What changed in agent memory products recently?
In the vendors' own words: Zep: "Zep Community Edition is no longer supported." Zep: "This MCP server is no longer maintained." Letta: "The current source code lives in letta-ai/letta-code, which includes the agent harness, interactive terminal UI, App Server, channels, and the runtime used by the desktop and web apps." Letta: "The archive branch contains the retired Letta V1 API server." Letta: "AgentFile (.af) export and import are deprecated and have been removed from Letta Code." Mem0 Platform: "That integration has been replaced by native, built-in Graph Memory:" Mem0 Open Source: "that integration was dropped when the v3 pipeline landed" Graphiti: "Kuzu 0.11.2 (deprecated, see below)" Redis Agent Memory: "It is part of Redis Iris, Redis's real-time context engine for agents." Cognee: "Using Postgres as a graph store is currently released as a demo feature. The production-ready version is available as a licensed product." Agent Platform Memory Bank: "Memory Bank billing on this pricing structure will commence on September 1st, 2026." Amazon Bedrock AgentCore Memory: "$0.25 per 1,000 new events (Through October 5, 2026) $1.00 per GB ingested (As of October 6, 2026)" Only Google (September 1st, 2026) and AWS (October 6, 2026) give a date on the pages we read.
Is Zep Community Edition still supported?
No. Zep's README says: "Zep Community Edition is no longer supported." Self-hosting is described on Zep's pricing page as deploying Zep inside your VPC, and Graphiti, Zep's open-source graph framework, is self-hosted only under the Apache License 2.0.
Which agent memory tools build a knowledge graph?
5 products state one on its own pages: Mem0 Platform, Zep, Supermemory, Graphiti and Cognee. Mem0's open-source SDK extracts entities to boost ranking but, per its docs, has no queryable graph. Not stated elsewhere, which is not the same as unsupported.
Which agent memory tools have an MCP server?
5 products describe an MCP server in its own docs or repository: Mem0 Platform (official MCP server hosted by Mem0), Zep (official hosted Context MCP Server), Supermemory (Supermemory MCP server), Graphiti (experimental MCP server in the Graphiti repository) and Cognee (cognee-mcp server in the Cognee repository).
Is Supermemory open source?
Partly. Its repository LICENSE is MIT and its SDK packages declare Apache-2.0, but its self-hosting docs say: "The SDKs and other components in the public repository are open source; the downloadable self-hosted server binary is built from a separate, non-public codebase." So the self-hosted server is not open source.
How do agent memory services charge?
In different units, so the prices do not rank: plan prices (Mem0 Platform, Zep, Supermemory, Letta and Cognee); credits (Zep); per agent, seat, workspace or second (Letta and Cognee); tokens and model usage (Supermemory, Letta, Cognee, Agent Platform Memory Bank, Memory in Microsoft Foundry Agent Service and Claude memory tool); requests, queries and operations (Supermemory, Agent Platform Memory Bank and Amazon Bedrock AgentCore Memory); data volume (Agent Platform Memory Bank and Amazon Bedrock AgentCore Memory); stored records (Amazon Bedrock AgentCore Memory). Every price line is listed in the product's own unit with its quote.
Is this a benchmark or a ranking of agent memory tools?
No. Every value is a first-party statement copied from the product's own pages, with the quote and the link. Nothing here measures recall accuracy or latency; benchmark scores and latency figures appear only under a Vendor-stated label, and prices in different units are never converted or compared.
What do Not stated, Vendor-stated and inferred mean?
Not stated means the pages we read did not say; it is not evidence the feature is missing. Vendor-stated marks a benchmark or latency claim the vendor makes about itself, unverified. Inferred marks our reading: a plan name taken from a pricing table's layout, a column assigned by table order, or a status the page implies without labelling it.