kingjulio8238/Memary

Health v2 · maintenance only

Adoption not part of the score

2641 stars · 203 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Memary is an open-source memory layer for autonomous AI agents that emulates human memory using knowledge graphs. It is a Python library (pip-installable) that integrates with local models via Ollama or OpenAI APIs to give agents long-term memory.

Use cases

• add long-term memory to autonomous ai agents
• build agents that remember past interactions
• implement knowledge-graph based memory for llm agents
• run agent memory with local ollama models
• build multi-agent systems with shared memory
• improve agent reasoning with human-like memory

When to choose

• you are building autonomous agents in Python and need persistent, human-like memory
• you want to run models locally with Ollama instead of paid APIs
• you want knowledge-graph-backed memory rather than plain vector stores

When to avoid

• you need a managed memory service with no self-hosting
• your stack is not Python or requires Python > 3.11
• you need production-hardened, enterprise-supported memory infrastructure

Facets

library · maturity active

agent-framework rag llm-inference artificial-intelligence large-language-models python cross-platform agent-memory knowledge-graph ollama long-term-memory multi-agent-systems ai-agents retrieval-augmented-generation

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markdown · JSON · MCP: product_card(name="kingjulio8238/Memary")