Below you will find pages that utilize the taxonomy term “Langgraph”
Guides
A LangGraph Agent with Tools, Guardrails, and Memory
A LangGraph agent with local function tools, guardrails, memory, human-in-the-loop, and optional MCP server connections.
Features
- Local tools: filesystem, network, web search, math, bash
- Optional MCP server connections (math, perf)
- Configurable LLM providers: Ollama (default), OpenAI, Google Gemini, Anthropic, Microsoft Azure, Meta, DeepSeek, Mistral, xAI, OpenRouter
- Conversation memory via LangGraph checkpointing (SQLite)
- Guardrails: input validation, LLM-as-judge, output PII redaction, bash command denylist
- Human-in-the-loop tool call confirmation
- Graceful error handling for LLM connection failures
- HTTP API via FastAPI with streaming support
- Playground UI at
/playground - React frontend under
frontend/ - LangSmith tracing support
Getting Started
uv sync
./run-cli-agent.sh
For a different LLM provider:
