{"id":30309578,"url":"https://github.com/ourahma/web-search-ai-agent","last_synced_at":"2025-08-17T13:46:42.212Z","repository":{"id":309053573,"uuid":"1034461981","full_name":"ourahma/Web-Search-AI-Agent","owner":"ourahma","description":"An AI-powered application that searches, analyzes, and recommends developer tools using web scraping and a Large Language Model (LLM).","archived":false,"fork":false,"pushed_at":"2025-08-09T13:53:41.000Z","size":496,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-08-09T15:29:34.163Z","etag":null,"topics":["firecrawl","firecrawl-mcp","mcp-server"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/ourahma.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-08-08T12:32:38.000Z","updated_at":"2025-08-09T13:53:44.000Z","dependencies_parsed_at":"2025-08-09T15:29:37.270Z","dependency_job_id":"a20fe8ab-6a66-4a0d-a11c-1ff35890ccd2","html_url":"https://github.com/ourahma/Web-Search-AI-Agent","commit_stats":null,"previous_names":["ourahma/web-search-ai-agent"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/ourahma/Web-Search-AI-Agent","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ourahma%2FWeb-Search-AI-Agent","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ourahma%2FWeb-Search-AI-Agent/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ourahma%2FWeb-Search-AI-Agent/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ourahma%2FWeb-Search-AI-Agent/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ourahma","download_url":"https://codeload.github.com/ourahma/Web-Search-AI-Agent/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ourahma%2FWeb-Search-AI-Agent/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":270856593,"owners_count":24657693,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-08-17T02:00:09.016Z","response_time":129,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["firecrawl","firecrawl-mcp","mcp-server"],"created_at":"2025-08-17T13:46:40.930Z","updated_at":"2025-08-17T13:46:42.173Z","avatar_url":"https://github.com/ourahma.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Developer Tools Research Agent\n\n## 📌 Overview\n\nThe **Developer Tools Research Agent** is an AI-powered application that searches, analyzes, and recommends developer tools using web scraping and a Large Language Model (LLM). The system leverages a multi-step workflow to:\n\n1. Search for relevant tools based on a query.\n2. Extract tool names from relevant articles.\n3. Research each tool's website for technical and business details.\n4. Provide summarized recommendations.\n\nThe project is built with **LangGraph**, **LangChain**, **Firecrawl**, and a custom workflow class.\n\n---\n\n## 🚀 Features\n\n* 🔍 **Tool Discovery**: Finds relevant tools from the web.\n* 📄 **Content Extraction**: Scrapes official pages for details.\n* 🧠 **AI-Powered Analysis**: Extracts structured data (pricing, tech stack, API availability, etc.).\n* 💡 **Recommendations**: Summarizes findings for decision-making.\n* 🌐 **Streamlit UI**: Interactive interface replacing the console version.\n\n---\n\n## 🛠️ Tech Stack\n\n* **Python 3.9+**\n* [LangGraph](https://python.langchain.com/docs/langgraph)\n* [LangChain](https://www.langchain.com/)\n* [Firecrawl](https://www.firecrawl.dev/)\n* [Streamlit](https://streamlit.io/)\n* Deep Seek-compatible LLM API (via TogetherAI)\n\n---\n\n## 📂 Project Structure\n\n```\n.\n├── src/\n│   ├── workflow.py         # Main workflow logic\n│   ├── firecrawl.py        # Firecrawl service wrapper\n│   ├── prompts.py          # Prompt templates\n│   └── models.py           # Pydantic models for data\n├── app.py                  # Streamlit UI\n├── requirements.txt        # Dependencies\n├── .env                    # Environment variables\n├── screenshots/            # Example output screenshot\n└── README.md               # This file\n```\n\n---\n\n## ⚙️ Installation\n\n```bash\ngit clone git@github.com:ourahma/git@github.com:ourahma/Web-Search-AI-Agent.git.git\ncd Web-Search-AI-Agent\npip install -r requirements.txt\n```\n\nCreate a `.env` file with your API keys:\n\n```env\nTOGETHER_API_KEY=your_api_key_here\nFIRECRAWL_API_KEY=your_api_key_here\n```\n\n---\n\n## 💻 Usage\n\nRun the Streamlit UI:\n\n```bash\nstreamlit run app.py\n```\n\nEnter a developer tools query and view structured results with recommendations.\n\n---\n\n## 📊 Example Results\n\nBelow is an example of the results interface:\n\n![Research Agent Screenshot](screenshots/1.png)\n\n![Research Agent Screenshot](screenshots/2.png)\n\n---\n\n## ✍️ Author\n\n**OURAHMA Maroua**\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fourahma%2Fweb-search-ai-agent","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fourahma%2Fweb-search-ai-agent","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fourahma%2Fweb-search-ai-agent/lists"}