Docs/Integrations

Integrations

Octopoda drops into every major AI agent framework. Pick your framework below — most take under 2 minutes to set up.

Persistent memory for Claude Code, Cursor, Windsurf, and any MCP-compatible AI. 2-minute setup.

Drop-in BaseMemory and ChatMessageHistory. Works with ConversationChain, AgentExecutor, and LCEL.

Persistent crew results, agent outputs, shared knowledge, and lifecycle callbacks.

5 function tools for remember, recall, search, knowledge graph, and history. One line to add.

Teachability replacement with semantic search, conversation learning, and group chat support.

One-command install skill for OpenClaw agents. No pip install needed — pure Python stdlib.

Use from Node.js, Go, Rust, Ruby, Java — anything with HTTP. Full endpoint reference.

The full Python client — all methods, exceptions, and examples. The foundation for all Python integrations.