Memory Store (now MemStore)

https://mem.store/

Renamed MemStore (memory.store now redirects to mem.store); YC Spring 2026. Shared memory layer delivered as an MCP server: a team's AI agents record decisions/progress across sessions and recall from teammates' stores with sources attached; daily email rollup.

Renamed · Verified 2026-10-23 · fresh as of 2026-10-23 · 25 cited facts, 14 with a third-party source · 2 recorded changes · Suggest a correction

At a glance

Tier
T2
Created
searched not found fix
Latest release
not applicable — not OSS fix
License
not applicable — not OSS fix
GitHub
not applicable — no GitHub repo fix
Funding
searched not found fix
Freshness
2026-10-23 fix
Layer
agent-infra repo fix
Licensing
commercial vendor fix
Deployment locus
cloud vendor fix
Platform vs product
product vendor fix
Accelerator
yc-p26 third-party fix
Protocols
mcp-server vendor fix

Memory taxonomy

storage
vector
retrieval
similarity
persistence
cross-session
update
extraction
unit
episode
governance
opaque
conflict
none

When to use

Optimised for: cross-agent shared episodic + preference memory

Anti-fit: searched not found

Pros & cons

Pros

Lightweight key-value memory abstraction; minimal complexity for simple agents.

Cons

Limited capability ceiling; not appropriate for sophisticated agent memory needs.

Claims & capabilities

YC P26. Very early stage.

Technical surface

API surface
searched not found
Backend storage
searched not found
Deployment
Managed-only (hosted; no self-host option documented)
Embedding model
searched not found
Multi-tenancy
searched not found
MCP
yes — is an MCP server (checkin/record/recall tools) at mem.store/mcp for Claude, Claude Code, ChatGPT, Codex, any MCP client
A2A
not documented publicly
OpenTelemetry
not documented publicly

Similar systems

Other dedicated memory layers in the catalog, ranked by inbound references.

  • Mem0 T1

    Universal memory layer for AI agents. Three concurrent stores (vector + graph + KV); LLM-extracted facts; concurrent retrieval via ThreadPoolExecutor.

  • Zep & Graphiti T1

    Bi-temporal knowledge graph (event time + ingestion time). Strong on chronological reasoning and contradiction tracking. Graphiti is the open-source core.

  • Cognee T1

    "Extract–Cognify–Load" pipeline that turns raw input into a typed, queryable knowledge graph for agent recall.

  • Hindsight (Vectorize) T1

    Standalone memory service from Vectorize. Open source. Biomimetic four-network design (World, Bank, Observation, Opinion). Ships an MCP memory server.

  • Letta / MemGPT T1

    Originated as MemGPT (UC Berkeley), where the model pages its own memory between context, recall and archival tiers. The product now centres on Letta Code, a stateful agent harness whose agents rewrite their own memory, skills and prompts over time.

  • Memori T2

    Structured, persistent memory layer for AI agents. Open source.

Sources (24 cited facts, 14 third-party)

Each fact links to the page it came from; the badge says who published it (how to read sources).

What changed

Changes to this record's lifecycle, licence, release, pricing and hosting facts, from the catalog's git history. Subscribe (Atom)

  1. 2026-10-23
    • Name “Memory Store” → “Memory Store (now MemStore)”
    • Homepage “https://www.ycombinator.com/companies/memory-store” → “https://mem.store/”
    #223
  2. 2026-10-22
    • Pricing first recorded as “$150 per team member/mo after 7-day trial (single plan)” source
    • Deployment first recorded as “Managed-only (hosted; no self-host option documented)” source
    • MCP support first recorded as “yes — is an MCP server (checkin/record/recall tools) at mem.store/mcp for Claude, Claude Code, ChatGPT, Codex, any MCP client” source
    #219