# Job Posting AI Analyzer (`reverend_bluebell/job-posting-ai-analyzer`) Actor

Scrapes job posting URLs and uses Claude Haiku to extract seniority, skills, culture signals, and a B2B hiring signal score. Built for sales teams prospecting into companies actively hiring.

- **URL**: https://apify.com/reverend\_bluebell/job-posting-ai-analyzer.md
- **Developed by:** [Mozi Mohidien](https://apify.com/reverend_bluebell) (community)
- **Categories:** AI
- **Stats:** 1 total users, 0 monthly users, 0.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $0.01 / 1,000 results

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/docs.md):

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

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

## Job Posting AI Analyzer

Scrapes job posting pages and runs each through Claude Haiku to extract structured sales intelligence: seniority level, required skills, culture signals, company size signal, and a hiring signal score (1–10) indicating how strong a B2B sales prospect this company is.

### What it does

1. Takes a list of job posting URLs (Greenhouse, Lever, Ashby, Workday, or any public page)
2. Scrapes each page — title, company, location, salary if present, description
3. Sends the content to Claude Haiku (`claude-haiku-4-5`) for AI analysis
4. Pushes one structured row per job to the Apify dataset

### Use case: B2B sales prospecting

B2B sales teams use job postings as buying signals. A company hiring a Head of Revenue Operations is almost certainly evaluating new tooling. A startup posting five engineering roles at once is in a growth phase — revenue decisions are live. This actor turns a list of job URLs into a scored, enriched dataset you can pipe directly into your CRM or outreach sequence.

Feed it your target accounts' active job listings. Filter by `hiringSignalScore >= 7`. Use `suggestedOutreachAngle` to personalize the first touch.

### Input

```json
{
  "jobUrls": [
    "https://job-boards.greenhouse.io/anthropic/jobs/5101378008",
    "https://job-boards.greenhouse.io/anthropic/jobs/5208218008",
    "https://jobs.lever.co/acme/some-uuid"
  ],
  "anthropicApiKey": "sk-ant-...",
  "maxJobs": 10
}
````

| Field | Type | Required | Description |
|---|---|---|---|
| `jobUrls` | string\[] | Yes | Job posting URLs to process |
| `anthropicApiKey` | string | Yes | Anthropic API key (kept secret) |
| `maxJobs` | integer | No | Cap on URLs to process, default 10, max 100 |
| `proxyConfig` | object | No | Apify proxy configuration |

### Output fields

| Field | Type | Description |
|---|---|---|
| `url` | string | Original job posting URL |
| `jobTitle` | string | Extracted job title |
| `company` | string | Company name |
| `location` | string | Location or remote info |
| `salaryRange` | string|null | Salary if present on page |
| `postedDate` | string|null | Post date if detectable |
| `descriptionSnippet` | string | First 500 chars of job description |
| `scraped` | boolean | Whether the page was successfully scraped |
| `scrapeError` | string|null | Error message if scrape failed |
| `enrichment.seniorityLevel` | string | Junior / Mid / Senior / Lead / Executive |
| `enrichment.requiredSkills` | string\[] | Must-have skills extracted from JD |
| `enrichment.niceToHaveSkills` | string\[] | Preferred but not required skills |
| `enrichment.cultureSignals` | string\[] | Culture/values signals from the JD |
| `enrichment.hiringSignalScore` | integer | 1–10, how strong a B2B buying signal this role represents |
| `enrichment.hiringSignalReason` | string | One sentence explaining the score |
| `enrichment.companySizeSignal` | string | Startup / SMB / Mid-market / Enterprise (inferred from JD) |
| `enrichment.suggestedOutreachAngle` | string | How a B2B vendor should open with this company |

### Notes

- Greenhouse and Lever job URLs are resolved via their public APIs for clean data extraction. Other URLs are scraped with CheerioCrawler.
- The actor respects `maxJobs` — if you pass 50 URLs with `maxJobs: 10`, only the first 10 are processed.
- Anthropic API costs are separate from Apify platform costs. Claude Haiku is low-cost; expect under $0.01 per job posting at typical JD lengths.

# Actor input Schema

## `jobUrls` (type: `array`):

List of public job posting URLs to scrape and analyze. Supports Greenhouse, Lever, Ashby, Workday, and any static job page.

## `anthropicApiKey` (type: `string`):

Your Anthropic API key. Used to call Claude Haiku for AI enrichment. Get one at console.anthropic.com.

## `maxJobs` (type: `integer`):

Maximum number of job postings to process. Default 10, max 100.

## `proxyConfig` (type: `object`):

Optional proxy settings. Use Apify Proxy or custom proxies.

## Actor input object example

```json
{
  "jobUrls": [
    "https://job-boards.greenhouse.io/anthropic/jobs/5101378008"
  ],
  "maxJobs": 10
}
```

# 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 = {
    "jobUrls": [
        "https://job-boards.greenhouse.io/anthropic/jobs/5101378008"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("reverend_bluebell/job-posting-ai-analyzer").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 = { "jobUrls": ["https://job-boards.greenhouse.io/anthropic/jobs/5101378008"] }

# Run the Actor and wait for it to finish
run = client.actor("reverend_bluebell/job-posting-ai-analyzer").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 '{
  "jobUrls": [
    "https://job-boards.greenhouse.io/anthropic/jobs/5101378008"
  ]
}' |
apify call reverend_bluebell/job-posting-ai-analyzer --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=reverend_bluebell/job-posting-ai-analyzer",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Job Posting AI Analyzer",
        "description": "Scrapes job posting URLs and uses Claude Haiku to extract seniority, skills, culture signals, and a B2B hiring signal score. Built for sales teams prospecting into companies actively hiring.",
        "version": "0.2",
        "x-build-id": "vz3vlZum4ZbzVtFRs"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/reverend_bluebell~job-posting-ai-analyzer/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-reverend_bluebell-job-posting-ai-analyzer",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/reverend_bluebell~job-posting-ai-analyzer/runs": {
            "post": {
                "operationId": "runs-sync-reverend_bluebell-job-posting-ai-analyzer",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/reverend_bluebell~job-posting-ai-analyzer/run-sync": {
            "post": {
                "operationId": "run-sync-reverend_bluebell-job-posting-ai-analyzer",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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",
                "required": [
                    "jobUrls",
                    "anthropicApiKey"
                ],
                "properties": {
                    "jobUrls": {
                        "title": "Job Posting URLs",
                        "type": "array",
                        "description": "List of public job posting URLs to scrape and analyze. Supports Greenhouse, Lever, Ashby, Workday, and any static job page.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "anthropicApiKey": {
                        "title": "Anthropic API Key",
                        "type": "string",
                        "description": "Your Anthropic API key. Used to call Claude Haiku for AI enrichment. Get one at console.anthropic.com."
                    },
                    "maxJobs": {
                        "title": "Max Jobs",
                        "minimum": 1,
                        "maximum": 100,
                        "type": "integer",
                        "description": "Maximum number of job postings to process. Default 10, max 100.",
                        "default": 10
                    },
                    "proxyConfig": {
                        "title": "Proxy Configuration",
                        "type": "object",
                        "description": "Optional proxy settings. Use Apify Proxy or custom proxies."
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```