├── .gitignore ├── .gitmodules ├── README.md ├── agentic-rag ├── agentic-rag-systems │ ├── building-adaptive-rag │ │ ├── .gitignore │ │ ├── README.md │ │ ├── assets │ │ │ ├── LangChain-logo.png │ │ │ └── Langgraph Adaptive Rag.png │ │ ├── data │ │ │ ├── __init__.py │ │ │ └── ingestion.py │ │ ├── graph.png │ │ ├── image.png │ │ ├── main.py │ │ ├── requirements.txt │ │ ├── src │ │ │ ├── __init__.py │ │ │ ├── cli │ │ │ │ ├── __init__.py │ │ │ │ └── main.py │ │ │ ├── models │ │ │ │ ├── __init__.py │ │ │ │ └── model.py │ │ │ └── workflow │ │ │ │ ├── __init__.py │ │ │ │ ├── chains │ │ │ │ ├── __init__.py │ │ │ │ ├── answer_grader.py │ │ │ │ ├── generation.py │ │ │ │ ├── hallucination_grader.py │ │ │ │ ├── retrieval_grader.py │ │ │ │ └── router.py │ │ │ │ ├── consts.py │ │ │ │ ├── graph.py │ │ │ │ ├── nodes │ │ │ │ ├── __init__.py │ │ │ │ ├── generate.py │ │ │ │ ├── grade_documents.py │ │ │ │ ├── retrieve.py │ │ │ │ └── web_search.py │ │ │ │ └── state.py │ │ └── tests │ │ │ ├── __init__.py │ │ │ └── test_chains.py │ └── mcp_a2a_agentic_rag │ │ ├── .env.example │ │ ├── .gitignore │ │ ├── README.md │ │ ├── README_CLEAN.md │ │ ├── agents │ │ ├── agentic_rag_agent │ │ │ ├── __init__.py │ │ │ ├── agent.py │ │ │ ├── agent_executor.py │ │ │ ├── description.txt │ │ │ ├── instructions.txt │ │ │ ├── main.py │ │ │ └── rag_orchestrator.py │ │ └── host_agent │ │ │ ├── __init__.py │ │ │ ├── agent.py │ │ │ ├── agent_executor.py │ │ │ ├── description.txt │ │ │ ├── instructions.txt │ │ │ └── main.py │ │ ├── app │ │ └── streamlit_ui.py │ │ ├── kill_services.sh │ │ ├── main.py │ │ ├── mcp │ │ └── servers │ │ │ ├── terminal_server │ │ │ └── terminal_server.py │ │ │ └── web_search_server │ │ │ └── web_search_server.py │ │ ├── mcp_config.json │ │ ├── medium.md │ │ ├── model.py │ │ ├── pyproject.toml │ │ ├── requirements.txt │ │ └── utilities │ │ ├── __init__.py │ │ ├── a2a │ │ ├── __init__.py │ │ ├── agent_connect.py │ │ ├── agent_discovery.py │ │ └── agent_registry.json │ │ ├── common │ │ ├── __init__.py │ │ └── file_loader.py │ │ └── mcp │ │ ├── __init__.py │ │ ├── mcp_connect.py │ │ └── mcp_discovery.py └── agentic-workflow-pattern │ ├── 1-prompting_chaining.ipynb │ ├── 2-routing.ipynb │ ├── 3-parallelization.ipynb │ ├── 4-orchestrator-worker.ipynb │ └── 5-Evaluator-optimizer.ipynb ├── langextract ├── doc-entity-extractor │ ├── .gitignore │ ├── .streamlit │ │ └── secrets.toml │ ├── README.md │ ├── app.py │ ├── data │ │ ├── outputs │ │ │ ├── .gitkeep │ │ │ ├── extraction_results.jsonl │ │ │ └── visualization.html │ │ └── sample_documents.py │ ├── requirements.txt │ ├── src │ │ ├── display_manager.py │ │ ├── entity_extractor.py │ │ └── utils.py │ └── templates │ │ └── few_shot_examples.py └── knowledge-graphs-with-langextract │ ├── .gitignore │ ├── .streamlit │ └── secrets.toml │ ├── README.md │ ├── app.py │ ├── data │ ├── outputs │ │ └── .gitkeep │ └── sample_documents.py │ ├── requirements.txt │ ├── src │ ├── extractors.py │ ├── graph_builder.py │ ├── processors.py │ ├── query_processor.py │ ├── utils.py │ └── visualizer.py │ ├── templates │ └── few_shot_examples.py │ └── test_langextract.py ├── langgraph-cookbook ├── agentic-patterns │ ├── README.md │ ├── reflection │ │ └── reflection.ipynb │ ├── reflexion │ │ └── reflexion.ipynb │ └── requirements.txt ├── human-in-the-loop │ ├── 01-human-in-the-loop.ipynb │ ├── 02-human-in-the-loop.ipynb │ └── 03-human-in-the-loop.ipynb ├── memory │ └── requirements.txt └── tool-calling -vs-react.ipynb ├── license ├── mcp ├── 01-build-your-own-server-client │ ├── clients │ │ └── mcp-client │ │ │ ├── .python-version │ │ │ ├── README.md │ │ │ ├── client.py │ │ │ ├── langchain_mcp_client.py │ │ │ ├── main.py │ │ │ ├── pyproject.toml │ │ │ ├── requirements.txt │ │ │ └── uv.lock │ ├── servers │ │ └── terminal_server │ │ │ ├── .python-version │ │ │ ├── README.md │ │ │ ├── pyproject.toml │ │ │ ├── requirements.txt │ │ │ ├── terminal_server.py │ │ │ └── uv.lock │ └── workspace │ │ ├── MCP_client_success.txt │ │ └── langchain_mcp_client.txt ├── 02-build-mcp-client-with-multiple-server-support │ ├── License │ ├── README.md │ ├── clients │ │ └── mcp-client │ │ │ ├── .python-version │ │ │ ├── README.md │ │ │ ├── config.json │ │ │ ├── main.py │ │ │ ├── mcp_client.py │ │ │ ├── pyproject.toml │ │ │ ├── requirements.txt │ │ │ └── uv.lock │ ├── docker-compose.yml │ ├── servers │ │ ├── fetch_server │ │ │ ├── .python-version │ │ │ ├── Dockerfile │ │ │ ├── LICENSE │ │ │ ├── README.md │ │ │ ├── pyproject.toml │ │ │ ├── requirements.txt │ │ │ ├── src │ │ │ │ └── mcp_server_fetch │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── __main__.py │ │ │ │ │ └── server.py │ │ │ └── uv.lock │ │ └── terminal_server │ │ │ ├── .python-version │ │ │ ├── Dockerfile │ │ │ ├── pyproject.toml │ │ │ ├── requirements.txt │ │ │ ├── terminal_server.py │ │ │ └── uv.lock │ └── workspace │ │ ├── news.txt │ │ └── tokyo.txt ├── 03-build-mcp-server-client-using-sse │ ├── README.md │ ├── clients │ │ └── mcp-client │ │ │ ├── client_sse.py │ │ │ ├── pyproject.toml │ │ │ ├── requirements.txt │ │ │ └── uv.lock │ ├── servers │ │ └── sse_server │ │ │ ├── Dockerfile │ │ │ ├── requirements.txt │ │ │ └── terminal_server_sse.py │ └── workspace │ │ └── test.txt ├── 04-build-streammable-http-mcp-client │ ├── README.md │ ├── cli │ │ ├── __init__.py │ │ └── main.py │ ├── config │ │ ├── __init__.py │ │ └── servers.json │ ├── requirements.txt │ ├── servers │ │ ├── __init__.py │ │ ├── http │ │ │ ├── __init__.py │ │ │ ├── server_launcher.py │ │ │ └── temperature_server.py │ │ └── stdio │ │ │ ├── __init__.py │ │ │ └── terminal_server.py │ ├── src │ │ ├── __init__.py │ │ ├── agent │ │ │ ├── __init__.py │ │ │ └── agent_wrapper.py │ │ ├── client │ │ │ ├── __init__.py │ │ │ └── mcp_client.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── config_loader.py │ │ │ └── formatters.py │ ├── tests │ │ └── __init__.py │ └── workspace │ │ ├── .gitkeep │ │ ├── temp_conv.txt │ │ ├── temperature.txt │ │ └── tmp.txt └── License ├── multi-agent-system ├── README.md ├── multi-agent-architecture.ipynb └── multi-agent-swarm │ ├── .env.example │ ├── Multi-Agent-Swarm.ipynb │ ├── README.md │ ├── assets │ └── Multi-Agent-Architecture.png │ ├── data │ └── company_knowledge.txt │ └── requirements.txt └── rag ├── Building an Advanced RAG Agent.ipynb └── rag-as-tool-in-langgraph-agents.ipynb /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/piyushagni5/langgraph-ai/HEAD/.gitignore -------------------------------------------------------------------------------- /.gitmodules: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/piyushagni5/langgraph-ai/HEAD/.gitmodules -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/piyushagni5/langgraph-ai/HEAD/README.md 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