Platform · Jun 2025 — Jul 2025

Framework Integrations

Connect CogMem to LangGraph, CrewAI, and Custom Agents

Framework Integrations

Framework-agnostic knowledge layer that any AI agent can plug into.

Services

  • LangGraph
  • CrewAI
  • Custom Agents

Technologies

  • Python
  • REST API
  • MCP Server

Software

  • FastAPI
  • LangChain
  • CrewAI

Client

CogMem Open Source

Introduction

CogMem is framework-agnostic by design. LangGraph, CrewAI, or custom agents can interact with CogMem as clients through its REST API and MCP server. The Knowledge Kernel handles memory, structure, and recall consistently, while agents interact through the kernel without owning memory themselves.

Challenges

  • Supporting diverse agent frameworks without tight coupling.
  • Providing consistent memory semantics across different integration patterns.
  • Enabling both synchronous and asynchronous agent interactions.
  • Maintaining knowledge governance when multiple agents access the same data.

Solution

CogMem exposes a clean REST API and MCP server that any framework can consume. Adapters wrap external frameworks like LangChain and CrewAI. The Knowledge Kernel ensures consistent memory governance regardless of which agent framework is used. All agent actions are logged for provenance.

Work Done

REST API

Clean HTTP API for ingestion, search, and entity operations.

MCP Server

Model Context Protocol server for direct LLM integration.

LangGraph Adapter

Native integration with LangGraph agent workflows.

CrewAI Adapter

Seamless integration with CrewAI multi-agent systems.

Agent Provenance

All agent actions are logged for traceability and debugging.

Knowledge Governance

Consistent memory semantics regardless of agent framework.

Ready to Build Smarter Knowledge Systems?

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Get in Touch

Have questions about CogMem? We'd love to hear from you.

Website

cogmem.ai