{"id":26090498,"url":"https://github.com/sincerelyyyash/founder-match-ai","last_synced_at":"2026-05-18T06:33:51.003Z","repository":{"id":281350992,"uuid":"945013767","full_name":"sincerelyyyash/founder-match-ai","owner":"sincerelyyyash","description":"AI-powered co-founder matching platform using FastAPI and NLP-based similarity 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**AI-Powered Co-Founder Matching API**  \n\n## **Overview**  \nAn AI-powered co-founder matching API that leverages **FastAPI** and **NLP-based similarity scoring** to help entrepreneurs find the best co-founders based on their profiles, skills, and industry preferences.  \n\n## **Features**  \n- **AI-driven Matching:** Uses `sentence-transformers` for NLP-based similarity scoring.  \n- **FastAPI Backend:** Efficient and lightweight API for matching users.  \n- **CSV-based Profile Storage:** Reads and processes LinkedIn-like profiles from a CSV file.  \n- **Skill \u0026 Industry Matching:** Compares skills, bio, industry, and location to find the best matches.  \n- **Dockerized Deployment:** Easily deployable with Docker.  \n\n## **Tech Stack**  \n- **Backend:** FastAPI  \n- **Machine Learning:** Sentence Transformers (`all-mpnet-base-v2`)  \n- **Data Processing:** Pandas, NumPy, Scikit-learn  \n- **Web Server:** Uvicorn  \n- **Containerization:** Docker  \n\n## **Machine Learning Model**  \nFounderMatch AI uses the **\"all-mpnet-base-v2\"** model from **Sentence Transformers**.  \n\n### **Model Details**  \n- **Name:** `all-mpnet-base-v2`  \n- **Library:** `sentence-transformers`  \n- **Architecture:** MPNet (Masked and Permuted Pre-training)  \n- **Embedding Size:** 768 dimensions  \n- **Purpose:** Converts textual data (bios, skills, industries) into numerical vectors for **cosine similarity** matching.  \n- **Usage:** The model encodes user profiles and compares them with preprocessed LinkedIn-like profiles to find the best matches.  \n\n## **Setup Instructions**  \n\n### **1. Clone the Repository**  \n```bash\ngit clone https://github.com/sincerelyyyash/founder-match-ai.git\ncd founder-match-ai\n```\n\n### **2. Create \u0026 Activate Virtual Environment (Optional)**\n```bash\npython -m venv venv\nsource venv/bin/activate  # On Windows use: venv\\Scripts\\activate\n```\n\n### **3. Install Dependencies**  \n```bash\npip install -r requirements.txt\n```\n\n### **4. Run the API Server**  \n```bash\nuvicorn app:app --host 0.0.0.0 --port 8000 --reload\n```\n\n### **5. Test API**  \nOnce the server is running, test the API using **Postman** or **cURL**:  \n\n#### **Check API Status**  \n```bash\ncurl http://127.0.0.1:8000/\n```\n\n#### **Match Co-Founders**  \nSend a `POST` request to `/match_cofounders/` with a user profile:\n```json\n{\n  \"name\": \"John Doe\",\n  \"bio\": \"Experienced software engineer looking to build an AI startup.\",\n  \"skills\": [{\"name\": \"Machine Learning\"}, {\"name\": \"Python\"}],\n  \"industry\": \"Technology\",\n  \"experience\": 5,\n  \"education\": \"MIT\",\n  \"location\": \"San Francisco\"\n}\n```\n\n### **6. Docker Setup**  \n#### **Build the Docker Image**  \n```bash\ndocker build -t founder-match-ai .\n```\n\n#### **Run the Docker Container**  \n```bash\ndocker run -p 8000:8000 founder-match-ai\n```\n\n#### **Stop \u0026 Remove Docker Containers**  \n```bash\ndocker ps  # List running containers\ndocker stop \u003ccontainer_id\u003e  # Stop a container\ndocker rm \u003ccontainer_id\u003e  # Remove a container\ndocker rmi founder-match-ai  # Remove the Docker image\n```\n\n## **Contributing**  \n1. Fork the repository.  \n2. Create a new branch (`git checkout -b feature-branch`).  \n3. Commit your changes (`git commit -m \"Added new feature\"`).  \n4. Push to the branch (`git push origin feature-branch`).  \n5. Create a Pull Request.  \n\n## **License**  \nThis project is licensed under the **MIT License**.  \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsincerelyyyash%2Ffounder-match-ai","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsincerelyyyash%2Ffounder-match-ai","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsincerelyyyash%2Ffounder-match-ai/lists"}