Integrations
Memory for the framework you already use.
Every recipe wraps the same few REST calls — remember, recall, forget — in that framework’s tool or node model, and explains what the framework already keeps so you don’t store things twice.
Python frameworks
- PythonLangChainExpose Auld as two tools: recall_memory before answering anything history-dependent, and save_memory when the user states a fact worth keeping.
- PythonLangGraphAdd a load_memory node at the start of the graph that recalls for the incoming message and writes the result into state, and a save_memory node after the response that ingests the turn.
- PythonCrewAIGive the agents that need history a recall tool, and let a designated agent (or your code after the crew finishes) ingest outcomes.
- PythonLlamaIndexKeep LlamaIndex for document retrieval.
- PythonAutoGenRegister two function tools on the assistant: recall and remember.
- PythonAgnoAdd Auld as tools on the agent and send records from the systems around it — CRM updates, tickets, emails — not just chat turns.
- PythonPydantic AIPut the user id and an HTTP client in the agent’s dependencies, and register a recall tool that reads them through RunContext.
- PythonDSPyEither give dspy.ReAct a recall tool, or make recall a fixed first step whose output feeds a context field.
- PythonHaystackDefine recall as a Haystack Tool for agents, or as a custom component placed before the prompt builder in a fixed pipeline..
- PythonGoogle ADKRegister recall and remember as function tools on the agent.
- PythonOpenAI Agents SDKAdd @function_tool wrappers for recall and remember, and use run context to carry the authenticated user id.
- PythonClaude Agent SDKDefine one custom tool with an action of recall or remember, served from an in-process MCP server, or connect the remote Auld MCP server directly in the SDK’s MCP configuration..
- PythonMicrosoft Agent FrameworkUse function tools for explicit recall and remember, or implement a context provider that calls recall before each invocation.
- PythonStrands AgentsDecorate recall and remember with @tool.
TypeScript frameworks
- TypeScriptMastraCreate Mastra tools with createTool for recall and remember, and keep Mastra’s thread memory for the conversation itself..
- TypeScriptVercel AI SDKDefine recall and remember with the SDK’s tool() helper inside your route handler, closing over the signed-in user’s id.
Visual builders
- Visual buildern8nUse two HTTP Request nodes — one before the AI Agent that recalls for the incoming message, and one after that ingests the turn — or give the agent an HTTP Request tool.
- Visual builderDifyAdd an HTTP Request node for recall before the LLM node and another for ingestion after it.
- Visual builderFlowiseCreate one Custom Tool per endpoint — recall and remember — with a short JavaScript function that calls the REST API, and attach them to the agent node..