You can access the Gitlab Scraper programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in Integrations settings in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

1from apify_client import ApifyClient
2
3# Initialize the ApifyClient with your Apify API token
4# Replace '<YOUR_API_TOKEN>' with your token.
5client = ApifyClient("<YOUR_API_TOKEN>")
6
7# Prepare the Actor input
8run_input = {
9    "searchQueries": [
10        "machine learning",
11        "react",
12    ],
13    "projectPaths": [
14        "gitlab-org/gitlab",
15        "microsoft/vscode",
16    ],
17    "userNames": ["gitlab-org"],
18    "groupPaths": ["gitlab-org"],
19    "maxResults": 50,
20    "includeDetails": True,
21    "proxyConfiguration": { "useApifyProxy": True },
22}
23
24# Run the Actor and wait for it to finish
25run = client.actor("klondikeking/gitlab-scraper").call(run_input=run_input)
26
27# Fetch and print Actor results from the run's dataset (if there are any)
28print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
29for item in client.dataset(run["defaultDatasetId"]).iterate_items():
30    print(item)
31
32# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

GitLab Scraper - Extract Projects, Users & Groups Data API in Python

The Apify API client for Python is the official library that allows you to use Gitlab Scraper API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

Gitlab Scraper API in JavaScript

Gitlab Scraper API through CLI

Gitlab Scraper OpenAPI definition

Gitlab Scraper API

Gitlab Email Scraper - Advanced, Fast & Cheapest

contacts-api/gitlab-email-scraper-fast-advanced-and-cheapest

🧑‍💻 GitLab Email Scraper allows you to extract developer and organization emails from GitLab profiles 🔎 Scale tech hiring and B2B outreach 📧

Lead Heaven

GitLab Email Scraper – Advanced, Cheapest & Reliable 📧⚡📷

contactminerlabs/gitlab-email-scraper---advanced-cheapest-reliable

🔍 Scrape GitLab Emails Enter your search parameters to collect verified contact emails from public GitLab profiles, along with profile title, bio snippet, source URL & platform info ✉️📊 Perfect for lead generation, influencer outreach & data enrichment in tools like Google Sheets or CRMs⚡🧩

ContactMinerLabs

Gitlab Star Gazer Actor

giovannibiancia/gitlab-star-gazer-actor

Extract profiles of users who starred any GitLab repository — with emails, linkedin, instagram and phone numbers scraped from personal websites. Built for B2B lead generation and developer outreach.

Giovanni Bianciardi

🦊 GitLab Scraper — Projects & Repository Data

nexgendata/gitlab-scraper

Extract project data from GitLab — stars, forks, issues, merge requests & contributor stats. Build developer analytics, project monitoring & open source intelligence. Pay per project.

Stephan Corbeil

Gitlab Scraper | Fast & Reliable | $2 / 1k

fatihtahta/gitlab-scraper

Turn GitLab into a clean dataset. Scrape public projects and user profiles with rich metadata: names, namespaces, descriptions, topics, stars, forks, visibility and activity timestamps. Great for tech research, competitor tracking, lead lists and spotting fast-moving projects.

Fatih Tahta

AGENTS.md Generator

veridian-synthetics/agents-md-generator

Generate production-quality [AGENTS.md](https://agents.md) files for any public GitHub, GitLab, or Bitbucket repository — in seconds.

Skyler Kruger

Repo Scout

wheat_tourist/repo-scout

Track breakout open-source projects before they trend. Repo Scout monitors GitHub and GitLab star velocity, filters by language and time window, and delivers rich insights—including stars gained, velocity per day, and why each project matters. Built for DevRel, marketing, and partnership teams.

Varun Chopra

Cicd Cost Optimizer

fiery_dream/cicd-cost-optimizer

Analyze GitHub Actions, GitLab CI, Jenkins, and other CI/CD platforms for cost optimization opportunities. Identify expensive workflows, bottlenecks, and get actionable recommendations. First free CI/CD cost optimization tool.