OpenMemory MCP

https://mem0.ai/openmemory

Local-first self-hosted Mem0 variant. Shared memory layer bridges Claude Desktop, Cursor, and Windsurf in one session. All data stays on-machine. Docker Compose self-host.

At a glance

Type
Local Postgres + Qdrant cross-tool memory
Tier
T2
Created
2025-03 (Mem0 launched OpenMemory in early 2025; Docker Compose self-host)
Latest release
not applicable — not OSS
License
not applicable — not OSS
GitHub
not applicable — no GitHub repo
Pricing
not applicable — not commercial
Funding
not applicable — not commercial

Taxonomy

storage
vector
retrieval
similarity
persistence
long-term
update
extraction
unit
fact
governance
user-controllable
conflict
llm-arbitrate

When to use

Optimised for: Claude-Code-native + MCP-portable memory

Anti-fit: not for non-Claude-Code clients (some are MCP-portable)

Pros & cons

Pros

MCP exposure of the OpenMemory protocol — cross-tool memory portability vision in MCP form.

Cons

Protocol still emerging; ecosystem support thin outside Mem0.

Claims & capabilities

Cross-tool memory passport: write in Claude Desktop, read in Cursor.

Technical surface

API surface
MCP (stdio); local server bridges to Mem0 add/search/list/delete
Backend storage
hybrid
Deployment
not applicable — not a deployable product
Embedding model
multiple supported
Multi-tenancy
namespace
MCP
native (first-party)
A2A
not supported
OpenTelemetry
no

Similar systems

Other claude code memory mechanisms in the catalog, ranked by inbound references.

  • Official MCP Memory server T1

    Knowledge-graph-based persistent memory MCP server — the canonical reference implementation. npx -y @modelcontextprotocol/server-memory ; configurable via MEMORY_FILE_PATH .

  • Anthropic Auto Dream T1

    Background sub-agent in Claude Code that periodically scans ~/.claude/projects/<project>/memory/ + recent JSONL transcripts via grep, prunes stale notes, deduplicates, resolves contradictions, converts relative dates to absolute timestamps, and rewrites MEMORY.md (kept under 200 lines). Triggers automatically when 24+ hours elapsed AND 5+ sessions completed; manually via /dream.

  • Claude Code auto-memory T1

    Persistent file-based memory at ~/.claude/projects/<project>/memory/ with a MEMORY.md index plus typed memory files (user / feedback / project / reference). Loaded into context across sessions.

  • claude-brain T2

    Claude Code plugin packaging of Memvid (see Dedicated memory layers). Wraps the Memvid .mv2 single-file store as a slash-command-installable plugin so per-project memory becomes a git-committable file inside the repo.

  • Claude-CursorMemoryMCP T2

    FastAPI server. RBAC + API-key auth, encryption, backup/recovery, embedding pipeline with deduplication. Only server in this list with role-based access control over pgvector.

  • claude-mem T1

    Hooks into Claude Code's session lifecycle; compresses tool outputs into ~500-token observations via Claude's agent SDK. SQLite + FTS5 with optional Chroma vector. "Endless Mode" compresses in-flight to extend session length. Captures what the agent did , not just what the user typed.

Related systems

References (4)

  • Anthropic Claude (foundation models) depends on at runtime — adjacent-infrastructure cell: requires Claude Code or MCP client; BYO storage
  • Mem0 builds on — Local-first self-hosted Mem0 variant. Shared memory layer bridges Claude Desktop, Cursor, and Windsurf in one session.
  • Model Context Protocol (MCP spec) depends on at runtime — adjacent-infrastructure cell: requires Claude Code or MCP client; BYO storage
  • Qdrant builds on — Local Postgres + Qdrant cross-tool memory

Row last verified 2026-05-14. Catalog data is CC-BY-4.0 — see how to read this.