Ross ROSS = Recommend OSS · open-source software intelligence for agents

mem0ai/mem0

Universal memory layer for AI Agents observed · 2026-08-28

github.com/mem0ai/mem0 · homepage · Python · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

92/100

  • Activity 99
  • Release rhythm 87
  • Longevity 83
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: 0
  • age_days: 1170
  • days_rel: 6
  • days_push: 7
  • n_releases_24m: 194

Full methodology

Adoption not part of the score

64121 stars · 7504 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

Mem0 is a memory layer for AI agents and LLM applications that extracts, stores, and retrieves persistent user context across sessions. It ships as an open-source Python/Node SDK plus a managed platform with features like entity linking, hybrid retrieval, and temporal reasoning.

Use cases

  • give my chatbot long-term memory across sessions
  • remember user preferences in an AI assistant
  • add persistent context to LLM agents
  • store and retrieve facts from conversations
  • personalize AI responses based on past interactions
  • memory layer for multi-agent systems
  • reduce token usage by recalling only relevant context

When to choose

  • you're building chatbots or agents that need persistent user memory
  • you want drop-in memory infrastructure with Python or Node SDKs
  • you need hybrid semantic, keyword, and entity-based memory retrieval
  • you want a managed memory service with an open-source fallback

When to avoid

  • you only need simple session state with no cross-session persistence
  • you require fully self-hosted advanced features like graph memory or Dream consolidation, which are platform-only
  • you want a general-purpose vector database rather than an opinionated memory layer
  • your stack doesn't support Python or JavaScript SDKs

Facets

library · maturity active

rag agent-framework llm-inference vector-database state-management sdk artificial-intelligence large-language-models chatbots developer-tools python cross-platform cloud self-hosted ai-memory long-term-memory memory-layer personalization llm-applications graph-memory hosted-service ai-agents retrieval-augmented-generation nodejs

3 sources

Member repositories

RepositoryRoleHealth v2
mem0ai/mem0main92

For agents

markdown · JSON · MCP: product_card(name="mem0ai/mem0")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem