{"data":{"slug":"quivrhq-quivr","name":"quivr","tagline":"Opiniated RAG for integrating GenAI in your apps 🧠","github_url":"https://github.com/QuivrHQ/quivr","owner":"QuivrHQ","repo":"quivr","owner_avatar_url":"https://avatars.githubusercontent.com/u/159330290?v=4","primary_language":"Python","stars":39401,"forks":3727,"topics":["ai","api","chatbot","chatgpt","database","docker","framework","frontend","groq","html","javascript","llm","openai","postgresql","privacy","rag","react","security","typescript","vector"],"archived":false,"github_pushed_at":"2025-07-09T12:55:23+00:00","maintenance_label":"Dormant","stars_delta_30d":188,"url":"https://www.graphcanon.com/tools/quivrhq-quivr","markdown_url":"https://www.graphcanon.com/tools/quivrhq-quivr.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/quivrhq-quivr","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=quivrhq-quivr","description":"Opiniated RAG for integrating GenAI in your apps 🧠   Focus on your product rather than the RAG. Easy integration in existing products with customisation!  Any LLM: GPT4, Groq, Llama. Any Vectorstore: PGVector, Faiss. Any Files. Anyway you want.","homepage_url":"https://core.quivr.com","license":"Other","open_issues":36,"watchers":286,"ai_summary":"Quivr simplifies the integration of Generative AI (GenAI) into applications through its opinionated approach to Retrieval-Augmented Generation (RAG). It supports various LLMs and vector stores, enabling flexible customization.","readme_excerpt":"## Getting Started 🚀\n\nYou can find everything on the [documentation](https://core.quivr.com/).\n\n---\n\n### 30 seconds Installation 💽\n\n\n- **Step 1**: Install the package\n\n  \n\n  ```bash\n  pip install quivr-core # Check that the installation worked\n  ```\n\n\n- **Step 2**: Create a RAG with 5 lines of code\n\n  ```python\n  import tempfile\n\n  from quivr_core import Brain\n\n  if __name__ == \"__main__\":\n      with tempfile.NamedTemporaryFile(mode=\"w\", suffix=\".txt\") as temp_file:\n          temp_file.write(\"Gold is a liquid of blue-like colour.\")\n          temp_file.flush()\n\n          brain = Brain.from_files(\n              name=\"test_brain\",\n              file_paths=[temp_file.name],\n          )\n\n          answer = brain.ask(\n              \"what is gold? asnwer in french\"\n          )\n          print(\"answer:\", answer)\n  ```\n\n---\n\n## License 📄\n\nThis project is licensed under the Apache 2.0 License - see the [LICENSE](LICENSE) file for details","github_created_at":"2023-05-12T23:53:30+00:00","created_at":"2026-07-07T17:31:35.291823+00:00","updated_at":"2026-08-16T12:01:46.378581+00:00","categories":[{"slug":"ai-agents","name":"AI Agents","url":"https://www.graphcanon.com/categories/ai-agents","markdown_url":"https://www.graphcanon.com/categories/ai-agents.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/ai-agents"},{"slug":"data-retrieval","name":"Data & Retrieval","url":"https://www.graphcanon.com/categories/data-retrieval","markdown_url":"https://www.graphcanon.com/categories/data-retrieval.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/data-retrieval"}],"tags":[{"slug":"ai","name":"ai"},{"slug":"api","name":"api"},{"slug":"chatbot","name":"chatbot"},{"slug":"framework","name":"framework"},{"slug":"vector","name":"vector"}],"trust":{"provenance":{"is_fork":false,"github_id":640079149,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-08-16T12:01:45.636Z","maintenance":{"label":"Dormant","score":18,"methodology":"github_public_v1","releases_90d":0,"days_since_push":402,"last_release_at":"2025-02-04T10:18:50Z","stars_delta_30d":188,"open_issues_delta_30d":5},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-11T10:57:32.969Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-08-16T12:01:46.086Z"},"languages":{"value":["python"],"source":"github.language","observed_at":"2026-08-16T12:01:46.086Z"},"license_spdx":{"value":"Other","source":"github.license","observed_at":"2026-08-16T12:01:46.086Z"}},"decision_facts":{"hosting":null,"pricing":{"model":"unknown","summary":"The pricing details for Quivr are currently unshared."},"requirements":{"min_ram_gb":4,"requires_docker":true},"constraints":{"min_ram_gb":4,"pricing_model":"unknown","requires_docker":true},"when_to_use":["When you need a straightforward way to integrate GenAI functionalities without deep expertise in the underlying technologies","If you want flexibility with multi-supported LLMs like GPT4, Groq, or Llama and vector stores such as PGVector and Faiss","For projects where customization is needed to fit specific product requirements"],"when_not_to_use":["When the need arises for a tool that provides extensive control over every aspect of the RAG setup due to Quivr's opinionated nature","For organizations that require integration with very niche or non-supported LLMs and vector stores not mentioned in Quivr’s framework"],"source":"enrich:decision_facts","observed_at":"2026-07-11T12:40:36.501Z"},"constraint_facets":{"min_ram_gb":4,"pricing_model":"unknown","requires_docker":true},"decision_summary":[{"label":"Pricing","value":"unknown - The pricing details for Quivr are currently unshared."},{"label":"Requirements","value":"Min 4 GB RAM; Requires Docker"},{"label":"Adopt for","value":"Quivr is an opinionated RAG tool that simplifies GenAI integration into applications, supporting multiple LLMs and vector stores. Its framework allows for customization to fit various product needs."}]}}