{"id":38944160,"url":"https://github.com/talperetz/browsegraph","last_synced_at":"2026-01-17T16:00:11.230Z","repository":{"id":265341337,"uuid":"888827793","full_name":"talperetz/browsegraph","owner":"talperetz","description":"In-browser GraphRAG ","archived":false,"fork":false,"pushed_at":"2025-12-26T13:01:50.000Z","size":1129,"stargazers_count":78,"open_issues_count":8,"forks_count":17,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-12-28T01:02:03.622Z","etag":null,"topics":["chrome-extension","graph","graphrag","llms","rag"],"latest_commit_sha":null,"homepage":"https://www.browsegraph.com/","language":"TypeScript","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/talperetz.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2024-11-15T04:41:19.000Z","updated_at":"2025-12-19T20:17:57.000Z","dependencies_parsed_at":"2024-11-29T09:16:54.195Z","dependency_job_id":null,"html_url":"https://github.com/talperetz/browsegraph","commit_stats":null,"previous_names":["talperetz/browsegraph"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/talperetz/browsegraph","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/talperetz%2Fbrowsegraph","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/talperetz%2Fbrowsegraph/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/talperetz%2Fbrowsegraph/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/talperetz%2Fbrowsegraph/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/talperetz","download_url":"https://codeload.github.com/talperetz/browsegraph/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/talperetz%2Fbrowsegraph/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28511852,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-17T13:38:16.342Z","status":"ssl_error","status_checked_at":"2026-01-17T13:37:44.060Z","response_time":85,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"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":["chrome-extension","graph","graphrag","llms","rag"],"created_at":"2026-01-17T16:00:08.636Z","updated_at":"2026-01-17T16:00:11.158Z","avatar_url":"https://github.com/talperetz.png","language":"TypeScript","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cdiv align=\"center\"\u003e\n\u003cdiv\u003e\n  \u003ca href=\"https://browsegraph.com/\"\u003e\n    \u003cimg width=320 src=\"./src/assets/browsegraph-logo.svg\" alt=\"BrowseGraph Logo\" /\u003e\n  \u003c/a\u003e\n\u003c/div\u003e\n  \n\u003cp align=\"center\"\u003e\n    \u003cimg alt=\"Version\" src=\"https://img.shields.io/badge/Version-0.1.0-blue?style=plastic\u0026logo=github\u0026logoColor=white\u0026cacheSeconds=60\"\u003e\n    \u003cimg alt=\"Status\" src=\"https://img.shields.io/badge/Status-Alpha-yellow?cacheSeconds=60\"\u003e\n    \u003cimg alt=\"Chrome Version\" src=\"https://img.shields.io/badge/Chrome-133%2B-orange?style=plastic\u0026logo=google-chrome\u0026logoColor=white\u0026cacheSeconds=60\"\u003e\n\u003c/p\u003e\n   Introducing the first in-browser GraphRAG. \u003c/br\u003e\n   Everything you browse, fully connected and always accessible.\n\u003c/div\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003cahref=\"https://browsegraph.com/\"\u003e\n   \u003cimg alt=\"BrowseGraph\" width=600 src=\"https://github.com/user-attachments/assets/c276737f-a017-4e6c-bfaf-c0a462295450\"/\u003e\n  \u003c/a\u003e\n\u003c/p\u003e\n\n\u003c/br\u003e\n\n## ⚡ Getting Started\n\n### Soon on Chrome Web Store\nBrowseGraph will be available on the Chrome Web Store soon with 1-click installation. Stay tuned!\n\n### Install Manually\n\n#### Clone the Repository\n```bash\ngit clone https://github.com/talperetz/browsegraph.git\n```\n\n#### Navigate to the Directory\n```bash\ncd browsegraph\n```\n#### Add a .env file to set your Key\n```txt\nVITE_GOOGLE_GENERATIVE_AI_API_KEY=\"***\" \n```\n\n#### Install Dependencies\n```bash\npnpm install\n```\n\n#### Build the Extension\n```bash\npnpm build\n```\n\n#### Navigate to the Directory\n```bash\ncd browsegraph\n```\n\n#### Load the Extension\n[Follow the official turorial](https://knowledge.workspace.google.com/kb/load-unpacked-extensions-000005962)\n\n\n\u003c/br\u003e\n\n## 🔥 Key Features\n\n- **Local-First Processing**: All AI computations are performed locally within your browser using in-browser LLMs.\n- **Dynamic Knowledge Graphing**: Automatically capture and organize everything you browse into a visual knowledge network.\n- **Smart Content Filtering**: Filters out irrelevant pages based on your interests.\n- **Efficient Summarization**: Summarizes and indexes page content for quick access.\n- **Blazingly Fast Retrieval**: Retrieve any piece of your browsed content instantly with powerful search and intuitive navigation.\n- **Side-by-side Knowledge Graph**: Visualize the knowledge in the current page:\n\n\u003c/br\u003e\n\n![CleanShot 2024-11-28 at 11 42 53](https://github.com/user-attachments/assets/01280850-0efb-4afc-ab7c-4163e6cd96a7)\n\n\u003c/br\u003e\n\n## 🧩 How It Works\n\n```mermaid\nsequenceDiagram\n    %% Participants\n    participant Extension as Chrome Extension\n    participant Personalizer as User Content Personalizer\u003cbr/\u003e(Local LLM)\n    participant Classifier as Page Classifier\u003cbr/\u003e(Local LLM)\n    participant Summarizer as Page Summarizer\u003cbr/\u003e(Local LLM)\n    participant CloudLLM as Page-Graph-Transformer\u003cbr/\u003e(Cloud LLM)\n    participant Database as Local Database\n\n    %% User action without a participant node\n    Note over Extension: User browses a web page\n\n    %% Sequence of interactions\n    Extension -\u003e\u003e Personalizer: Generate User Interests\n    Personalizer --\u003e\u003e Extension: User Interests\n    Extension -\u003e\u003e Classifier: Classify Page vs. User Interests\n    Classifier --\u003e\u003e Extension: Relevance Result (Relevant)\n\n    Extension -\u003e\u003e Summarizer: Chunk and Summarize Content\n    Summarizer --\u003e\u003e Extension: Summarized Data\n    Extension -\u003e\u003e Database: Index Summarized Data\n    Extension -\u003e\u003e CloudLLM: Send Minimal Data\n    CloudLLM --\u003e\u003e Extension: Return Graph Data\n    Extension -\u003e\u003e Database: Store Graph Data\n```\n\u003c/br\u003e\n\n## 🛠 Built With\nBrowseGraph harnesses cutting-edge technologies to deliver a fast, precise, and private experience:\n\n- **Local Vector Database**: [pglite](https://github.com/electric-sql/pglite/) + [pgvector](https://github.com/pgvector/pgvector) for in-browser storage and blazing-fast vector search.\n\n- **Local LLMs**: Gemini Nano + [Chrome's built-in AI](https://developer.chrome.com/docs/ai/built-in) for private content classification, summarization, and personalization.\n\n- **Graph Rendering**: [ReactFlow](https://github.com/xyflow/xyflow) powers dynamic, interactive knowledge graphs.\n\n- **Search Interface**: [cmdk](https://github.com/pacocoursey/cmdk) provides a lightning-fast, intuitive search bar.\n\n\u003c/br\u003e\n\n## 🔒 Privacy \u0026 Security\n\n- **Data Locality:** All raw data processing occurs within your browser using local LLMs and local vector DB.\n- **Minimal Cloud Interaction:** Only non-sensitive, aggregated data is sent to the cloud for graph transformations.\n- **No Data Sharing:** Your browsing data is never shared with third parties.\n\n\u003c/br\u003e\n\n## ⏩ Roadmap\n\n- [ ] **Conversational Interface:** Build an interactive conversational layer to simplify user interactions.\n- [ ] **Artifacts UX:** Enable a side-by-side view of chat and graph for seamless exploration.\n- [ ] **Bring Your Own Key (BYOK):** Support user-provided keys for LLM providers to offer flexibility and control.\n- [ ] **Chrome Web Store Launch:** Officially release BrowseGraph on the Chrome Web Store.\n\n\u003c/br\u003e\n\n## 🤗 Contributions\nBrowseGraph is open-source and we welcome contributions. Please fork the repository, create a new branch for your feature, add your feature or improvement, and send a pull request.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftalperetz%2Fbrowsegraph","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftalperetz%2Fbrowsegraph","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftalperetz%2Fbrowsegraph/lists"}