Zep: Examples and Integrations

About Zep

Zep is the enterprise context layer for reliable agents. Zep gives agents governed access to company knowledge, and skills that Zep builds from agent tasks.

Part of Zep	What it does	Docs	Examples
Context Lake	Unifies business data into governed Context Graphs for agents	Context Lake	Context Lake harnesses
Zep Agent Skills	Turns the tasks of your agents into skills that the agents follow	Agent Skills	Agent Skills harnesses

Agents connect to Zep through MCP or the Zep SDKs. Read more at www.getzep.com.

About This Repository

This repository is not Zep's product or service. It contains example code, agent harnesses, framework integrations, and tools for agents that use Zep Cloud.

To use Zep Cloud, sign up at www.getzep.com and read the documentation at help.getzep.com. Zep's official SDKs are:

• Python: pip install zep-cloud
• TypeScript/JavaScript: npm install @getzep/zep-cloud
• Go: go get github.com/getzep/zep-go/v4

Looking for the open-source temporal knowledge graph framework that powers Zep? See Graphiti.

Examples

examples/README.md lists all of the agent harnesses and SDK snippets.

Context Lake

• agent-with-zep and agent-with-zep-adk: reference agents that retrieve from a Context Graph with tools, on PydanticAI and Google ADK.
• langgraph-agent, openai-agents-sdk, and typescript/eve: agents with agent memory on other frameworks.

Zep Agent Skills

• agent-skills-banking: the full Agent Skills loop with PydanticAI.
• python/agent-skills-frameworks: LangGraph, Google ADK, and Claude Agent SDK.
• typescript/agent-skills-frameworks: Mastra, OpenAI Codex SDK, and Eve.

Contents

Project / directory	Description
examples/	Agent harnesses, example apps, and snippets in Python, TypeScript, and Go
integrations/	Agent-framework integration packages
ingestion/	zep-ingest, a bulk data ingestion pipeline (Slack, documents, email, JSON/CSV, fact triples)
ontology/	Default ontology definitions
Build with Zep	Agent plugin for Claude Code, Codex, and Cursor (separate repository)
Zep Memory	Agent plugin for Claude Desktop/Cowork and ChatGPT Work (separate repository)
benchmarks/	Agent memory benchmarks (LoCoMo, LongMemEval)
zep-eval-harness/	Evaluation harness for ingestion and retrieval

Integrations

Framework integration packages live under integrations/, organized framework-first then language: integrations/<framework>/<language>/. Each package is built, tested, and released independently.

• Python: Google ADK, Microsoft Agent Framework, Microsoft AutoGen, AG2, CrewAI, LangGraph, LiveKit, Pydantic AI, Strands Agents
• TypeScript: Google ADK, Mastra, Vercel AI SDK
• Go: Google ADK

See integrations/README.md for packages, release status, and links, and integrations/CLAUDE.md for conventions.

Contributing

We welcome contributions. See CONTRIBUTING.md for guidelines covering code, documentation, bug reports, and community examples.