# Linkedin Mutual Connection Analyzer (`dead00/linkedin-mutual-connection-analyzer`) Actor A LinkedIn Connection Analyzer that analyzes LinkedIn profiles and determines connection degrees between you and target profiles. - **URL**: https://apify.com/dead00/linkedin-mutual-connection-analyzer.md - **Developed by:** [Dead](https://apify.com/dead00) (community) - **Categories:** Lead generation, Social media, Other - **Stats:** 84 total users, 3 monthly users, 100.0% runs succeeded, 3 bookmarks - **User rating**: 2.38 out of 5 stars ## Pricing $22.00/month + usage To use this Actor, you pay a monthly rental fee to the developer. The rent is subtracted from your prepaid usage every month after the free trial period.You also pay for the Apify platform usage, which gets cheaper the higher Apify subscription plan you have. Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#rental-actors ## 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 ## LinkedIn Connection Analyzer A LinkedIn Connection Analyzer that analyzes LinkedIn profiles and determines connection degrees between you and target profiles. This tool provides comprehensive profile data extraction along with sophisticated connection degree analysis. ### 🚀 Features - **Connection Degree Analysis**: Accurately determines 1st, 2nd, 3rd degree connections or if profiles are out of network - **Comprehensive Profile Scraping**: Extracts detailed profile information including experience, education, skills, and contact details - **Cookie-Based Authentication**: Uses browser cookies for seamless LinkedIn authentication - **Robust Error Handling**: Comprehensive logging and error management - **Apify Integration**: Built as an Apify Actor for easy deployment and scaling ### 📋 What Gets Extracted #### Profile Information - **Basic Info**: Name, headline, summary, location, industry - **Professional Data**: Work experience, education history, skills - **Contact Information**: Email, phone, social media links (when available) - **Visual Assets**: Profile picture and background image URLs - **Accomplishments**: Certifications, publications, projects, etc. #### Connection Analysis - **Connection Degree**: 1st, 2nd, 3rd degree, or "Not connected" - **Connection Confidence**: Multiple validation methods for accuracy ### 🔧 Configuration #### Input Parameters | Parameter | Type | Required | Description | |-----------|------|----------|-------------| | `profile_url` | String | ✅ | LinkedIn profile URL to analyze | | `cookies` | Array | ✅ | Browser cookies from EditThisCookie extension | #### Cookie Setup 1. **Install EditThisCookie Extension** (Chrome/Firefox) 2. **Login to LinkedIn** in your browser 3. **Export Cookies**: - Navigate to LinkedIn.com - Click EditThisCookie extension - Click "Export" button - Copy the JSON array 4. **Use in Input**: Paste the cookies array as the `cookies` parameter #### Sample Input ```json { "profile_url": "https://www.linkedin.com/in/john-doe", "cookies": [ { "name": "li_at", "value": "your-li-at-cookie-value", "domain": ".linkedin.com", "path": "/", "secure": true, "httpOnly": true }, { "name": "JSESSIONID", "value": "your-jsessionid-value", "domain": ".linkedin.com", "path": "/", "secure": true } ] } ```` ### 🎯 Usage Examples #### Basic Profile Analysis ```python ## Input { "profile_url": "https://www.linkedin.com/in/jane-smith", "cookies": [/* your cookies array */] } ## Output includes connection degree and full profile data ``` #### Supported URL Formats - `https://www.linkedin.com/in/username` - `https://linkedin.com/in/username/` - `https://www.linkedin.com/profile/view?id=username` - `https://linkedin.com/pub/name/id/id/username` ### 📊 Output Format ```json { "profile_url": "https://www.linkedin.com/in/john-doe", "profile_id": "john-doe", "connection_degree": "2nd Degree Connection", "basic_info": { "firstName": "John", "lastName": "Doe", "headline": "Software Engineer at Tech Company", "summary": "Experienced software engineer...", "location": "San Francisco, CA", "industry": "Technology", "profile_picture": "https://...", "background_image": "https://..." }, "experience": [ { "title": "Software Engineer", "company": "Tech Company", "duration": "2020 - Present", "description": "..." } ], "education": [ { "school": "University Name", "degree": "Bachelor of Science", "field": "Computer Science", "years": "2016 - 2020" } ], "skills": ["Python", "JavaScript", "React"], "contact_info": { "email": "john@example.com", "phone": "+1234567890" }, "connection_analysis": { "degree": "2nd Degree Connection", "connection_related_fields": {} } } ``` ### ⚠️ Important Notes #### Rate Limits - LinkedIn has strict rate limiting - Recommended: 1-2 requests per minute - Use delays between requests for large batches #### Cookie Management - Cookies expire periodically (typically 24-48 hours) - Monitor authentication status - Refresh cookies when needed #### LinkedIn Terms of Service - Respect LinkedIn's Terms of Service - Use for legitimate networking purposes - Avoid aggressive scraping patterns ### 🚨 Troubleshooting #### Common Issues **Authentication Failed** ``` Error: Authentication failed: li_at cookie not found ``` **Solution**: Ensure your cookies array includes the `li_at` cookie **Profile Not Found** ``` Error: Could not extract profile ID from URL ``` **Solution**: Verify the LinkedIn URL format is correct **Rate Limited** ``` Error: Too many requests ``` **Solution**: Add delays between requests and reduce request frequency #### Debug Mode Enable debug logging by setting: ```python logging.basicConfig(level=logging.DEBUG) ``` ### 📈 Best Practices 1. **Respect Rate Limits**: Space out requests appropriately 2. **Monitor Cookie Expiration**: Refresh cookies regularly 3. **Handle Errors Gracefully**: Implement retry logic for failed requests 4. **Validate Inputs**: Always verify profile URLs before processing 5. **Log Everything**: Use comprehensive logging for debugging ### 📄 License This project is for educational and research purposes. Please ensure compliance with LinkedIn's Terms of Service and applicable laws in your jurisdiction. # Actor input Schema ## `profile_url` (type: `array`): The LinkedIn profile URL to scrape (e.g., https://www.linkedin.com/in/john-doe/) ## `cookies` (type: `array`): LinkedIn cookies exported from EditThisCookie browser extension as JSON array. To get cookies: 1) Log into LinkedIn in your browser, 2) Install EditThisCookie extension, 3) Visit LinkedIn.com, 4) Click the EditThisCookie extension icon, 5) Click 'Export' button, 6) Copy the entire JSON array and paste it here. The scraper will automatically extract the required li\_at cookie from this array. ## Actor input object example ```json { "profile_url": [ "https://www.linkedin.com/in/williamhgates/" ], "cookies": [ { "domain": ".linkedin.com", "expirationDate": 1752949169, "hostOnly": false, "httpOnly": false, "name": "_gcl_au", "path": "/", "sameSite": "unspecified", "secure": false, "session": false, "storeId": "0", "value": "1.1.2083393420.1745173169", "id": 1 }, { "domain": ".linkedin.com", "expirationDate": 1752949168.844608, "hostOnly": false, "httpOnly": false, "name": "_guid", "path": "/", "sameSite": "no_restriction", "secure": true, "session": false, "storeId": "0", "value": "acd255b5-f6b3-42ba-a29b-43e7149d1fbe", "id": 2 }, { "domain": ".linkedin.com", "expirationDate": 1760725168, "hostOnly": false, "httpOnly": false, "name": "AMCV_14215E3D5995C57C0A495C55%40AdobeOrg", "path": "/", "sameSite": "unspecified", "secure": false, "session": false, "storeId": "0", "value": "-637568504%7CMCIDTS%7C20199%7CMCMID%7C84751414213763863511536924695015326532%7CMCAAMLH-1745777968%7C12%7CMCAAMB-1745777968%7CRKhpRz8krg2tLO6pguXWp5olkAcUniQYPHaMWWgdJ3xzPWQmdj0y%7CMCOPTOUT-1745180368s%7CNONE%7CvVersion%7C5.1.1%7CMCCIDH%7C285643625", "id": 3 }, { "domain": ".linkedin.com", "expirationDate": 1753683051.048478, "hostOnly": false, "httpOnly": false, "name": "AnalyticsSyncHistory", "path": "/", "sameSite": "no_restriction", "secure": true, "session": false, "storeId": "0", "value": "AQJEq-DjkgWizgAAAZe1KQWlYpnEdhzukDogHWW5NVPdnwK8rP3yv_JqTyKVrmBbHUViSovk-NcphWq8YLmYlQ", "id": 4 }, { "domain": ".linkedin.com", "expirationDate": 1782627051.970244, "hostOnly": false, "httpOnly": false, "name": "bcookie", "path": "/", "sameSite": "no_restriction", "secure": true, "session": false, "storeId": "0", "value": "\"v=2&254cc95a-1e59-4b28-8987-c5a21ed2d1d9\"", "id": 5 }, { "domain": ".linkedin.com", "expirationDate": 1776709170.162967, "hostOnly": false, "httpOnly": true, "name": "dfpfpt", "path": "/", "sameSite": "unspecified", "secure": true, "session": false, "storeId": "0", "value": "291e6513523f4067a627329c51427448", "id": 6 }, { "domain": ".linkedin.com", "hostOnly": false, "httpOnly": true, "name": "fptctx2", "path": "/", "sameSite": "unspecified", "secure": true, "session": true, "storeId": "0", "value": "taBcrIH61PuCVH7eNCyH0MJojnuUODHcZ6x9WoxhgCnB8RZKUr5P8yael0dg2s3RITFZbHMaUzoc1OGQI5UHLnMDeTzF3br16usuQIiyBIXpem0QeyWczUuIImkirsbFQWHqrX4Z2l%252f7IRIk4hSVfH3cz8G7PieNrV86xeMnXvfCpj3t6Puz4lJILBiTpfScTd0rg6BzSqjQsLFyY%252fdU6nLjhR998W2%252f7uXP3MmHxpgDkTl4HFj8Rud52N4zmeqSCyCxJawQq%252fUQZFRkur1kR8DPWmM8rRyKrTcS8orlNIRHqpwcDzfld8I6PAVoQHr5", "id": 7 }, { "domain": ".linkedin.com", "hostOnly": false, "httpOnly": false, "name": "lang", "path": "/", "sameSite": "no_restriction", "secure": true, "session": true, "storeId": "0", "value": "v=2&lang=en-us", "id": 8 }, { "domain": ".linkedin.com", "expirationDate": 1758867051.970164, "hostOnly": false, "httpOnly": false, "name": "li_sugr", "path": "/", "sameSite": "no_restriction", "secure": true, "session": false, "storeId": "0", "value": "f8abae6c-7af2-45cd-b897-dd2afdbb6712", "id": 9 }, { "domain": ".linkedin.com", "expirationDate": 1782627047.961785, "hostOnly": false, "httpOnly": false, "name": "liap", "path": "/", "sameSite": "no_restriction", "secure": true, "session": false, "storeId": "0", "value": "true", "id": 10 }, { "domain": ".linkedin.com", "expirationDate": 1751103229.166612, "hostOnly": false, "httpOnly": false, "name": "lidc", "path": "/", "sameSite": "no_restriction", "secure": true, "session": false, "storeId": "0", "value": "\"b=OB35:s=O:r=O:a=O:p=O:g=3886:u=3:x=1:i=1751091054:t=1751103231:v=2:sig=AQFEvQk0ZCX6Svesr4GOwko9pE8yPQek\"", "id": 11 }, { "domain": ".linkedin.com", "expirationDate": 1753683051.355416, "hostOnly": false, "httpOnly": false, "name": "lms_ads", "path": "/", "sameSite": "no_restriction", "secure": true, "session": false, "storeId": "0", "value": "AQEtS-u2WcEnXAAAAZe1KQbbEmJYji_gS9wvGtjenXubmIqttKVCrhn6xN5UKuhZjrbPch-XblOclI6dlOgPrZn6WEzxopcd", "id": 12 }, { "domain": ".linkedin.com", "expirationDate": 1753683051.355509, "hostOnly": false, "httpOnly": false, "name": "lms_analytics", "path": "/", "sameSite": "no_restriction", "secure": true, "session": false, "storeId": "0", "value": "AQEtS-u2WcEnXAAAAZe1KQbbEmJYji_gS9wvGtjenXubmIqttKVCrhn6xN5UKuhZjrbPch-XblOclI6dlOgPrZn6WEzxopcd", "id": 13 }, { "domain": ".linkedin.com", "expirationDate": 1753683051.048454, "hostOnly": false, "httpOnly": false, "name": "UserMatchHistory", "path": "/", "sameSite": "no_restriction", "secure": true, "session": false, "storeId": "0", "value": "AQLBvz2H5H5_vgAAAZe1KQWlZ37J3zzBOjCJLSKoIoLAbs8jsma5rvGUSiPw4F9t9iDMr0Qhmep91GpXdF_lK3RWfmmBeuh-X1tVH7ggHA7f9KcKo_vK2JlK9DAXGRVEGS5J0Yuo5pehye5LspMJNJXn3TrA95elNtYVQDypvg14FFNu322vRoOo-hz99ACuURYktl7Qm1GxWLsCotC9i5YKVHIS2gGf4V1G6pFxZSE1HTvUhqo1pyRpPB5qy8VbS9wSeMfhuj9zqrpLaXPgpxwZHxDWwT98n2LbjTpbD3H-9FOq99qmNeQkCMXD7hQ9ilA3i9ZXBkeU_A7eSNFlqy1tKxagG2D7wMuOS5nKAYPY7j0-Kg", "id": 14 }, { "domain": ".www.linkedin.com", "expirationDate": 1782627051.355584, "hostOnly": false, "httpOnly": true, "name": "bscookie", "path": "/", "sameSite": "no_restriction", "secure": true, "session": false, "storeId": "0", "value": "\"v=1&20241208151840c08fae33-bd62-4fbb-8c47-233b6f281551AQHf-5pt38OA0yBK9GyVLcAY7TdE6J6-\"", "id": 15 }, { "domain": ".www.linkedin.com", "expirationDate": 1782627047.961822, "hostOnly": false, "httpOnly": false, "name": "JSESSIONID", "path": "/", "sameSite": "no_restriction", "secure": true, "session": false, "storeId": "0", "value": "\"ajax:-2052419112489373461\"", "id": 16 }, { "domain": ".www.linkedin.com", "expirationDate": 1782627047.96175, "hostOnly": false, "httpOnly": true, "name": "li_at", "path": "/", "sameSite": "no_restriction", "secure": true, "session": false, "storeId": "0", "value": "AQEDAVnyITMFKdF0AAABllRtOg4AAAGX2TV8qFYAEpgx-9lUnwXzhOeXdV8-hlrbmQWLEvnkA0ITX7Iob9lZSg7LuApEmyfhyBI9G6tdsBexuVIVEBT5VSQg0-h2n9Ngf1cx7EE78dzF5x7PK6rn4qSX", "id": 17 }, { "domain": ".www.linkedin.com", "expirationDate": 1766643049, "hostOnly": false, "httpOnly": false, "name": "li_theme", "path": "/", "sameSite": "unspecified", "secure": true, "session": false, "storeId": "0", "value": "light", "id": 18 }, { "domain": ".www.linkedin.com", "expirationDate": 1766643049, "hostOnly": false, "httpOnly": false, "name": "li_theme_set", "path": "/", "sameSite": "unspecified", "secure": true, "session": false, "storeId": "0", "value": "app", "id": 19 }, { "domain": ".www.linkedin.com", "expirationDate": 1752300649, "hostOnly": false, "httpOnly": false, "name": "timezone", "path": "/", "sameSite": "unspecified", "secure": true, "session": false, "storeId": "0", "value": "Asia/Calcutta", "id": 20 } ] } ``` # 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 '' with your token const client = new ApifyClient({ token: '', }); // Prepare Actor input const input = {}; // Run the Actor and wait for it to finish const run = await client.actor("dead00/linkedin-mutual-connection-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 '' with your token. client = ApifyClient("") # Prepare the Actor input run_input = {} # Run the Actor and wait for it to finish run = client.actor("dead00/linkedin-mutual-connection-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 '{}' | apify call dead00/linkedin-mutual-connection-analyzer --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=dead00/linkedin-mutual-connection-analyzer", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "Linkedin Mutual Connection Analyzer", "description": "A LinkedIn Connection Analyzer that analyzes LinkedIn profiles and determines connection degrees between you and target profiles.", "version": "0.0", "x-build-id": "M3qGPaQ78WK9kKEUa" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/dead00~linkedin-mutual-connection-analyzer/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-dead00-linkedin-mutual-connection-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": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } }, "/acts/dead00~linkedin-mutual-connection-analyzer/runs": { "post": { "operationId": "runs-sync-dead00-linkedin-mutual-connection-analyzer", "x-openai-isConsequential": false, "summary": "Executes an Actor and returns information about the initiated run in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$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": { "$ref": "#/components/schemas/runsResponseSchema" } } } } } } }, "/acts/dead00~linkedin-mutual-connection-analyzer/run-sync": { "post": { "operationId": "run-sync-dead00-linkedin-mutual-connection-analyzer", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$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": [ "profile_url", "cookies" ], "properties": { "profile_url": { "title": "LinkedIn Profile URL", "type": "array", "description": "The LinkedIn profile URL to scrape (e.g., https://www.linkedin.com/in/john-doe/)", "default": [ "https://www.linkedin.com/in/williamhgates/" ], "items": { "type": "string" } }, "cookies": { "title": "LinkedIn Cookies (JSON Array)", "type": "array", "description": "LinkedIn cookies exported from EditThisCookie browser extension as JSON array. To get cookies: 1) Log into LinkedIn in your browser, 2) Install EditThisCookie extension, 3) Visit LinkedIn.com, 4) Click the EditThisCookie extension icon, 5) Click 'Export' button, 6) Copy the entire JSON array and paste it here. The scraper will automatically extract the required li_at cookie from this array.", "default": [ { "domain": ".linkedin.com", "expirationDate": 1752949169, "hostOnly": false, "httpOnly": false, "name": "_gcl_au", "path": "/", "sameSite": "unspecified", "secure": false, "session": false, "storeId": "0", "value": "1.1.2083393420.1745173169", "id": 1 }, { "domain": ".linkedin.com", "expirationDate": 1752949168.844608, "hostOnly": false, "httpOnly": false, "name": "_guid", "path": "/", "sameSite": "no_restriction", "secure": true, "session": false, "storeId": "0", "value": "acd255b5-f6b3-42ba-a29b-43e7149d1fbe", "id": 2 }, { "domain": ".linkedin.com", "expirationDate": 1760725168, "hostOnly": false, "httpOnly": false, "name": "AMCV_14215E3D5995C57C0A495C55%40AdobeOrg", "path": "/", "sameSite": "unspecified", "secure": false, "session": false, "storeId": "0", "value": 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