modelpiper.com

{
  "name": "search_docs",
  "kind": "answer",
  "impl": "imperative",
  "description": "Search ModelPiper.com docs, help articles, blog posts, papers, workflows, and product pages. Returns ranked results with title, path, and a snippet. Pair with get_page_markdown to read the full body.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "query": {
        "type": "string",
        "description": "Free-text query."
      },
      "limit": {
        "type": "integer",
        "minimum": 1,
        "maximum": 20,
        "description": "Max results (default 5)."
      }
    },
    "required": [
      "query"
    ],
    "additionalProperties": false
  },
  "page": "/"
}

{
  "name": "get_page_markdown",
  "kind": "answer",
  "impl": "imperative",
  "description": "Read the markdown body of a ModelPiper.com route (e.g. \"/blog/install-ollama-mac\" or \"/docs/toolpiper\"), including YAML frontmatter, in chunks. Pass the returned nextOffset as offset to keep reading.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "path": {
        "type": "string",
        "description": "Site route. Trailing slash and \".md\" suffix both accepted."
      },
      "offset": {
        "type": "integer",
        "minimum": 0,
        "description": "Character offset to start from (default 0)."
      },
      "maxChars": {
        "type": "integer",
        "minimum": 200,
        "maximum": 8000,
        "description": "Chunk size in characters (default 1100)."
      }
    },
    "required": [
      "path"
    ],
    "additionalProperties": false
  },
  "page": "/"
}

{
  "name": "list_recent_articles",
  "kind": "answer",
  "impl": "imperative",
  "description": "List ModelPiper blog articles and papers, newest first. Filter by tag (case-insensitive) and page with offset.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "limit": {
        "type": "integer",
        "minimum": 1,
        "maximum": 50,
        "description": "Max results (default 5)."
      },
      "offset": {
        "type": "integer",
        "minimum": 0,
        "description": "Skip this many (default 0)."
      },
      "tag": {
        "type": "string",
        "description": "Filter to articles carrying this tag."
      }
    },
    "additionalProperties": false
  },
  "page": "/"
}

{
  "name": "list_providers",
  "kind": "answer",
  "impl": "imperative",
  "description": "List the inference providers ModelPiper connects to, split into local backends (ToolPiper, Ollama, LM Studio) and cloud APIs (OpenAI, Anthropic, Google, etc.). Use this for \"what can ModelPiper connect to?\".",
  "inputSchema": {
    "type": "object",
    "properties": {},
    "additionalProperties": false
  },
  "page": "/"
}

{
  "name": "get_model_info",
  "kind": "answer",
  "impl": "imperative",
  "description": "Look up curated metadata for a cloud model id (e.g. \"claude-opus-4-7\", \"gpt-5\", \"gemini-3.1-pro-preview\"): context window, max output tokens, and per-token pricing where ModelPiper has reviewed it. For local models on a Mac, use check_model_fit.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "modelId": {
        "type": "string",
        "description": "Vendor-native model id, exactly as the provider API uses it."
      }
    },
    "required": [
      "modelId"
    ],
    "additionalProperties": false
  },
  "page": "/"
}

{
  "name": "get_pricing_tiers",
  "kind": "answer",
  "impl": "imperative",
  "description": "ModelPiper / ToolPiper plans with monthly and annual USD prices and what each plan is for, from the pricing page. Pass tier to get that plan's full feature list.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "tier": {
        "type": "string",
        "enum": [
          "free",
          "pro",
          "studio",
          "max",
          "team"
        ],
        "description": "One plan to expand with its features."
      }
    },
    "additionalProperties": false
  },
  "page": "/"
}

{
  "name": "check_model_fit",
  "kind": "answer",
  "impl": "imperative",
  "description": "Will a local AI model run on a given Apple Silicon Mac? Returns a verdict (good, tight, oversize, unknown), the quantization that fits, memory needed, and estimated speed, from ModelPiper's Fit calculator.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "model": {
        "type": "string",
        "description": "Model id or name, e.g. \"meta-llama/Llama-3.1-8B-Instruct\" or \"qwen3 8b\"."
      },
      "chip": {
        "type": "string",
        "description": "Apple Silicon chip, e.g. \"M1\", \"M2 Max\", \"M4 Pro\"."
      },
      "ramGb": {
        "type": "number",
        "minimum": 8,
        "maximum": 512,
        "description": "Unified memory in GB."
      }
    },
    "required": [
      "model",
      "chip",
      "ramGb"
    ],
    "additionalProperties": false
  },
  "page": "/"
}

{
  "name": "search_toolpiper_tools",
  "kind": "answer",
  "impl": "imperative",
  "description": "Can ToolPiper do X? Search the MCP tools ToolPiper gives an AI agent on a Mac (browser, files, voice, images, video, system control and more). Returns each tool's id, the plan it needs, and what it does.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "query": {
        "type": "string",
        "description": "What the agent should be able to do, e.g. \"transcribe audio\"."
      },
      "tier": {
        "type": "string",
        "enum": [
          "free",
          "pro",
          "studio",
          "max"
        ],
        "description": "Only tools included in this plan."
      },
      "limit": {
        "type": "integer",
        "minimum": 1,
        "maximum": 20,
        "description": "Max results (default 5)."
      }
    },
    "required": [
      "query"
    ],
    "additionalProperties": false
  },
  "page": "/"
}

{
  "name": "get_download_info",
  "kind": "answer",
  "impl": "imperative",
  "description": "How to install ToolPiper: the current version, the DMG link with its size and SHA-256, the Homebrew and Claude Code plugin commands, and the Mac it needs.",
  "inputSchema": {
    "type": "object",
    "properties": {},
    "additionalProperties": false
  },
  "page": "/"
}

{
  "name": "search_api_endpoints",
  "kind": "answer",
  "impl": "imperative",
  "description": "Search ToolPiper REST API operations by free-text query. Returns ranked results with method, path, and summary. Pair with get_endpoint for an operation's fields.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "query": {
        "type": "string",
        "description": "Free-text query."
      },
      "limit": {
        "type": "integer",
        "minimum": 1,
        "maximum": 20,
        "description": "Max results (default 5)."
      }
    },
    "required": [
      "query"
    ],
    "additionalProperties": false
  },
  "page": "/"
}

{
  "name": "get_endpoint",
  "kind": "answer",
  "impl": "imperative",
  "description": "Describe one ToolPiper REST operation by path + method: summary, description, parameters and body fields with their types, and response codes.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "path": {
        "type": "string",
        "description": "OpenAPI path, e.g. \"/v1/chat/completions\"."
      },
      "method": {
        "type": "string",
        "enum": [
          "GET",
          "POST",
          "PUT",
          "PATCH",
          "DELETE"
        ],
        "description": "HTTP method."
      }
    },
    "required": [
      "path",
      "method"
    ],
    "additionalProperties": false
  },
  "page": "/"
}