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Head-to-head · AI Agent Memory Tools

MemOS vs Engrama

  • Updated Oct 2026
  • Both researched from official sources
  • 7 checks side by side
Higher score MemOS #6 in AI Agent Memory Tools 7.6/10 Free plan Free plan✓ 4 of 4 features Visit MemOS
Engrama #7 in AI Agent Memory Tools 7.5/10 Free plan Free plan✓ 3 of 4 features Visit Engrama

MemOS leads on 0 checks, Engrama on 1, and 6 are even. Who comes out ahead on the 7 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreMemOS · 7.6/10
  • Free planboth
  • Most featuresMemOS · 4 of 4

MemOS scores higher on our rubric for ai agent memory tools: 7.6 against 7.5 out of 10; our editors rank them #6 and #7.

Engrama leads on sdk languages: 2 versus 1.

MemOS is the better fit for projects needing lifecycle-rich multimodal memory. Engrama is the better fit for developers wanting graph memory with profiles.

  • MemOS fits best

    Projects needing lifecycle-rich multimodal memory

  • Engrama fits best

    Developers wanting graph memory with profiles

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. How we rank.

Side by side

Feature MemOS 7.6/10 Visit ↗ Engrama 7.5/10 Visit ↗
At a glance
Editor score 7.6 7.5
Ranking #6 in AI Agent Memory Tools #7 in AI Agent Memory Tools
Best for Projects needing lifecycle-rich multimodal memory Developers wanting graph memory with profiles
Pricing model Free plan + paid Free plan + paid
Starting price $19/mo $19/mo
Free plan ✓ ✓
Free trial — —
Deployment Cloud, Self-hosted Cloud, Self-hosted
Platforms Web Web
Support Community, Docs Community
Integrations 4 integrations 8 integrations
Built for Solo, Small business, Mid-market, Enterprise Small business, Mid-market, Enterprise
Features MemOS 4/4 · Engrama 3/4
Semantic memory ✓ ✓
Episodic memory ✓ (best) Not checked yet
User/profile memory ✓ ✓
Graph-based memory ✓ ✓
Specs
Deployment options Both Both
SDK languages 1 2 (best)
Retention policy Configurable Not checked yet
Our review
Pros
  • Covers semantic, profile, event, graph, tool and multimodal memory
  • Lifecycle controls include merge, archive, expiration and freeze states
  • Cloud and self-hosted deployment with chat and knowledge-base APIs
  • Automatic fact and intent extraction from conversations
  • Typed, versioned graphs with hybrid graph and vector retrieval
  • Hosted or self-hosted deployment with TypeScript and Python SDKs
Cons
  • Free and Starter plans list the same feature highlights
  • Dedicated support is listed only for the Pro plan
  • One SDK language is listed in the category specifications
  • Analytics and webhooks are available only on paid tiers
  • SSO/SAML and uptime SLAs start with the Scale plan
  • Unlimited tokens and search are reserved for Enterprise
Our verdict

MemOS is a memory operating system and managed platform for AI applications and agents. It accepts conversations, behavior events, documents, images, skills and tool traces, then extracts, updates, schedules and retrieves memories through…

Read the review →

Engrama provides long-term memory infrastructure for AI agents, copilots, chatbots and personal assistants. It extracts facts and intents from conversations and connected data, links them in typed, versioned graphs, and returns ranked…

Read the review →
  1. MemOSAI Agent Memory Tools 7.6Free plan
  2. EngramaAI Agent Memory Tools 7.5Free plan

Strengths and trade-offs

  • MemOS — where it wins

    • Covers semantic, profile, event, graph, tool and multimodal memory
    • Lifecycle controls include merge, archive, expiration and freeze states
    • Cloud and self-hosted deployment with chat and knowledge-base APIs

    Where it doesn't

    • Free and Starter plans list the same feature highlights
    • Dedicated support is listed only for the Pro plan
    • One SDK language is listed in the category specifications

  • Engrama — where it wins

    • Automatic fact and intent extraction from conversations
    • Typed, versioned graphs with hybrid graph and vector retrieval
    • Hosted or self-hosted deployment with TypeScript and Python SDKs

    Where it doesn't

    • Analytics and webhooks are available only on paid tiers
    • SSO/SAML and uptime SLAs start with the Scale plan
    • Unlimited tokens and search are reserved for Enterprise

More comparisons

All AI agent memory tools comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update