# AngelList Startup Search — Deal Sourcing API (`nexgendata/angellist-startup-search`) Actor

Search the AngelList startup directory for deal sourcing. Clean JSON for VCs, deal scouts and AI agents.

- **URL**: https://apify.com/nexgendata/angellist-startup-search.md
- **Developed by:** [NexGenData](https://apify.com/nexgendata) (community)
- **Categories:** Lead generation, Business
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $50.00 / 1,000 company records

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

## AngelList Startup Search

Search the AngelList startup directory for deal sourcing. Built for VCs, deal scouts, founders and AI agents.

### ⏰ Run this as a market watch (recommended)
Every IP registry actor is a monitoring subscription, not a one-shot lookup. Schedule a weekly sweep and catch new filings as they land:
```json
{
  "query": "climate",
  "limit": 100
}
````

Weekly cron (`0 8 * * 1`) turns this into an always-on market watch.

### 📊 What you get

Clean JSON, one record per company (full output has 18 fields):

- `all_locations` — All locations
- `industries` — Industries
- `is_hiring` — Is hiring
- `location` — Location
- `markets` — Markets
- `name` — Name
- `one_liner` — One liner
- `regions` — Regions
- `remote_friendly` — Remote friendly
- `source` — Source

**Pricing:** $0.10 per company (Pay-Per-Event) — about **10 companys per $1**.

### 🤖 Use with AI agents

Point Claude, the OpenAI Agents SDK, an n8n flow or any MCP-aware client at it and run AngelList startup directory for deal sourcing on demand.

**Sample agent prompt:**

```
Find AngelList startups in a market that are hiring.
```

**Agentic payments (x402):** Supports agentic payment via x402 — agents can call this actor with USDC, no API key required.

### 🔗 Related funding actors

**Startup funding & deal-sourcing web:** [Startup Funding Tracker](https://apify.com/nexgendata/startup-funding-tracker), [Form D Scraper](https://apify.com/nexgendata/sec-form-d-scraper), [Form D Tracker](https://apify.com/nexgendata/sec-form-d-tracker), [Private Funding Intelligence](https://apify.com/nexgendata/private-funding-form-d-intelligence), [Pre-IPO Secondary Prices](https://apify.com/nexgendata/pre-ipo-secondary-prices)

**Funding → outreach chain (a funding event is a lead):** [Company Enrichment](https://apify.com/nexgendata/company-enrichment-tool), [Email/Contact Extractor](https://apify.com/nexgendata/website-email-extractor), [B2B Leads Finder](https://apify.com/nexgendata/b2b-leads-finder)

***

*Data from public funding, filing and directory sources.*

# Actor input Schema

## `query` (type: `string`):

Free-text search term (company name, tag, founder keyword). Leave empty to browse by filters only.

## `markets` (type: `array`):

Industry tags to filter by (e.g. 'SaaS', 'Fintech', 'Healthcare', 'AI', 'Climate'). Multiple values OR'd.

## `stages` (type: `array`):

Funding stages to include. Allowed values: Pre-Seed, Seed, Series A, Series B, Series C, Series D, Series E+, Public, Acquired.

## `locations` (type: `array`):

City or region filters (e.g. 'San Francisco', 'New York', 'Remote', 'London'). Multiple values OR'd.

## `team_size_range` (type: `string`):

Team size bucket. One of: 1-10, 11-50, 51-200, 201-500, 501-1000, 1001+

## `remote_only` (type: `boolean`):

If true, only return companies marked remote-friendly on YC.

## `limit` (type: `integer`):

Maximum number of company records to return. Hard cap 500 per run to keep cost predictable.

## Actor input object example

```json
{
  "query": "ai infrastructure",
  "markets": [
    "AI",
    "SaaS"
  ],
  "stages": [
    "Seed",
    "Series A"
  ],
  "locations": [
    "San Francisco",
    "Remote"
  ],
  "team_size_range": "11-50",
  "remote_only": false,
  "limit": 25
}
```

# 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 = {
    "query": "ai infrastructure",
    "markets": [
        "AI",
        "SaaS"
    ],
    "stages": [
        "Seed",
        "Series A"
    ],
    "locations": [
        "San Francisco",
        "Remote"
    ],
    "team_size_range": "11-50",
    "remote_only": false,
    "limit": 25
};

// Run the Actor and wait for it to finish
const run = await client.actor("nexgendata/angellist-startup-search").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 = {
    "query": "ai infrastructure",
    "markets": [
        "AI",
        "SaaS",
    ],
    "stages": [
        "Seed",
        "Series A",
    ],
    "locations": [
        "San Francisco",
        "Remote",
    ],
    "team_size_range": "11-50",
    "remote_only": False,
    "limit": 25,
}

# Run the Actor and wait for it to finish
run = client.actor("nexgendata/angellist-startup-search").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 '{
  "query": "ai infrastructure",
  "markets": [
    "AI",
    "SaaS"
  ],
  "stages": [
    "Seed",
    "Series A"
  ],
  "locations": [
    "San Francisco",
    "Remote"
  ],
  "team_size_range": "11-50",
  "remote_only": false,
  "limit": 25
}' |
apify call nexgendata/angellist-startup-search --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=nexgendata/angellist-startup-search",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "AngelList Startup Search — Deal Sourcing API",
        "description": "Search the AngelList startup directory for deal sourcing. Clean JSON for VCs, deal scouts and AI agents.",
        "version": "0.0",
        "x-build-id": "urkzsSK49YrhnFPrx"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/nexgendata~angellist-startup-search/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-nexgendata-angellist-startup-search",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/nexgendata~angellist-startup-search/runs": {
            "post": {
                "operationId": "runs-sync-nexgendata-angellist-startup-search",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/nexgendata~angellist-startup-search/run-sync": {
            "post": {
                "operationId": "run-sync-nexgendata-angellist-startup-search",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                    "query": {
                        "title": "Search query",
                        "type": "string",
                        "description": "Free-text search term (company name, tag, founder keyword). Leave empty to browse by filters only."
                    },
                    "markets": {
                        "title": "Markets / Industries",
                        "type": "array",
                        "description": "Industry tags to filter by (e.g. 'SaaS', 'Fintech', 'Healthcare', 'AI', 'Climate'). Multiple values OR'd.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "stages": {
                        "title": "Funding stages",
                        "type": "array",
                        "description": "Funding stages to include. Allowed values: Pre-Seed, Seed, Series A, Series B, Series C, Series D, Series E+, Public, Acquired.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "locations": {
                        "title": "Locations",
                        "type": "array",
                        "description": "City or region filters (e.g. 'San Francisco', 'New York', 'Remote', 'London'). Multiple values OR'd.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "team_size_range": {
                        "title": "Team size range",
                        "enum": [
                            "any",
                            "1-10",
                            "11-50",
                            "51-200",
                            "201-500",
                            "501-1000",
                            "1001+"
                        ],
                        "type": "string",
                        "description": "Team size bucket. One of: 1-10, 11-50, 51-200, 201-500, 501-1000, 1001+",
                        "default": "any"
                    },
                    "remote_only": {
                        "title": "Remote-friendly only",
                        "type": "boolean",
                        "description": "If true, only return companies marked remote-friendly on YC.",
                        "default": false
                    },
                    "limit": {
                        "title": "Max companies",
                        "minimum": 1,
                        "maximum": 500,
                        "type": "integer",
                        "description": "Maximum number of company records to return. Hard cap 500 per run to keep cost predictable.",
                        "default": 25
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
