# IIMJobs Scraper 💰 $2.49/1K — India Executive Jobs (`blackfalcondata/iimjobs-scraper`) Actor

Scrape executive and management jobs from iimjobs.com, India's board for senior hiring. Every listing arrives with the full compensation band, the named recruiter and the company profile behind it, so a shortlist is ready to work the moment a run finishes.

- **URL**: https://apify.com/blackfalcondata/iimjobs-scraper.md
- **Developed by:** [Black Falcon Data](https://apify.com/blackfalcondata) (community)
- **Categories:** Jobs, Lead generation, Automation
- **Stats:** 2 total users, 2 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $2.49 / 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/actors/running/actors-in-store.md#pay-per-event

## What's an Apify Actor?

Actors are web data automations that power AI and operations. They run on the Apify platform to scrape websites, process data, connect APIs, and automate workflows.
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.

- **AI agents and MCP clients** — the [Apify MCP server](https://docs.apify.com/integrations/mcp.md) at `https://mcp.apify.com` (remote, streamable HTTP, OAuth on first use).
- **Agentic workflows and local Actor development** — [Agent Skills](https://apify.com/.well-known/agent-skills/index.json) with the [Apify CLI](https://docs.apify.com/cli/docs.md): `npm install -g apify-cli`, then `apify login`.
- **JavaScript/TypeScript projects** — the official [JS/TS client](https://docs.apify.com/api/client/js/docs.md): `npm install apify-client`.
- **Python projects** — the official [Python client](https://docs.apify.com/api/client/python/docs.md): `pip install apify-client`.
- **Any other language** — 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

### What does IIMJobs Scraper do?

IIMJobs Scraper extracts structured job data from [iimjobs.com](https://iimjobs.com) — including salary data, apply URLs, company metadata, and skill tags. It supports keyword search and controllable result limits, so you can run the same query consistently over time. The actor also offers detail enrichment (company metadata) where the source provides them.

**New to Apify?** [Sign up free](https://console.apify.com/sign-up?fpr=1h3gvi) and use the included $5 monthly platform credit to test this actor.

### Key features

- **🔔 Notifications:** Telegram, Slack, Discord, WhatsApp Cloud API, and generic webhook out of the box. Pair with incremental for daily new-listing alerts without pipeline glue.
- **📋 Detail enrichment:** toggle two-stage scraping: first collect listings, then enrich each with full description + detail-page-only fields. Off by default to keep runs fast; flip on when you need the deep payload.
- **🎯 Batch searches:** pass `["term1", "term2"]` for query, location, or city to batch multiple searches in one run — shared dedup state, single dataset, one Actor-Start charge instead of N.
- **📧 Email + phone extraction:** best-effort regex extraction of contact emails and phone numbers from descriptions — emitted as `extractedEmails[]` and `extractedPhones[]` on every record.
- **🔗 URL + social-profile extraction:** every record carries `extractedUrls[]` plus a structured `socialProfiles { linkedin, twitter, instagram, facebook, youtube, tiktok, github, xing }` parsed from the description.
- **📦 Compact mode:** AI-agent and MCP-friendly payloads with core fields only.
- **✂️ Description truncation:** cap description length with `descriptionMaxLength` to control LLM prompt cost and dataset size — set 0 for full descriptions, or any char-limit to trim.
- **📌 Change classification:** each record carries a `changeType` of NEW / UPDATED / UNCHANGED / REAPPEARED / EXPIRED. Default emits NEW + UPDATED + REAPPEARED; opt into the others with `emitUnchanged` / `emitExpired`.
- **🔌 MCP connectors:** export your results into Notion via Apify's MCP connectors — a clean run-summary page, no glue code. Opt-in via the App connector field; deterministic field-mapping, no AI. Built on Apify's connector framework, so more destinations open up as their catalog grows.
- **📝 Description format selection:** pick a single description representation — `text`, `html`, or `markdown` — and the unused variants are dropped from each record. Halves payload size when your pipeline only consumes one format.
- **♻️ Incremental mode:** recurring runs emit and charge only for listings that are new or whose tracked content changed. First run builds the baseline; subsequent runs emit only NEW / UPDATED / REAPPEARED records (UNCHANGED + EXPIRED opt-in). Saves 80–95% on daily monitoring.

### What data can you extract from iimjobs.com?

Each result includes Core job fields (`id`, `title`, `jobUrl`, `portalUrl`, `jobdesignation`, `locations`, `experience`, and `minExperience`, and more), detail fields when enrichment is enabled (`jobDescription`, `locationsDetailed`, `descriptionHtml`, `descriptionMarkdown`, and `detailFetched`), apply information (`applyCount` and `applyUrl`), and company metadata (`companyName`, `companyLogo`, `companyRating`, and `companyReviewsCount`). In standard mode, all fields are always present — unavailable data points are returned as `null`, never omitted. In compact mode, only core fields are returned.

Enable detail enrichment in the input to get richer fields such as company metadata where the source provides them.

### Input

The main inputs are a search keyword and a result limit. Additional filters and options are available in the input schema.

Key parameters:

- **`query`** — Job search keywords, e.g. "product manager", "sales", "investment banking". Matches titles, companies and skill tags. Paste a JSON array such as \["product manager","finance"] to run several searches in one go — results are merged and deduped.
- **`maxResults`** — Maximum total results to return (1-1000). (default: `25`)
- **`includeDetails`** — Fetch each job's full description. The search results themselves carry no description text, so turn this off only when you want titles, companies, salary bands and links alone — it also makes the run faster and cheaper. (default: `true`)
- **`descriptionMaxLength`** — Truncate the job description (text, HTML and Markdown) to N characters. 0 = no truncation. (default: `0`)
- **`compact`** — Core fields only (for AI-agent/MCP workflows). (default: `false`)
- **`descriptionFormat`** — Which description representations to emit. `all` keeps jobDescription (plain text) + descriptionHtml + descriptionMarkdown (default). `text` / `html` / `markdown` keep only one variant — typically halves output size. (default: `"all"`)
- **`excludeEmptyFields`** — Drop null / empty-string / empty-array fields (and fully-null nested objects like socialProfiles) from each output record. Off by default to preserve dataset schema compatibility; turn on to slim output for LLM / agent consumption. (default: `false`)
- **`incrementalMode`** — Compare against previous run state. stateKey is optional — defaults to a value derived from your search inputs so different searches never share state. (default: `false`)
- **`stateKey`** — Optional. Stable identifier for the tracked search universe. Leave empty to auto-generate from search inputs.
- **`emitUnchanged`** — Also emit jobs that have not changed since the last run (incrementalMode only). (default: `false`)
- **`emitExpired`** — Also emit jobs that have disappeared since the last run (incrementalMode only). (default: `false`)
- **`skipReposts`** — When incremental, skip jobs whose content matches an expired job from a prior run (cross-run repost detection). (default: `false`)
- ...and 13 more parameters

### Input examples

**Basic search** — Keyword-driven search with a result cap.

→ Full payload per result — all standard fields populated where the source provides them.

```json
{
  "query": "product manager",
  "maxResults": 50
}
```

**Incremental tracking** — Only emit jobs that changed since the previous run with this `stateKey`.

→ First run builds the baseline state. Subsequent runs emit only records that are new or whose tracked content changed. Set `emitUnchanged: true` to include unchanged records as well.

```json
{
  "query": "product manager",
  "maxResults": 200,
  "incrementalMode": true,
  "stateKey": "product-manager-tracker"
}
```

**Compact output for AI agents** — Return only core fields for AI-agent and MCP workflows.

→ Small payload with the most important fields — ideal for piping into LLMs without token overhead.

```json
{
  "query": "product manager",
  "maxResults": 50,
  "compact": true
}
```

### Output

Each run produces a dataset of structured job records. Results can be downloaded as JSON, CSV, or Excel from the Dataset tab in Apify Console.

### Example job record

```json
{
  "id": 1727746,
  "title": "Univest - Sales Manager - Mutual Funds",
  "jobUrl": "https://www.iimjobs.com/j/univest-sales-manager-mutual-funds-2-5-yrs-1727746",
  "portalUrl": "https://www.iimjobs.com/j/univest-sales-manager-mutual-funds-2-5-yrs-1727746",
  "jobdesignation": "Sales Manager - Mutual Funds",
  "companyName": "Univest",
  "companyLogo": "https://recruiter-static-content.s3.ap-south-1.amazonaws.com/CompanyLogos/centralised-27163.webp",
  "locations": "Gurgaon/Gurugram",
  "experience": "2-5 yrs",
  "minExperience": 2,
  "maxExperience": 5,
  "salary": "Not disclosed",
  "minSalary": 0,
  "maxSalary": 0,
  "postedDate": "2026-08-27T00:00:00.000Z",
  "tags": [
    "BFSI Sales",
    "Sales",
    "Banking"
  ],
  "skills": [
    "BFSI Sales",
    "Sales",
    "Banking"
  ],
  "mandatorySkills": [
    "BFSI Sales",
    "Sales",
    "Banking"
  ],
  "applyCount": 159,
  "views": 1321,
  "workFromHome": false,
  "premium": false,
  "isUrgent": false,
  "recruiterName": "Aamir Saifi",
  "recruiterDesignation": "General Manager - Human Resources",
  "companyRating": 3,
  "companyReviewsCount": 13,
  "recruiterProfilePic": "https://edgar.iimjobs.com/media/recruiterpics/2024/02/19/2024-02-19-18-02-56-227767.jpg",
  "applyUrl": "https://www.iimjobs.com/j/univest-sales-manager-mutual-funds-2-5-yrs-1727746",
  "companyWebsite": "https://univest.in/",
  "locationsDetailed": [
    {
      "id": 37,
      "name": "Gurgaon/Gurugram"
    }
  ],
  "listingId": "ce2b54eecc48ef8e54b68b2eb644c804a103704f6cb6a7a86b11a22e09b008a2",
  "searchQuery": "sales",
  "contentQuality": "serp_only",
  "detailFetched": false,
  "scrapedAt": "2026-08-29T20:44:25.751Z",
  "source": "iimjobs.com",
  "contentHash": "21799e116832491d6ea851d48b63596ccccfd2c122a3d252fd290b9b6178265a"
}
```

### Incremental fields

When incremental mode is on, each record also carries:

- `changeType` — one of `NEW`, `UPDATED`, `UNCHANGED`, `REAPPEARED`, `EXPIRED`. Default output covers `NEW` / `UPDATED` / `REAPPEARED`; set `emitUnchanged: true` or `emitExpired: true` to opt into the others.
- `firstSeenAt`, `lastSeenAt` — ISO-8601 timestamps tracking the listing across runs.
- `isRepost`, `repostOfId`, `repostDetectedAt` — populated when a new listing matches the tracked content of a previously expired one. Set `skipReposts: true` to drop detected reposts from the output.

### How to scrape iimjobs.com

1. Go to [IIMJobs Scraper](https://apify.com/blackfalcondata/iimjobs-scraper?fpr=1h3gvi) in Apify Console.
2. Enter a search keyword.
3. Set `maxResults` to control how many results you need.
4. Enable `includeDetails` if you need company data.
5. Click **Start** and wait for the run to finish.
6. Export the dataset as JSON, CSV, or Excel.

### Use cases

- Extract job data from iimjobs.com for market research and competitive analysis.
- Track salary trends across regions and categories over time.
- Monitor new and changed jobs on scheduled runs without processing the full dataset every time.
- Auto-apply or feed apply URLs into your ATS / hiring pipeline.
- Research company hiring patterns, employer profiles, and industry distribution.
- Feed structured data into AI agents, MCP tools, and automated pipelines using compact mode.
- Export clean, structured data to dashboards, spreadsheets, or data warehouses.
- Analyze skill demand across listings using structured skill tags.
- Collect ratings and reviews for reputation monitoring and benchmarking.

### How much does it cost to scrape iimjobs.com?

IIMJobs Scraper uses [pay-per-event](https://docs.apify.com/platform/actors/paid-actors/pay-per-event) pricing. You pay a small fee when the run starts and then for each result that is actually produced.

- **Run start:** $0.01 per run
- **Per result:** $0.00249 per job record

Example costs:

- 10 results: **$0.035**
- 25 results: **$0.072**
- 100 results: **$0.26**
- 200 results: **$0.51**
- 500 results: **$1.26**

#### Example: recurring monitoring savings

These examples compare full re-scrapes with incremental runs at different churn rates. Churn is the share of jobs that are new or whose tracked content changed since the previous run. Actual churn depends on your query breadth, source activity, and polling frequency — the scenarios below are examples, not predictions.

Example setup: 100 jobs per run, daily polling (30 runs/month). Costs scale linearly with the number of jobs.

| Churn rate | Full re-scrape run cost | Incremental run cost | Savings vs full re-scrape | Monthly cost after baseline |
|---|---:|---:|---:|---:|
| 5% — stable niche query | $0.26 | $0.02 | $0.24 (91%) | $0.67 |
| 15% — moderate broad query | $0.26 | $0.05 | $0.21 (82%) | $1.42 |
| 30% — high-volume aggregator | $0.26 | $0.08 | $0.17 (67%) | $2.54 |

Full re-scrape monthly cost at the same cadence: $7.77. First month with incremental costs $0.91 / $1.63 / $2.72 for the 5% / 15% / 30% scenarios because the first run builds baseline state at full cost before incremental savings apply.

Platform usage is included in the per-result fee shown above.

### FAQ

#### How many results can I get from iimjobs.com?

The number of results depends on the search query and available jobs on iimjobs.com. Use the `maxResults` parameter to control how many results are returned per run.

#### Does IIMJobs Scraper support recurring monitoring?

Yes. Enable incremental mode to only receive new or changed jobs on subsequent runs. This is ideal for scheduled monitoring where you want to track changes over time without re-processing the full dataset.

#### Can I integrate IIMJobs Scraper with other apps?

Yes. IIMJobs Scraper works with Apify's [integrations](https://apify.com/integrations?fpr=1h3gvi) to connect with tools like Zapier, Make, Google Sheets, Slack, and more. You can also use webhooks to trigger actions when a run completes.

#### Can I use IIMJobs Scraper with the Apify API?

Yes. You can start runs, manage inputs, and retrieve results programmatically through the [Apify API](https://docs.apify.com/api/v2). Client libraries are available for JavaScript, Python, and other languages.

#### Can I use IIMJobs Scraper through an MCP Server?

Yes. Apify provides an [MCP Server](https://apify.com/apify/actors-mcp-server?fpr=1h3gvi) that lets AI assistants and agents call this actor directly. Use compact mode, `descriptionMaxLength`, a single `descriptionFormat`, and `excludeEmptyFields` to keep payloads manageable for LLM context windows.

#### Is it legal to scrape iimjobs.com?

This actor extracts publicly available data from iimjobs.com. Web scraping of public information is generally considered legal, but you should always review the target site's terms of service and ensure your use case complies with applicable laws and regulations, including GDPR where relevant.

#### Your feedback

If you have questions, need a feature, or found a bug, please [open an issue](https://apify.com/blackfalcondata/iimjobs-scraper/issues?fpr=1h3gvi) on the actor's page in Apify Console. Your feedback helps us improve.

### You might also like

- [Actiris \[Just 💰$1.5\] — Brussels Public Jobs](https://apify.com/blackfalcondata/actiris-scraper?fpr=1h3gvi) — 💰 $1.5 per 1,000 jobs. Scrape actiris.brussels — the official Brussels public employment service.
- [AMS Austria — Public Employment Service Jobs](https://apify.com/blackfalcondata/ams-austria-job-scraper?fpr=1h3gvi) — Scrape jobs.ams.at — Austria's official AMS public employment portal (branded alle jobs) with live.
- [APEC.fr Scraper - French Executive Jobs](https://apify.com/blackfalcondata/apec-scraper?fpr=1h3gvi) — Scrape apec.fr - French executive job listings with salary ranges, company, location, skills,.
- [Arbeitsagentur \[Just 💰$0.45\] — German Federal Jobs](https://apify.com/blackfalcondata/arbeitsagentur-jobs-feed?fpr=1h3gvi) — 💰 from $0.45 per 1,000 jobs. Scrape arbeitsagentur.de — Germany's official public employment.
- [Arbetsförmedlingen \[Just 💰$3\] — Sweden Public Jobs](https://apify.com/blackfalcondata/arbetsformedlingen-scraper?fpr=1h3gvi) — 💰 $3 per 1,000 jobs. Scrape arbetsformedlingen.se (Platsbanken) — Sweden's official employment.
- [Bayt — MENA Jobs with Salary & Skills](https://apify.com/blackfalcondata/bayt-scraper?fpr=1h3gvi) — Scrape bayt.com — the leading Middle East job board across UAE · Saudi Arabia · Qatar · Egypt & 9.
- [BestJobs.eu \[Just 💰$1.5\] — Romania Job Board](https://apify.com/blackfalcondata/bestjobs-eu-scraper?fpr=1h3gvi) — 💰 $1.5 per 1,000 jobs. Scrape bestjobs.eu — a leading Romanian job board — export salary ranges ·.
- [Bumeran \[Just 💰$1\] — LATAM Jobs (7 Countries)](https://apify.com/blackfalcondata/bumeran-scraper?fpr=1h3gvi) — 💰 $1 per 1,000 jobs. Scrape Bumeran Group across LATAM — Argentina · Chile · Ecuador · Mexico ·.

### Getting started with Apify

New to Apify? [Create a free account with $5 credit](https://console.apify.com/sign-up?fpr=1h3gvi) — no credit card required.

1. Sign up — $5 platform credit included
2. Open this actor and configure your input
3. Click **Start** — export results as JSON, CSV, or Excel

Need more later? [See Apify pricing](https://apify.com/pricing?fpr=1h3gvi).

### Disclaimer

This actor accesses only publicly available data on iimjobs.com. You are responsible for how you use the extracted data — in particular any personal information such as names, phone numbers, or email addresses — and for complying with IIMJobs's terms of use, applicable data-protection law (including the GDPR where it applies), and the anti-spam rules of your jurisdiction.

This actor is not affiliated with, endorsed by, or connected to IIMJobs.

### Search keywords

iimjobs scraper, iimjobs api, apify iimjobs, iimjobs data extraction, iimjobs.com scraper, iimjobs.com data, iimjobs.com api.

# Actor input Schema

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

Job search keywords, e.g. "product manager", "sales", "investment banking". Matches titles, companies and skill tags. Paste a JSON array such as \["product manager","finance"] to run several searches in one go — results are merged and deduped.

## `maxResults` (type: `integer`):

Maximum total results to return (1-1000).

## `includeDetails` (type: `boolean`):

Fetch each job's full description. The search results themselves carry no description text, so turn this off only when you want titles, companies, salary bands and links alone — it also makes the run faster and cheaper.

## `descriptionMaxLength` (type: `integer`):

Truncate the job description (text, HTML and Markdown) to N characters. 0 = no truncation.

## `compact` (type: `boolean`):

Core fields only (for AI-agent/MCP workflows).

## `descriptionFormat` (type: `string`):

Which description representations to emit. `all` keeps jobDescription (plain text) + descriptionHtml + descriptionMarkdown (default). `text` / `html` / `markdown` keep only one variant — typically halves output size.

## `excludeEmptyFields` (type: `boolean`):

Drop null / empty-string / empty-array fields (and fully-null nested objects like socialProfiles) from each output record. Off by default to preserve dataset schema compatibility; turn on to slim output for LLM / agent consumption.

## `incrementalMode` (type: `boolean`):

Compare against previous run state. stateKey is optional — defaults to a value derived from your search inputs so different searches never share state.

## `stateKey` (type: `string`):

Optional. Stable identifier for the tracked search universe. Leave empty to auto-generate from search inputs.

## `emitUnchanged` (type: `boolean`):

Also emit jobs that have not changed since the last run (incrementalMode only).

## `emitExpired` (type: `boolean`):

Also emit jobs that have disappeared since the last run (incrementalMode only).

## `skipReposts` (type: `boolean`):

When incremental, skip jobs whose content matches an expired job from a prior run (cross-run repost detection).

## `telegramToken` (type: `string`):

Telegram bot token (from @BotFather). Required for Telegram notifications.

## `telegramChatId` (type: `string`):

Telegram chat or channel ID (e.g. "-100123456789"). Required when telegramToken is set.

## `discordWebhookUrl` (type: `string`):

Discord incoming webhook URL. Server Settings → Integrations → Webhooks → New Webhook.

## `slackWebhookUrl` (type: `string`):

Slack incoming webhook URL. api.slack.com/messaging/webhooks.

## `notificationLimit` (type: `integer`):

Maximum number of jobs included in each notification message (1–20).

## `notifyOnlyChanges` (type: `boolean`):

When Incremental Mode is on, only send notifications for NEW and UPDATED jobs. Has no effect outside incremental mode.

## `whatsappAccessToken` (type: `string`):

WhatsApp Cloud API permanent access token (System User token from Meta Business). Recipient must have messaged the business number within the last 24h (service-conversation window — free since Nov 2024).

## `whatsappPhoneNumberId` (type: `string`):

Your WhatsApp Business phone-number ID (numeric, from Meta dashboard). Required when whatsappAccessToken is set.

## `whatsappTo` (type: `string`):

Recipient phone in E.164 format without + (e.g. "919876543210"). Recipient must have messaged your business number within last 24h.

## `webhookUrl` (type: `string`):

Receives a JSON POST with {metadata, items} after each run. Universal escape hatch for n8n / Make / Zapier / custom backends.

## `webhookHeaders` (type: `object`):

Optional JSON object of custom headers (e.g. {"Authorization":"Bearer ..."}).

## `appConnector` (type: `string`):

Optional. Pick a connected app under Settings → API & Integrations to receive your results (including any contact details). Best-effort across MCP connectors as Apify expands its catalog.

## `mcpIssueTeam` (type: `string`):

Only when the connected app is an issue tracker: the team (name or ID) the summary issue is created under, if that app requires one.

## Actor input object example

```json
{
  "query": "product manager",
  "maxResults": 5,
  "includeDetails": true,
  "descriptionMaxLength": 0,
  "compact": false,
  "descriptionFormat": "all",
  "excludeEmptyFields": false,
  "incrementalMode": false,
  "emitUnchanged": false,
  "emitExpired": false,
  "skipReposts": false,
  "notificationLimit": 5,
  "notifyOnlyChanges": false
}
```

# Actor output Schema

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

No description

# 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": "product manager",
    "maxResults": 5
};

// Run the Actor and wait for it to finish
const run = await client.actor("blackfalcondata/iimjobs-scraper").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": "product manager",
    "maxResults": 5,
}

# Run the Actor and wait for it to finish
run = client.actor("blackfalcondata/iimjobs-scraper").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
for item in client.dataset(run.default_dataset_id).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": "product manager",
  "maxResults": 5
}' |
apify call blackfalcondata/iimjobs-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,blackfalcondata/iimjobs-scraper"
        }
    }
}

```

The hosted server signs you in with OAuth on first connect, so no API token belongs in this config. Clients without OAuth support can send an `Authorization: Bearer <APIFY_API_TOKEN>` header instead, using a token from API & Integrations in Apify Console (https://console.apify.com/settings/integrations).

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/kU2beL9dkytjCmgxc/builds/JEC3ukkOjebWMvXQa/openapi.json