maximum number of results to return."
    },
    "language": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

get_glossary_by_tech_stack

Filter glossary terms by technology provider or stack.

read-only

Argument	Type	Description
limit	number	Maximum number of results to return.
language	string	Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.
techStack*	string	Technology provider or stack name to filter glossary terms.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "techStack"
  ],
  "properties": {
    "limit": {
      "type": "number",
      "default": 10,
      "maximum": 50,
      "minimum": 1,
      "examples": [
        5,
        10,
        20
      ],
      "description": "Maximum number of results to return."
    },
    "language": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    },
    "techStack": {
      "type": "string",
      "examples": [
        "Claude",
        "OpenAI",
        "Convex"
      ],
      "minLength": 2,
      "description": "Technology provider or stack name to filter glossary terms."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

get_glossary_term

Get a detailed explanation of an AI term.

read-only

Argument	Type	Description
slug*	string	Exact public slug for a blog post, guide, location page, comparison, glossary term, CMS page, or landing page.
language	string	Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "examples": [
        "model-context-protocol",
        "retrieval-augmented-generation"
      ],
      "minLength": 2,
      "description": "Exact public slug for a blog post, guide, location page, comparison, glossary term, CMS page, or landing page."
    },
    "language": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

get_guide

Get a specific guide.

read-only

Argument	Type	Description
slug*	string	Exact public slug for a blog post, guide, location page, comparison, glossary term, CMS page, or landing page.
locale	string	Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "examples": [
        "ai-agent-security-governance-tools-2026"
      ],
      "minLength": 2,
      "description": "Exact public slug for a blog post, guide, location page, comparison, glossary term, CMS page, or landing page."
    },
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

get_industry

Get a specific industry's full profile: name, TL;DR, entity definition, description, typical pain points, FAQ, and canonical + Markdown-twin URLs.

read-only

Argument	Type	Description
slug*	string	Exact slug or id, as returned by the matching list tool.
locale	string	Preferred content locale.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "examples": [
        "healthcare-care",
        "crafts-construction"
      ],
      "minLength": 2,
      "description": "Exact slug or id, as returned by the matching list tool."
    },
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

get_local_ai_creator

Get one creator with all of their published local-AI recipes (numbers with category, condition, source_url).

read-only

Argument	Type	Description
slug*	string	Creator slug
locale	string	Page locale for returned URLs (default en)

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "examples": [
        "my-favorite-mcp-servers-in-january-2026-the-best-tools-for-ai-powered-development",
        "mvp-sprint"
      ],
      "minLength": 2,
      "description": "Creator slug"
    },
    "locale": {
      "enum": [
        "en",
        "de",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Page locale for returned URLs (default en)"
    }
  }
}

get_local_ai_methodology

How the local-AI hub measures and ranks: categories (typ = everyday, mixed, peak), rank formula, E12 rule (values of some third-party sites only as links), Terminal-Bench-Mini attribution, Artificial Analysis index version and retrieval date, price policy.

read-only

No arguments.

Input schema (JSON)

{
  "type": "object",
  "properties": {}
}

get_local_ai_quality

Agentic quality results for local models from Terminal-Bench-Mini (core19) by kyuz0, Apache-2.0: pass rate within attempts and pass@1 per model/quant/hardware, each with the run URL. Returned with the required attribution.

read-only

Argument	Type	Description
platform	string	Hardware platform

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "platform": {
      "enum": [
        "dgx-spark",
        "mac",
        "strix-halo",
        "rtx-3090",
        "rtx-5090",
        "rtx-pro-6000"
      ],
      "type": "string",
      "description": "Hardware platform"
    }
  }
}

get_local_ai_recipe

Get one published local-AI recipe by slug: all measured numbers (each with category, condition, source_url), weights with licenses, sources, AA intelligence of the original model (with attribution) and the page URL. Returns not-found for drafts.

read-only

Argument	Type	Description
slug*	string	Recipe slug
locale	string	Page locale for returned URLs (default en)

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "examples": [
        "my-favorite-mcp-servers-in-january-2026-the-best-tools-for-ai-powered-development",
        "mvp-sprint"
      ],
      "minLength": 2,
      "description": "Recipe slug"
    },
    "locale": {
      "enum": [
        "en",
        "de",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Page locale for returned URLs (default en)"
    }
  }
}

get_location_page

Get specific location page.

read-only

Argument	Type	Description
slug*	string	Exact public slug for a blog post, guide, location page, comparison, glossary term, CMS page, or landing page.
locale	string	Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.
includeSections	boolean	Whether to include full page sections. Keep false for discovery; use true when the user needs complete page content.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "examples": [
        "locations/berlin/ki-agentur/ki-entwicklung"
      ],
      "minLength": 2,
      "description": "Exact public slug for a blog post, guide, location page, comparison, glossary term, CMS page, or landing page."
    },
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    },
    "includeSections": {
      "type": "boolean",
      "default": false,
      "examples": [
        false,
        true
      ],
      "description": "Whether to include full page sections. Keep false for discovery; use true when the user needs complete page content."
    }
  }
}

get_page

Get a specific CMS page by slug and locale.

read-only

Argument	Type	Description
slug*	string	Exact public slug for a blog post, guide, location page, comparison, glossary term, CMS page, or landing page.
locale	string	Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.
includeSections	boolean	Whether to include full page sections. Keep false for discovery; use true when the user needs complete page content.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "examples": [
        "ai-development-services",
        "ai-agency-berlin"
      ],
      "minLength": 2,
      "description": "Exact public slug for a blog post, guide, location page, comparison, glossary term, CMS page, or landing page."
    },
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    },
    "includeSections": {
      "type": "boolean",
      "default": false,
      "examples": [
        false,
        true
      ],
      "description": "Whether to include full page sections. Keep false for discovery; use true when the user needs complete page content."
    }
  }
}

get_pricing_model

Explain how Context Studios prices projects: the entry point is a fixed-price workshop (Light Discovery, Strategy Day, or Prototyping Sprint — see the returned `workshops` list), project prices follow scoping with a 48-hour proposal turnaround. Returns the three workshop prices, the phases from discovery to sprint, and what drives the project price. No project price ranges or amounts beyond the workshops — call get_services for what each package includes, and request_consultation or book a call for a project-specific quote.

read-only

Argument	Type	Description
locale	string	Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    }
  }
}

get_related_glossary_terms

Get terms that are related to a specific glossary term.

read-only

Argument	Type	Description
slug*	string	Exact public slug for a blog post, guide, location page, comparison, glossary term, CMS page, or landing page.
limit	number	Maximum number of results to return.
language	string	Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "examples": [
        "model-context-protocol"
      ],
      "minLength": 2,
      "description": "Exact public slug for a blog post, guide, location page, comparison, glossary term, CMS page, or landing page."
    },
    "limit": {
      "type": "number",
      "default": 5,
      "maximum": 50,
      "minimum": 1,
      "examples": [
        5,
        10,
        20
      ],
      "description": "Maximum number of results to return."
    },
    "language": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

get_role

Get a specific role's full profile: name, TL;DR, entity definition, description, responsibilities, FAQ, and canonical + Markdown-twin URLs.

read-only

Argument	Type	Description
slug*	string	Exact slug or id, as returned by the matching list tool.
locale	string	Preferred content locale.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "examples": [
        "founder",
        "marketing-manager"
      ],
      "minLength": 2,
      "description": "Exact slug or id, as returned by the matching list tool."
    },
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

get_services

List the services offered by Context Studios. Every service sits under one of six goals (cluster) and is delivered in one or more of four formats (workshop, setup, sprint, build); only the workshop format has public prices, everything else is quoted after scoping.

read-only

Argument	Type	Description
format	string
cluster	string
serviceId	string	Exact service identifier returned by get_services, for example mvp-sprint or ai-agents.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "format": {
      "enum": [
        "workshop",
        "setup",
        "sprint",
        "build",
        "all"
      ],
      "type": "string"
    },
    "cluster": {
      "enum": [
        "visibility",
        "automation",
        "product",
        "agents",
        "systems",
        "orientation",
        "all"
      ],
      "type": "string"
    },
    "serviceId": {
      "type": "string",
      "examples": [
        "mvp-sprint",
        "ai-agents"
      ],
      "description": "Exact service identifier returned by get_services, for example mvp-sprint or ai-agents."
    }
  }
}

get_use_case

Get a specific use case's full profile: name, TL;DR, entity definition, description, key features/benefits, FAQ, and canonical + Markdown-twin URLs.

read-only

Argument	Type	Description
slug*	string	Exact slug or id, as returned by the matching list tool.
locale	string	Preferred content locale.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "examples": [
        "crm",
        "marketing-automation"
      ],
      "minLength": 2,
      "description": "Exact slug or id, as returned by the matching list tool."
    },
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

get_workshops

Get the three fixed-price entry workshops (Light Discovery, Strategy Day, Prototyping Sprint) with price, duration, and delivery mode, plus the booking link and the localized pricing statement. Project prices are scoped, not published — see get_pricing_model for the full pricing approach.

read-only

Argument	Type	Description
locale	string	Preferred content locale for the pricing statement.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale for the pricing statement."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

list_company_types

List the company-size segments Context Studios serves (e.g. startups, SMB, enterprise), with name, one-line summary, and canonical + Markdown-twin URLs.

read-only

Argument	Type	Description
locale	string	Preferred content locale.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

list_comparisons

List all available comparisons.

read-only

Argument	Type	Description
limit	number	Maximum number of results to return.
category	string	Optional category filter. For services use starter, fasttrack, enterprise, or all. For glossary/comparisons use a published content category.
language	string	Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "limit": {
      "type": "number",
      "default": 100,
      "maximum": 500,
      "minimum": 1,
      "examples": [
        5,
        10,
        20
      ],
      "description": "Maximum number of results to return."
    },
    "category": {
      "type": "string",
      "examples": [
        "all",
        "fasttrack",
        "agentic"
      ],
      "description": "Optional category filter. For services use starter, fasttrack, enterprise, or all. For glossary/comparisons use a published content category."
    },
    "language": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

list_glossary_categories

List all 10 glossary categories.

read-only

Argument	Type	Description
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

list_guides

List public guides.

read-only

Argument	Type	Description
limit	number	Maximum number of results to return.
query	string	Search query or keyword phrase. Use the user's natural-language topic.
locale	string	Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "limit": {
      "type": "number",
      "default": 10,
      "maximum": 50,
      "minimum": 1,
      "examples": [
        5,
        10,
        20
      ],
      "description": "Maximum number of results to return."
    },
    "query": {
      "type": "string",
      "examples": [
        "MCP server development",
        "Claude vs ChatGPT",
        "AI agent security"
      ],
      "minLength": 2,
      "description": "Search query or keyword phrase. Use the user's natural-language topic."
    },
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

list_industries

List the industries Context Studios serves, with name, one-line summary, and canonical + Markdown-twin URLs.

read-only

Argument	Type	Description
locale	string	Preferred content locale.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

list_local_ai_creators

List the creators (people/projects) behind the published local-AI recipes, with recipe counts per platform.

read-only

No arguments.

Input schema (JSON)

{
  "type": "object",
  "properties": {}
}

list_local_ai_hardware

Hardware platforms of the local-AI hub with datasheet (memory, bandwidth, TDP — each with vendor source) and current German prices (EUR incl. VAT, retailer, URL, retrieval date per entry). Hardware prices only; no service prices.

read-only

Argument	Type	Description
platform	string	Hardware platform

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "platform": {
      "enum": [
        "dgx-spark",
        "mac",
        "strix-halo",
        "rtx-3090",
        "rtx-5090",
        "rtx-pro-6000"
      ],
      "type": "string",
      "description": "Hardware platform"
    }
  }
}

list_local_ai_recipes

List published local-AI recipes (model + quantization + engine on specific hardware: DGX Spark, Mac, Strix Halo, RTX 3090/5090/PRO 6000) from contextstudios.ai/local-ai. Every number comes with category (typ = everyday, mixed, peak), condition and source_url; aaIntelligence is the Artificial Analysis index of the original model. Sorted by rank (category first, then value) or by intelligence.

read-only

Argument	Type	Description
sort	string
count	number	Number of devices/GPUs (e.g. 1, 2, 4)
limit	number	Max results (default 50, max 300)
locale	string	Page locale for returned URLs (default en)
creator	string	Creator slug
platform	string	Hardware platform

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "sort": {
      "enum": [
        "rank",
        "intelligence"
      ],
      "type": "string",
      "default": "rank"
    },
    "count": {
      "type": "number",
      "description": "Number of devices/GPUs (e.g. 1, 2, 4)"
    },
    "limit": {
      "type": "number",
      "default": 10,
      "maximum": 50,
      "minimum": 1,
      "examples": [
        5,
        10,
        20
      ],
      "description": "Max results (default 50, max 300)"
    },
    "locale": {
      "enum": [
        "en",
        "de",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Page locale for returned URLs (default en)"
    },
    "creator": {
      "type": "string",
      "description": "Creator slug"
    },
    "platform": {
      "enum": [
        "dgx-spark",
        "mac",
        "strix-halo",
        "rtx-3090",
        "rtx-5090",
        "rtx-pro-6000"
      ],
      "type": "string",
      "description": "Hardware platform"
    }
  }
}

list_location_pages

List public location and bundesland pages.

read-only

Argument	Type	Description
city	string	Optional city filter for location pages.
limit	number	Maximum number of results to return.
scope	string	Location-page scope: locations, bundeslaender, or all.
locale	string	Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.
service	string	Optional service slug or service keyword for location pages.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.
includeOverviews	boolean	Whether overview landing pages should be included together with city/state subpages.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "city": {
      "type": "string",
      "examples": [
        "Berlin",
        "Hamburg",
        "Munich"
      ],
      "description": "Optional city filter for location pages."
    },
    "limit": {
      "type": "number",
      "default": 200,
      "maximum": 1000,
      "minimum": 1,
      "examples": [
        5,
        10,
        20
      ],
      "description": "Maximum number of results to return."
    },
    "scope": {
      "enum": [
        "locations",
        "bundeslaender",
        "all"
      ],
      "type": "string",
      "default": "all",
      "examples": [
        "locations",
        "all"
      ],
      "description": "Location-page scope: locations, bundeslaender, or all."
    },
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    },
    "service": {
      "type": "string",
      "examples": [
        "mcp-server-development",
        "ai-agents"
      ],
      "description": "Optional service slug or service keyword for location pages."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    },
    "includeOverviews": {
      "type": "boolean",
      "default": true,
      "examples": [
        true,
        false
      ],
      "description": "Whether overview landing pages should be included together with city/state subpages."
    }
  }
}

list_roles

List the buyer/user roles Context Studios addresses (e.g. founder, CTO, marketing manager), with name, one-line summary, and canonical + Markdown-twin URLs.

read-only

Argument	Type	Description
locale	string	Preferred content locale.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

list_use_cases

List the software use cases Context Studios builds (e.g. CRM, invoicing, booking systems), with name, one-line summary, and canonical + Markdown-twin URLs.

read-only

Argument	Type	Description
locale	string	Preferred content locale.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

request_consultation

Request a free consultation with Context Studios. Use this when a user wants to get in touch, start a project, or receive an offer. Captures name, email, and a short project description; the team replies within 24 hours.

Argument	Type	Description
name*	string	Contact name
email*	string	Contact email address
company	string	Company name (optional)
website	string	Leave this field empty.
estimatedBudget	string	Budget range if known, e.g. '€10,000–€25,000' (optional)
projectDescription*	string	What the user wants to build or solve (a few sentences)

Input schema (JSON)

{
  "type": "object",
  "required": [
    "name",
    "email",
    "projectDescription"
  ],
  "properties": {
    "name": {
      "type": "string",
      "maxLength": 100,
      "minLength": 2,
      "description": "Contact name"
    },
    "email": {
      "type": "string",
      "maxLength": 254,
      "description": "Contact email address"
    },
    "company": {
      "type": "string",
      "maxLength": 200,
      "description": "Company name (optional)"
    },
    "website": {
      "type": "string",
      "description": "Leave this field empty."
    },
    "estimatedBudget": {
      "type": "string",
      "maxLength": 100,
      "description": "Budget range if known, e.g. '€10,000–€25,000' (optional)"
    },
    "projectDescription": {
      "type": "string",
      "examples": [
        "Build an AI support agent that answers customer questions from our help center and escalates edge cases."
      ],
      "maxLength": 2000,
      "minLength": 10,
      "description": "What the user wants to build or solve (a few sentences)"
    }
  }
}

Search all public Context Studios content (blog, guides, glossary, AI comparisons). Returns result IDs for use with the fetch tool.

read-only

Argument	Type	Description
query*	string	Search query

Input schema (JSON)

{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "query": {
      "type": "string",
      "examples": [
        "MCP server development",
        "Claude vs ChatGPT",
        "AI agent security"
      ],
      "minLength": 2,
      "description": "Search query"
    }
  }
}

search_blog_knowledge

Deep full-text search through the entire blog knowledge base. Provide either `query` (full-text search) or `slug` (fetch a specific post).

read-only

Argument	Type	Description
slug	string	Exact public slug for a blog post, guide, location page, comparison, glossary term, CMS page, or landing page.
query	string	Search query or keyword phrase. Use the user's natural-language topic.
language	string	Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "slug": {
      "type": "string",
      "examples": [
        "my-favorite-mcp-servers-in-january-2026-the-best-tools-for-ai-powered-development",
        "mvp-sprint"
      ],
      "minLength": 2,
      "description": "Exact public slug for a blog post, guide, location page, comparison, glossary term, CMS page, or landing page."
    },
    "query": {
      "type": "string",
      "examples": [
        "MCP server development",
        "Claude vs ChatGPT",
        "AI agent security"
      ],
      "minLength": 2,
      "description": "Search query or keyword phrase. Use the user's natural-language topic."
    },
    "language": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

search_comparisons

Search comparisons by keyword.

read-only

Argument	Type	Description
limit	number	Maximum number of results to return.
query*	string	Search query or keyword phrase. Use the user's natural-language topic.
language	string	Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "limit": {
      "type": "number",
      "default": 50,
      "maximum": 500,
      "minimum": 1,
      "examples": [
        5,
        10,
        20
      ],
      "description": "Maximum number of results to return."
    },
    "query": {
      "type": "string",
      "examples": [
        "MCP server development",
        "Claude vs ChatGPT",
        "AI agent security"
      ],
      "minLength": 2,
      "description": "Search query or keyword phrase. Use the user's natural-language topic."
    },
    "language": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

search_content

Universal search across all public content.

read-only

Argument	Type	Description
query*	string	Search query or keyword phrase. Use the user's natural-language topic.
locale	string	Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.
maxResults	number	Maximum combined search results to return across public content types.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "query": {
      "type": "string",
      "examples": [
        "MCP server development",
        "Claude vs ChatGPT",
        "AI agent security"
      ],
      "minLength": 2,
      "description": "Search query or keyword phrase. Use the user's natural-language topic."
    },
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    },
    "maxResults": {
      "type": "number",
      "default": 10,
      "maximum": 20,
      "minimum": 1,
      "examples": [
        5,
        10
      ],
      "description": "Maximum combined search results to return across public content types."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

search_glossary

Search the AI glossary by keyword or category. Provide either `query` or `category`.

read-only

Argument	Type	Description
limit	number	Maximum number of results to return.
query	string	Search query or keyword phrase. Use the user's natural-language topic.
category	string	Optional category filter. For services use starter, fasttrack, enterprise, or all. For glossary/comparisons use a published content category.
language	string	Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "properties": {
    "limit": {
      "type": "number",
      "default": 10,
      "maximum": 50,
      "minimum": 1,
      "examples": [
        5,
        10,
        20
      ],
      "description": "Maximum number of results to return."
    },
    "query": {
      "type": "string",
      "examples": [
        "MCP server development",
        "Claude vs ChatGPT",
        "AI agent security"
      ],
      "minLength": 2,
      "description": "Search query or keyword phrase. Use the user's natural-language topic."
    },
    "category": {
      "type": "string",
      "examples": [
        "all",
        "fasttrack",
        "agentic"
      ],
      "description": "Optional category filter. For services use starter, fasttrack, enterprise, or all. For glossary/comparisons use a published content category."
    },
    "language": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content language. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

search_guides

Search public guides.

read-only

Argument	Type	Description
limit	number	Maximum number of results to return.
query*	string	Search query or keyword phrase. Use the user's natural-language topic.
locale	string	Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "limit": {
      "type": "number",
      "default": 10,
      "maximum": 50,
      "minimum": 1,
      "examples": [
        5,
        10,
        20
      ],
      "description": "Maximum number of results to return."
    },
    "query": {
      "type": "string",
      "examples": [
        "MCP server development",
        "Claude vs ChatGPT",
        "AI agent security"
      ],
      "minLength": 2,
      "description": "Search query or keyword phrase. Use the user's natural-language topic."
    },
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

search_location_pages

Search public location and bundesland pages.

read-only

Argument	Type	Description
limit	number	Maximum number of results to return.
query*	string	Search query or keyword phrase. Use the user's natural-language topic.
scope	string	Location-page scope: locations, bundeslaender, or all.
locale	string	Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "limit": {
      "type": "number",
      "default": 10,
      "maximum": 50,
      "minimum": 1,
      "examples": [
        5,
        10,
        20
      ],
      "description": "Maximum number of results to return."
    },
    "query": {
      "type": "string",
      "examples": [
        "MCP server development",
        "Claude vs ChatGPT",
        "AI agent security"
      ],
      "minLength": 2,
      "description": "Search query or keyword phrase. Use the user's natural-language topic."
    },
    "scope": {
      "enum": [
        "locations",
        "bundeslaender",
        "all"
      ],
      "type": "string",
      "default": "all",
      "examples": [
        "locations",
        "all"
      ],
      "description": "Location-page scope: locations, bundeslaender, or all."
    },
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}

search_pages

Full-text search across all published CMS pages.

read-only

Argument	Type	Description
limit	number	Maximum number of results to return.
query*	string	Search query or keyword phrase. Use the user's natural-language topic.
locale	string	Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en.
responseFormat	string	Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients.

Input schema (JSON)

{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "limit": {
      "type": "number",
      "default": 10,
      "maximum": 50,
      "minimum": 1,
      "examples": [
        5,
        10,
        20
      ],
      "description": "Maximum number of results to return."
    },
    "query": {
      "type": "string",
      "examples": [
        "MCP server development",
        "Claude vs ChatGPT",
        "AI agent security"
      ],
      "minLength": 2,
      "description": "Search query or keyword phrase. Use the user's natural-language topic."
    },
    "locale": {
      "enum": [
        "de",
        "en",
        "fr",
        "it"
      ],
      "type": "string",
      "default": "en",
      "examples": [
        "en",
        "de"
      ],
      "description": "Preferred content locale. Supported values are de, en, fr, and it. Some source catalogs may fall back to de or en."
    },
    "responseFormat": {
      "enum": [
        "legacy",
        "v2"
      ],
      "type": "string",
      "default": "legacy",
      "examples": [
        "v2"
      ],
      "description": "Response shape. Use v2 for agent-friendly {success,data,meta,error}; legacy remains available for older clients."
    }
  }
}