Product
One integration. Every agent connected to memory.
Mesh Router is the connective tissue: a single MCP gateway and native SDKs (TypeScript, Python, Go, .NET, Rust) that route observations in and recall + predictions out. Drop it in once and every agent in your stack shares the same governed memory.
MCP gateway · SDKs (TS · Py · Go · .NET · Rust)
What you get
One integration, every agent
Wire the gateway in once; every agent in your stack shares the same governed memory.
Three verbs, nothing to learn
observe what happens, recall what matters, predict what's next — that's the whole surface.
Routes to the right scope
Every call resolves to the correct project and memory scope automatically.
How it works
How Mesh Router fits in.
- STEP 01
Drop in the gateway
Add the MCP gateway to Claude Code, Cursor, or Codex — or call the SDK from your own app.
- STEP 02
Point your agents at it
Observations flow in; recall and predictions flow out, over one API.
- STEP 03
Scope resolves automatically
The router maps each request to the right project, tenant, and memory scope.
MCP gateway→SDKs (TS→Py→Go→.NET→Rust)Features
MCP gateway
Standards-based Model Context Protocol — drop into Claude Code, Cursor, or Codex in one command.
Five native SDKs
TypeScript, Python, Go, .NET, and Rust — the same observe/recall/predict surface in your language.
One API, three verbs
observe what happens, recall what matters, predict what's next — nothing else to learn.
Routes to the right scope
Every call resolves to the correct memory scope and project automatically.
Capabilities
Connect
- MCP gateway for any client
- TypeScript SDK (more languages coming)
- One API: observe · recall · predict
Route
- Per-project / per-tenant routing
- Scope-aware resolution
- Governed access
Operate
- Consistent surface everywhere
- Provenance end to end
- Metered usage
FAQ
Questions, answered.
MCP or SDK?+
Both reach the same engine. Use the MCP gateway for drop-in tool integration, or the SDK to embed memory in your own product.
Which languages does the SDK support?+
TypeScript is available today; Python, Go, .NET, and Rust are on the way. The MCP path works with any MCP-capable client now.
Hosted or self-hosted?+
Both are on the roadmap — a hosted gateway and a self-hosted enterprise deployment (MemMesh Edge) that keeps data in your network.
More products
MeshKey
One key. Your memory, in every AI.
A private, portable memory that unlocks in every AI tool you use — Claude Code, Cursor, ChatGPT. One key carries your context, preferences, and history wherever you work.
memory.observe · memory.search · MCP
Team Brain
Shared memory your whole team can trust.
A governed org memory: a shared knowledge graph with scopes, provenance, and compliance built in — so institutional knowledge stops disappearing every time someone switches context.
scopes · provenance · compliance
The gateway that wires any agent into the mesh.
The infrastructure layer: an MCP gateway plus SDKs in five languages that connect any agent, tool, or app to MemMesh — one API for observe, recall, and predict.