{"adoption": {"forks": 185, "observed_at": "2026-08-28T04:05:27.927416+00:00", "stars": 1723}, "canonical_url": "https://ross.abutalabs.com/products/agenticrag-survey", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Agentic-RAG explores advanced Retrieval-Augmented Generation systems enhanced with AI LLM agents. ", "domain": ["artificial-intelligence", "large-language-models", "tutorials"], "enriched": true, "function": ["rag", "agent-framework", "llm-inference", "nlp", "documentation"], "health_score": 49, "homepage": "https://arxiv.org/abs/2501.09136", "language": null, "license": null, "license_family": "other", "maturity": "active", "member_repos": ["asinghcsu/AgenticRAG-Survey"], "name": "asinghcsu/AgenticRAG-Survey", "platform": ["cross-platform"], "pushed_at": "2025-10-20T00:30:31+00:00", "repo": "asinghcsu/AgenticRAG-Survey", "stars": 1723, "tags": ["survey-paper", "agentic-rag", "llm-agents", "multi-agent-systems", "academic-research", "taxonomy", "retrieval-augmented-generation", "ai-agents", "natural-language-processing"], "topics": ["agentic", "agentic-ai", "agentic-framework", "agentic-rag", "agentic-workflow", "rag", "agentic-pattern", "llm-agent", "multi-agent-systems", "multiagent", "reflection", "tools"], "urls": [], "use_cases": ["learn how agentic RAG differs from traditional RAG", "find a taxonomy of agentic RAG architectures", "understand multi-agent RAG patterns like reflection and planning", "research corrective and adaptive RAG systems", "find real-world applications of agentic RAG in healthcare and finance", "cite a survey on agentic retrieval-augmented generation"], "what_it_is": "A survey repository accompanying the arXiv paper 'Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG', providing a taxonomy, visualizations, and analysis of Agentic RAG systems. It covers agentic patterns like reflection, planning, tool use, and multi-agent collaboration, plus comparisons of RAG frameworks and real-world applications.", "when_to_avoid": ["you need production-ready RAG code or a runnable framework", "you want a maintained software library with tests and releases", "you need a licensed codebase to build on"], "when_to_choose": ["you need a conceptual overview or literature review of Agentic RAG", "you are researching agent design patterns for retrieval pipelines", "you want diagrams and taxonomy references for a paper or presentation"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/agenticrag-survey", "repo": "asinghcsu/AgenticRAG-Survey", "role": "main", "score": 42}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:27.927416+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:33:56.855167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "780fdaf6707bd9c96ed6c97bf4fb4fda34cb9b32dcff74c2f0a37b33708a4c42", "fetched_at": "2026-08-28T04:05:27.927416+00:00", "kind": "readme", "missing": false, "url": "https://github.com/asinghcsu/AgenticRAG-Survey"}, {"content_hash": "ba4ef12a45c20e9de7783cdcc464ddbb6bff5e7373757e9bb3ea63fed5e87acb", "fetched_at": "2026-08-29T11:09:53.158513+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2501.09136"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:09:53.161138+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:09:53.164915+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:09:53.167038+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:09:53.162948+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:27.927416+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:33:56.855167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "780fdaf6707bd9c96ed6c97bf4fb4fda34cb9b32dcff74c2f0a37b33708a4c42", "fetched_at": "2026-08-28T04:05:27.927416+00:00", "kind": "readme", "missing": false, "url": "https://github.com/asinghcsu/AgenticRAG-Survey"}, {"content_hash": "ba4ef12a45c20e9de7783cdcc464ddbb6bff5e7373757e9bb3ea63fed5e87acb", "fetched_at": "2026-08-29T11:09:53.158513+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2501.09136"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:09:53.161138+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:09:53.164915+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:09:53.167038+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:09:53.162948+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:33:56.855167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "780fdaf6707bd9c96ed6c97bf4fb4fda34cb9b32dcff74c2f0a37b33708a4c42", "fetched_at": "2026-08-28T04:05:27.927416+00:00", "kind": "readme", "missing": false, "url": "https://github.com/asinghcsu/AgenticRAG-Survey"}, {"content_hash": "ba4ef12a45c20e9de7783cdcc464ddbb6bff5e7373757e9bb3ea63fed5e87acb", "fetched_at": "2026-08-29T11:09:53.158513+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2501.09136"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:09:53.161138+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:09:53.164915+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:09:53.167038+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:09:53.162948+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:27.927416+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:27.927416+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:27.927416+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:33:56.855167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "780fdaf6707bd9c96ed6c97bf4fb4fda34cb9b32dcff74c2f0a37b33708a4c42", "fetched_at": "2026-08-28T04:05:27.927416+00:00", "kind": "readme", "missing": false, "url": "https://github.com/asinghcsu/AgenticRAG-Survey"}, {"content_hash": "ba4ef12a45c20e9de7783cdcc464ddbb6bff5e7373757e9bb3ea63fed5e87acb", "fetched_at": "2026-08-29T11:09:53.158513+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2501.09136"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:09:53.161138+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:09:53.164915+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:09:53.167038+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:09:53.162948+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:27.927416+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:27.927416+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:33:56.855167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "780fdaf6707bd9c96ed6c97bf4fb4fda34cb9b32dcff74c2f0a37b33708a4c42", "fetched_at": "2026-08-28T04:05:27.927416+00:00", "kind": "readme", "missing": false, "url": "https://github.com/asinghcsu/AgenticRAG-Survey"}, {"content_hash": "ba4ef12a45c20e9de7783cdcc464ddbb6bff5e7373757e9bb3ea63fed5e87acb", "fetched_at": "2026-08-29T11:09:53.158513+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2501.09136"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:09:53.161138+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:09:53.164915+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:09:53.167038+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:09:53.162948+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:27.927416+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:27.927416+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:27.927416+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:33:56.855167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "780fdaf6707bd9c96ed6c97bf4fb4fda34cb9b32dcff74c2f0a37b33708a4c42", "fetched_at": "2026-08-28T04:05:27.927416+00:00", "kind": "readme", "missing": false, "url": "https://github.com/asinghcsu/AgenticRAG-Survey"}, {"content_hash": "ba4ef12a45c20e9de7783cdcc464ddbb6bff5e7373757e9bb3ea63fed5e87acb", "fetched_at": "2026-08-29T11:09:53.158513+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2501.09136"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:09:53.161138+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:09:53.164915+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:09:53.167038+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:09:53.162948+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:27.927416+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:27.927416+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:33:56.855167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "780fdaf6707bd9c96ed6c97bf4fb4fda34cb9b32dcff74c2f0a37b33708a4c42", "fetched_at": "2026-08-28T04:05:27.927416+00:00", "kind": "readme", "missing": false, "url": "https://github.com/asinghcsu/AgenticRAG-Survey"}, {"content_hash": "ba4ef12a45c20e9de7783cdcc464ddbb6bff5e7373757e9bb3ea63fed5e87acb", "fetched_at": "2026-08-29T11:09:53.158513+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2501.09136"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:09:53.161138+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:09:53.164915+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:09:53.167038+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:09:53.162948+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:33:56.855167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "780fdaf6707bd9c96ed6c97bf4fb4fda34cb9b32dcff74c2f0a37b33708a4c42", "fetched_at": "2026-08-28T04:05:27.927416+00:00", "kind": "readme", "missing": false, "url": "https://github.com/asinghcsu/AgenticRAG-Survey"}, {"content_hash": "ba4ef12a45c20e9de7783cdcc464ddbb6bff5e7373757e9bb3ea63fed5e87acb", "fetched_at": "2026-08-29T11:09:53.158513+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2501.09136"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:09:53.161138+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:09:53.164915+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:09:53.167038+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:09:53.162948+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:33:56.855167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "780fdaf6707bd9c96ed6c97bf4fb4fda34cb9b32dcff74c2f0a37b33708a4c42", "fetched_at": "2026-08-28T04:05:27.927416+00:00", "kind": "readme", "missing": false, "url": "https://github.com/asinghcsu/AgenticRAG-Survey"}, {"content_hash": "ba4ef12a45c20e9de7783cdcc464ddbb6bff5e7373757e9bb3ea63fed5e87acb", "fetched_at": "2026-08-29T11:09:53.158513+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2501.09136"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:09:53.161138+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:09:53.164915+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:09:53.167038+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:09:53.162948+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:33:56.855167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "780fdaf6707bd9c96ed6c97bf4fb4fda34cb9b32dcff74c2f0a37b33708a4c42", "fetched_at": "2026-08-28T04:05:27.927416+00:00", "kind": "readme", "missing": false, "url": "https://github.com/asinghcsu/AgenticRAG-Survey"}, {"content_hash": "ba4ef12a45c20e9de7783cdcc464ddbb6bff5e7373757e9bb3ea63fed5e87acb", "fetched_at": "2026-08-29T11:09:53.158513+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2501.09136"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T11:09:53.161138+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T11:09:53.164915+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T11:09:53.167038+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T11:09:53.162948+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 47, "longevity": 42, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 601, "days_push": 318, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 42, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}