{"id":18454976,"url":"https://github.com/illfil/linkedin-profile-summary","last_synced_at":"2026-04-30T09:34:53.290Z","repository":{"id":252542592,"uuid":"840197846","full_name":"IllFil/LinkedIn-Profile-Summary","owner":"IllFil","description":"NLP base LinkedIn Profile search and summarizing tool. 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It integrates several components including LinkedIn profile scraping, natural language processing (NLP) for generating summaries, and a Flask web service for user interaction.\n\n## Components\n\n1. **LinkedIn Profile Lookup and Summary Generation**:\n   - **Function:** `look_up_person(name: str) -\u003e Tuple[Summary, str]`\n   - **Description:** \n     - **Step 1:** Finds the LinkedIn profile URL using `get_profile_url_tavily(name: str)`.\n     - **Step 2:** Scrapes LinkedIn profile data from the found URL.\n     - **Step 3:** Generates a concise summary of the person's qualifications and experience using the `llama3.1` model.\n   - **Dependencies:** `langchain`, `langchain_ollama`, `third_parties.linkedin`\n\n2. **LinkedIn Profile URL Lookup**:\n   - **Function:** `get_profile_url_tavily(name: str) -\u003e str`\n   - **Description:** \n     - Uses the Tavily API to search for a LinkedIn profile page based on the person's name.\n     - Retrieves the LinkedIn profile URL from the search results.\n   - **Dependencies:** `TavilySearchResults`\n   - **Implementation:**\n     ```python\n     def get_profile_url_tavily(name: str):\n         \"\"\"Searches for LinkedIn Profile Page.\"\"\"\n         search = TavilySearchResults()\n         res = search.run(f\"{name}\")\n         return res[0][\"url\"]\n     ```\n\n3. **Flask Web Service**:\n   - **Routes:**\n     - `/` - Displays the main page.\n     - `/process` - Processes a POST request containing a person's name, retrieves and summarizes their LinkedIn profile, and returns the summary as JSON.\n   - **Dependencies:** `Flask`, `person_summary`\n\n4. **Data Cleaning and Scraping**:\n   - **Function:** `scrape_linkedin_profile(linkedin_profile_url: str, mock: bool = False)`\n   - **Description:** Scrapes LinkedIn profile data and cleans the JSON response.\n   - **Dependencies:** `requests`, `json`\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fillfil%2Flinkedin-profile-summary","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fillfil%2Flinkedin-profile-summary","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fillfil%2Flinkedin-profile-summary/lists"}