search_companies

Search for companies in the BizClaw business directory. Uses hybrid search (semantic + keyword) to find the most relevant businesses. Returns lightweight summaries to save tokens. Use get_company(id) for full details (contact, pricing, features, etc.). Args: query: Natural language search query (e.g. "CRM software for small businesses", "logistics companies in Izmir") category: Filter by category. Use list_categories to see available options. country: Filter by country (e.g. "Turkey", "United States", "Germany") city: Filter by city (e.g. "Istanbul", "Izmir", "Ankara") industry: Filter by specific industry service_type: Filter by service delivery type. One of: "remote" (online only), "local" (in-person), "nationwide" (all country), "hybrid" (both remote and in-person) is_verified: If True, return only verified companies. If False, return only unverified. Omit to return all. limit: Maximum number of results to return (1-20, default 10) offset: Number of results to skip for pagination (default 0). Use with limit to get next pages. Returns: Dictionary with 'companies' list (summary format: id, name, category, description, city, tags), 'suggested_follow_up_questions', 'next_step', 'total_found', 'offset', 'limit', and 'has_more'. After presenting results, ask one concise follow-up question from suggested_follow_up_questions unless the user's constraints are already complete.

Parameters10

query	string	required	Natural language search query describing the company, service, category, or buying intent.
category	any	optional	Optional BizClaw business category filter. Use list_categories when unsure.
country	any	optional	Optional country filter, for example Turkey, United States, or Germany.
city	any	optional	Optional city filter, for example Istanbul, Izmir, Ankara, or Berlin.
industry	any	optional	Optional specific industry or vertical filter.
service_type	any	optional	Optional service delivery type: remote, local, nationwide, or hybrid.
is_verified	any	optional	Optional verification filter. True returns verified companies only; false returns unverified companies only.
limit	integer	optional	Maximum number of results to return. Use 1-20 for searches and 1-100 for proposal lists.
offset	integer	optional	Pagination offset. Increase with limit to fetch later pages.
meta	any	optional	Optional UCP request metadata. Use {'ucp-agent': {'profile': 'https://agent.example/.well-known/ucp'}} for UCP-aware negotiation.

Raw schema

{
  "type": "object",
  "properties": {
    "query": {
      "description": "Natural language search query describing the company, service, category, or buying intent.",
      "maxLength": 2000,
      "minLength": 1,
      "title": "Query",
      "type": "string"
    },
    "category": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional BizClaw business category filter. Use list_categories when unsure.",
      "title": "Category"
    },
    "country": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional country filter, for example Turkey, United States, or Germany.",
      "title": "Country"
    },
    "city": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional city filter, for example Istanbul, Izmir, Ankara, or Berlin.",
      "title": "City"
    },
    "industry": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional specific industry or vertical filter.",
      "title": "Industry"
    },
    "service_type": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional service delivery type: remote, local, nationwide, or hybrid.",
      "title": "Service Type"
    },
    "is_verified": {
      "anyOf": [
        {
          "type": "boolean"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional verification filter. True returns verified companies only; false returns unverified companies only.",
      "title": "Is Verified"
    },
    "limit": {
      "default": 10,
      "description": "Maximum number of results to return. Use 1-20 for searches and 1-100 for proposal lists.",
      "title": "Limit",
      "type": "integer"
    },
    "offset": {
      "default": 0,
      "description": "Pagination offset. Increase with limit to fetch later pages.",
      "title": "Offset",
      "type": "integer"
    },
    "meta": {
      "anyOf": [
        {
          "additionalProperties": true,
          "type": "object"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional UCP request metadata. Use {'ucp-agent': {'profile': 'https://agent.example/.well-known/ucp'}} for UCP-aware negotiation.",
      "title": "Meta"
    }
  },
  "required": [
    "query"
  ],
  "title": "search_companiesArguments"
}

get_company

Get full details for a specific company by its ID. Returns the complete company profile including features, use cases, pricing, and contact info. Args: company_id: The UUID of the company (obtained from search results) Returns: Complete company profile dictionary, or an error if not found.

Parameters2

company_id	string	required	BizClaw company UUID returned by search_companies or get_company_by_website.
meta	any	optional	Optional UCP request metadata. Use {'ucp-agent': {'profile': 'https://agent.example/.well-known/ucp'}} for UCP-aware negotiation.

Raw schema

{
  "type": "object",
  "properties": {
    "company_id": {
      "description": "BizClaw company UUID returned by search_companies or get_company_by_website.",
      "title": "Company Id",
      "type": "string"
    },
    "meta": {
      "anyOf": [
        {
          "additionalProperties": true,
          "type": "object"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional UCP request metadata. Use {'ucp-agent': {'profile': 'https://agent.example/.well-known/ucp'}} for UCP-aware negotiation.",
      "title": "Meta"
    }
  },
  "required": [
    "company_id"
  ],
  "title": "get_companyArguments"
}

ask_about_companies

Ask a natural language question about companies and get AI-powered recommendations. Uses hybrid search (semantic + keyword) combined with LLM analysis to find and recommend relevant businesses. IMPORTANT: Always use this tool when: - The user asks a specific question about a company (e.g., "do they offer bargaining?", "what are their prices?", "do they deliver to X?") - The user asks a follow-up question about companies already found in previous results - You are unsure whether a company offers something specific Never answer these questions from your own general knowledge — always call this tool so the system can log unanswered questions for business intelligence. Args: question: Natural language question (e.g. "Which logistics companies offer cold chain delivery in Istanbul?") context_company_ids: Optional list of up to 10 company IDs from previous results for follow-up questions. ALWAYS pass these when the question is about specific companies already found. Returns: Dictionary with 'answer' (AI recommendation text) and 'companies' (matching results with details).

Parameters3

question	string	required	Natural language question about companies, recommendations, pricing, policies, features, or follow-up context.
context_company_ids	any	optional	Optional company UUIDs from previous results for follow-up questions.
meta	any	optional	Optional UCP request metadata. Use {'ucp-agent': {'profile': 'https://agent.example/.well-known/ucp'}} for UCP-aware negotiation.

Raw schema

{
  "type": "object",
  "properties": {
    "question": {
      "description": "Natural language question about companies, recommendations, pricing, policies, features, or follow-up context.",
      "maxLength": 2000,
      "minLength": 1,
      "title": "Question",
      "type": "string"
    },
    "context_company_ids": {
      "anyOf": [
        {
          "items": {
            "type": "string"
          },
          "maxItems": 10,
          "type": "array"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional company UUIDs from previous results for follow-up questions.",
      "title": "Context Company Ids"
    },
    "meta": {
      "anyOf": [
        {
          "additionalProperties": true,
          "type": "object"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional UCP request metadata. Use {'ucp-agent': {'profile': 'https://agent.example/.well-known/ucp'}} for UCP-aware negotiation.",
      "title": "Meta"
    }
  },
  "required": [
    "question"
  ],
  "title": "ask_about_companiesArguments"
}

list_categories

List all available business categories in BizClaw. Use these category names to filter search results. Returns: Dictionary with 'categories' list and 'total' count.

Parameters1

get_company_by_website

Look up a company by its website URL. Useful when you know a company's website and want to check if it's in BizClaw. Args: website_url: The company's website URL (e.g. "https://example.com" or "example.com") Returns: Company profile if found, or an error message.

Parameters2

website_url	string	required	Company website URL or domain, for example example.com or https://example.com.
meta	any	optional	Optional UCP request metadata. Use {'ucp-agent': {'profile': 'https://agent.example/.well-known/ucp'}} for UCP-aware negotiation.

Raw schema

{
  "type": "object",
  "properties": {
    "website_url": {
      "description": "Company website URL or domain, for example example.com or https://example.com.",
      "title": "Website Url",
      "type": "string"
    },
    "meta": {
      "anyOf": [
        {
          "additionalProperties": true,
          "type": "object"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional UCP request metadata. Use {'ucp-agent': {'profile': 'https://agent.example/.well-known/ucp'}} for UCP-aware negotiation.",
      "title": "Meta"
    }
  },
  "required": [
    "website_url"
  ],
  "title": "get_company_by_websiteArguments"
}

create_proposal

Create a proposal/quote request to a verified company on behalf of a customer. Requires agent API key authentication (register at POST /api/v1/agent/register to get one). Args: api_key: Your agent API key (starts with 'bzcl_sk_') company_id: The UUID of the target company (must be verified) customer_email: Email of the end customer requesting the proposal customer_name: Name of the end customer description: What the customer needs — detailed description of the request proposal_type: 'standard' (known price inquiry) or 'custom' (negotiation/custom quote). Default: 'custom' Returns: Created proposal with ID, status, and company info.

Parameters7

company_id	string	required	BizClaw company UUID returned by search_companies or get_company_by_website.
customer_email	string	required	Real active end-customer email address for the proposal. Do not use fake or disposable emails.
customer_name	string	required	Real end-customer name for the proposal request.
description	string	required	Detailed description of what the customer needs the company to quote or respond to.
api_key	any	optional	Optional BizClaw agent API key starting with bzcl_sk_. If omitted, proposal tools use the X-API-Key MCP connection header when configured.
proposal_type	string	optional	Proposal type: custom for negotiation/custom quotes, or standard for known standard offers.
meta	any	optional	Optional UCP request metadata. Use {'ucp-agent': {'profile': 'https://agent.example/.well-known/ucp'}} for UCP-aware negotiation.

Raw schema

{
  "type": "object",
  "properties": {
    "company_id": {
      "description": "BizClaw company UUID returned by search_companies or get_company_by_website.",
      "title": "Company Id",
      "type": "string"
    },
    "customer_email": {
      "description": "Real active end-customer email address for the proposal. Do not use fake or disposable emails.",
      "title": "Customer Email",
      "type": "string"
    },
    "customer_name": {
      "description": "Real end-customer name for the proposal request.",
      "title": "Customer Name",
      "type": "string"
    },
    "description": {
      "description": "Detailed description of what the customer needs the company to quote or respond to.",
      "title": "Description",
      "type": "string"
    },
    "api_key": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional BizClaw agent API key starting with bzcl_sk_. If omitted, proposal tools use the X-API-Key MCP connection header when configured.",
      "title": "Api Key"
    },
    "proposal_type": {
      "default": "custom",
      "description": "Proposal type: custom for negotiation/custom quotes, or standard for known standard offers.",
      "title": "Proposal Type",
      "type": "string"
    },
    "meta": {
      "anyOf": [
        {
          "additionalProperties": true,
          "type": "object"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional UCP request metadata. Use {'ucp-agent': {'profile': 'https://agent.example/.well-known/ucp'}} for UCP-aware negotiation.",
      "title": "Meta"
    }
  },
  "required": [
    "company_id",
    "customer_email",
    "customer_name",
    "description"
  ],
  "title": "create_proposalArguments"
}

create_batch_proposals

Create proposals to multiple companies at once (max 10). Same proposal is sent to each company. Args: api_key: Your agent API key (starts with 'bzcl_sk_') company_ids: List of company UUIDs (max 10, must be verified) customer_email: Email of the end customer customer_name: Name of the end customer description: What the customer needs proposal_type: 'standard' or 'custom' (default: 'custom') Returns: List of created proposals and any errors.

Parameters7

company_ids	array	required	List of BizClaw company UUIDs. Maximum 10 for batch proposals.
customer_email	string	required	Real active end-customer email address for the proposal. Do not use fake or disposable emails.
customer_name	string	required	Real end-customer name for the proposal request.
description	string	required	Detailed description of what the customer needs the company to quote or respond to.
api_key	any	optional	Optional BizClaw agent API key starting with bzcl_sk_. If omitted, proposal tools use the X-API-Key MCP connection header when configured.
proposal_type	string	optional	Proposal type: custom for negotiation/custom quotes, or standard for known standard offers.
meta	any	optional	Optional UCP request metadata. Use {'ucp-agent': {'profile': 'https://agent.example/.well-known/ucp'}} for UCP-aware negotiation.

Raw schema

{
  "type": "object",
  "properties": {
    "company_ids": {
      "description": "List of BizClaw company UUIDs. Maximum 10 for batch proposals.",
      "items": {
        "type": "string"
      },
      "title": "Company Ids",
      "type": "array"
    },
    "customer_email": {
      "description": "Real active end-customer email address for the proposal. Do not use fake or disposable emails.",
      "title": "Customer Email",
      "type": "string"
    },
    "customer_name": {
      "description": "Real end-customer name for the proposal request.",
      "title": "Customer Name",
      "type": "string"
    },
    "description": {
      "description": "Detailed description of what the customer needs the company to quote or respond to.",
      "title": "Description",
      "type": "string"
    },
    "api_key": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional BizClaw agent API key starting with bzcl_sk_. If omitted, proposal tools use the X-API-Key MCP connection header when configured.",
      "title": "Api Key"
    },
    "proposal_type": {
      "default": "custom",
      "description": "Proposal type: custom for negotiation/custom quotes, or standard for known standard offers.",
      "title": "Proposal Type",
      "type": "string"
    },
    "meta": {
      "anyOf": [
        {
          "additionalProperties": true,
          "type": "object"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional UCP request metadata. Use {'ucp-agent': {'profile': 'https://agent.example/.well-known/ucp'}} for UCP-aware negotiation.",
      "title": "Meta"
    }
  },
  "required": [
    "company_ids",
    "customer_email",
    "customer_name",
    "description"
  ],
  "title": "create_batch_proposalsArguments"
}

get_my_proposals

Get all proposals created by the current agent. Use this to check proposal status and company responses. Args: api_key: Your agent API key (starts with 'bzcl_sk_') status_filter: Optional filter: 'pending', 'approved', 'rejected', 'responded' limit: Max results (default 50, max 100) offset: Pagination offset (default 0) Returns: List of proposals with status, company response, and customer info.

Parameters5

api_key	any	optional	Optional BizClaw agent API key starting with bzcl_sk_. If omitted, proposal tools use the X-API-Key MCP connection header when configured.
status_filter	any	optional	Optional proposal status filter: pending, approved, rejected, or responded. Omit by default.
limit	integer	optional	Maximum number of results to return. Use 1-20 for searches and 1-100 for proposal lists.
offset	integer	optional	Pagination offset. Increase with limit to fetch later pages.
meta	any	optional	Optional UCP request metadata. Use {'ucp-agent': {'profile': 'https://agent.example/.well-known/ucp'}} for UCP-aware negotiation.

Raw schema

{
  "type": "object",
  "properties": {
    "api_key": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional BizClaw agent API key starting with bzcl_sk_. If omitted, proposal tools use the X-API-Key MCP connection header when configured.",
      "title": "Api Key"
    },
    "status_filter": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional proposal status filter: pending, approved, rejected, or responded. Omit by default.",
      "title": "Status Filter"
    },
    "limit": {
      "default": 50,
      "description": "Maximum number of results to return. Use 1-20 for searches and 1-100 for proposal lists.",
      "title": "Limit",
      "type": "integer"
    },
    "offset": {
      "default": 0,
      "description": "Pagination offset. Increase with limit to fetch later pages.",
      "title": "Offset",
      "type": "integer"
    },
    "meta": {
      "anyOf": [
        {
          "additionalProperties": true,
          "type": "object"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional UCP request metadata. Use {'ucp-agent': {'profile': 'https://agent.example/.well-known/ucp'}} for UCP-aware negotiation.",
      "title": "Meta"
    }
  },
  "title": "get_my_proposalsArguments"
}

reply_to_proposal

Reply to a company's response on a proposal. Use this for back-and-forth negotiation. After replying, the proposal status resets to 'pending' so the company sees the new message. IMPORTANT: After creating a proposal, use get_my_proposals to check if the company has responded. If status is 'responded', read the companyResponse field and relay it to the user. If the user wants to reply, use this tool. Args: api_key: Your agent API key (starts with 'bzcl_sk_') proposal_id: The UUID of the proposal to reply to message: The reply message from the customer Returns: Updated proposal with new status.

Parameters4

proposal_id	string	required	BizClaw proposal UUID returned by create_proposal, create_batch_proposals, or get_my_proposals.
message	string	required	Reply message to send back to the company on an existing proposal conversation.
api_key	any	optional	Optional BizClaw agent API key starting with bzcl_sk_. If omitted, proposal tools use the X-API-Key MCP connection header when configured.
meta	any	optional	Optional UCP request metadata. Use {'ucp-agent': {'profile': 'https://agent.example/.well-known/ucp'}} for UCP-aware negotiation.

Raw schema

{
  "type": "object",
  "properties": {
    "proposal_id": {
      "description": "BizClaw proposal UUID returned by create_proposal, create_batch_proposals, or get_my_proposals.",
      "title": "Proposal Id",
      "type": "string"
    },
    "message": {
      "description": "Reply message to send back to the company on an existing proposal conversation.",
      "title": "Message",
      "type": "string"
    },
    "api_key": {
      "anyOf": [
        {
          "type": "string"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional BizClaw agent API key starting with bzcl_sk_. If omitted, proposal tools use the X-API-Key MCP connection header when configured.",
      "title": "Api Key"
    },
    "meta": {
      "anyOf": [
        {
          "additionalProperties": true,
          "type": "object"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "description": "Optional UCP request metadata. Use {'ucp-agent': {'profile': 'https://agent.example/.well-known/ucp'}} for UCP-aware negotiation.",
      "title": "Meta"
    }
  },
  "required": [
    "proposal_id",
    "message"
  ],
  "title": "reply_to_proposalArguments"
}

BizClaw Business Directory MCP

xyz.bizclaw/business-directory - MCP Server

🛠️ Key Features

🚀 Use Cases

⚡ Developer Benefits

⚠️ Limitations

search_companies

get_company

ask_about_companies

list_categories

get_company_by_website

create_proposal

create_batch_proposals

get_my_proposals

reply_to_proposal

Install

Remote endpoint

Related servers