# MCP Buyer Signal Monitor Tool (`glowing_glove/mcp-buyer-signal-monitor-tool`) Actor

MCP-ready buyer-signal monitor for AI sales agents using a prompt-first interface. Analyze public company pages for hiring, growth, automation, AI, and buying signals.

- **URL**: https://apify.com/glowing\_glove/mcp-buyer-signal-monitor-tool.md
- **Developed by:** [Ushba Khan](https://apify.com/glowing_glove) (community)
- **Categories:** Lead generation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

$6.00 / 1,000 company monitoreds

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event

## What's an Apify Actor?

Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md):

```bash
npm install apify-client
```

In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md):

```bash
pip install apify-client
```

In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):

````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash

In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md).

If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).


# README

## MCP Buyer Signal Monitor Tool

### What it does
MCP-ready tool for AI sales agents to analyze public company pages for hiring, growth, automation, AI, and buyer-intent signals.

This is packaged for Apify deployment and exposed to AI clients through the Apify MCP server as a callable MCP tool. The public-facing name, schema, output, pricing, and listing copy are MCP-first.

### Buyer
AI sales agents, B2B SaaS teams, outbound agencies

### Input
See input_schema.json and .actor/input_schema.json for the exact MCP-compatible input schema.

### Output
See output_schema.json for the structured result contract. Outputs include status/warnings fields so AI agents can reason about partial or failed records.

### Pricing
Recommended pricing: **USD 6.00 per 1,000 companies monitored**.

### Categories
Lead generation, Business

### Local testing
`ash
npm install
npm test
npm run validate
apify validate-schema
npm start
`

### Apify MCP usage
After deployment, connect an MCP client to https://mcp.apify.com and include this tool by selecting it in the Apify MCP configurator or by adding it to the MCP 	ools parameter.

### Marketplace note
This is MCP-ready display copy. Marketplace publication still requires Ushba's business approval.
### Apify deployment
This MCP tool is deployed to Apify so it can be exposed through `https://mcp.apify.com` to MCP clients.

Deployment checks:
```bash
npm test
npm run validate
apify validate-schema
apify info
apify push
````

Marketplace publication is separate and requires Ushba's business approval.

# Actor input Schema

## `prompt` (type: `string`):

Natural-language instruction from an MCP client or AI agent. The tool extracts URLs/entities/settings from this prompt and runs the requested workflow.

## `companies` (type: `array`):

Optional structured fallback for API users. MCP agents should prefer prompt.

## `signalKeywords` (type: `array`):

Custom buying-signal keywords to search for in public pages.

## `maxUrlsPerCompany` (type: `integer`):

Maximum public URLs to fetch and analyze for each company.

## `requestDelayMs` (type: `integer`):

Polite delay in milliseconds between public page requests.

## Actor input object example

```json
{
  "prompt": "Monitor buyer intent for Example SaaS at https://example.com/careers for the Head of Sales persona. Look for hiring, RevOps, CRM, automation, growth, and AI signals.",
  "companies": [
    {
      "companyName": "Example SaaS",
      "urls": [
        "https://example.com/careers"
      ],
      "targetPersona": "Head of Sales"
    }
  ],
  "signalKeywords": [
    "hiring",
    "sales operations",
    "revops",
    "crm",
    "automation"
  ],
  "maxUrlsPerCompany": 5,
  "requestDelayMs": 500
}
```

# Actor output Schema

## `results` (type: `string`):

Default dataset items produced by this MCP-compatible tool.

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "prompt": "Monitor buyer intent for Example SaaS at https://example.com/careers for the Head of Sales persona. Look for hiring, RevOps, CRM, automation, growth, and AI signals.",
    "companies": [
        {
            "companyName": "Example SaaS",
            "urls": [
                "https://example.com/careers"
            ],
            "targetPersona": "Head of Sales"
        }
    ],
    "signalKeywords": [
        "hiring",
        "sales operations",
        "revops",
        "crm",
        "automation"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("glowing_glove/mcp-buyer-signal-monitor-tool").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = {
    "prompt": "Monitor buyer intent for Example SaaS at https://example.com/careers for the Head of Sales persona. Look for hiring, RevOps, CRM, automation, growth, and AI signals.",
    "companies": [{
            "companyName": "Example SaaS",
            "urls": ["https://example.com/careers"],
            "targetPersona": "Head of Sales",
        }],
    "signalKeywords": [
        "hiring",
        "sales operations",
        "revops",
        "crm",
        "automation",
    ],
}

# Run the Actor and wait for it to finish
run = client.actor("glowing_glove/mcp-buyer-signal-monitor-tool").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "prompt": "Monitor buyer intent for Example SaaS at https://example.com/careers for the Head of Sales persona. Look for hiring, RevOps, CRM, automation, growth, and AI signals.",
  "companies": [
    {
      "companyName": "Example SaaS",
      "urls": [
        "https://example.com/careers"
      ],
      "targetPersona": "Head of Sales"
    }
  ],
  "signalKeywords": [
    "hiring",
    "sales operations",
    "revops",
    "crm",
    "automation"
  ]
}' |
apify call glowing_glove/mcp-buyer-signal-monitor-tool --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=glowing_glove/mcp-buyer-signal-monitor-tool",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "MCP Buyer Signal Monitor Tool",
        "description": "MCP-ready buyer-signal monitor for AI sales agents using a prompt-first interface. Analyze public company pages for hiring, growth, automation, AI, and buying signals.",
        "version": "1.0",
        "x-build-id": "pmqqaUErFInjvAwE7"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/glowing_glove~mcp-buyer-signal-monitor-tool/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-glowing_glove-mcp-buyer-signal-monitor-tool",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/glowing_glove~mcp-buyer-signal-monitor-tool/runs": {
            "post": {
                "operationId": "runs-sync-glowing_glove-mcp-buyer-signal-monitor-tool",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK",
                        "content": {
                            "application/json": {
                                "schema": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/glowing_glove~mcp-buyer-signal-monitor-tool/run-sync": {
            "post": {
                "operationId": "run-sync-glowing_glove-mcp-buyer-signal-monitor-tool",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "properties": {
                    "prompt": {
                        "title": "MCP agent prompt",
                        "type": "string",
                        "description": "Natural-language instruction from an MCP client or AI agent. The tool extracts URLs/entities/settings from this prompt and runs the requested workflow."
                    },
                    "companies": {
                        "title": "Structured companies",
                        "type": "array",
                        "description": "Optional structured fallback for API users. MCP agents should prefer prompt."
                    },
                    "signalKeywords": {
                        "title": "Signal keywords",
                        "type": "array",
                        "description": "Custom buying-signal keywords to search for in public pages.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "maxUrlsPerCompany": {
                        "title": "Max URLs per company",
                        "minimum": 1,
                        "maximum": 10,
                        "type": "integer",
                        "description": "Maximum public URLs to fetch and analyze for each company.",
                        "default": 5
                    },
                    "requestDelayMs": {
                        "title": "Delay between requests",
                        "minimum": 0,
                        "maximum": 5000,
                        "type": "integer",
                        "description": "Polite delay in milliseconds between public page requests.",
                        "default": 500
                    }
                }
            },
            "runsResponseSchema": {
                "type": "object",
                "properties": {
                    "data": {
                        "type": "object",
                        "properties": {
                            "id": {
                                "type": "string"
                            },
                            "actId": {
                                "type": "string"
                            },
                            "userId": {
                                "type": "string"
                            },
                            "startedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "finishedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "status": {
                                "type": "string",
                                "example": "READY"
                            },
                            "meta": {
                                "type": "object",
                                "properties": {
                                    "origin": {
                                        "type": "string",
                                        "example": "API"
                                    },
                                    "userAgent": {
                                        "type": "string"
                                    }
                                }
                            },
                            "stats": {
                                "type": "object",
                                "properties": {
                                    "inputBodyLen": {
                                        "type": "integer",
                                        "example": 2000
                                    },
                                    "rebootCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "restartCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "resurrectCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "computeUnits": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "options": {
                                "type": "object",
                                "properties": {
                                    "build": {
                                        "type": "string",
                                        "example": "latest"
                                    },
                                    "timeoutSecs": {
                                        "type": "integer",
                                        "example": 300
                                    },
                                    "memoryMbytes": {
                                        "type": "integer",
                                        "example": 1024
                                    },
                                    "diskMbytes": {
                                        "type": "integer",
                                        "example": 2048
                                    }
                                }
                            },
                            "buildId": {
                                "type": "string"
                            },
                            "defaultKeyValueStoreId": {
                                "type": "string"
                            },
                            "defaultDatasetId": {
                                "type": "string"
                            },
                            "defaultRequestQueueId": {
                                "type": "string"
                            },
                            "buildNumber": {
                                "type": "string",
                                "example": "1.0.0"
                            },
                            "containerUrl": {
                                "type": "string"
                            },
                            "usage": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "integer",
                                        "example": 1
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "usageTotalUsd": {
                                "type": "number",
                                "example": 0.00005
                            },
                            "usageUsd": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "number",
                                        "example": 0.00005
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
