Make your AI agents remember — safely.
Model-agnostic memory infrastructure for persistent AI agents, copilots, and AI-native apps.
Join Cloud waitlist · Quick start · SDK · Architecture
AI agents can answer one prompt, but most of them forget the user, the project, the last decision, and the previous agent handoff.
MemoryMesh gives every agent a shared, permissioned memory layer through REST, a TypeScript SDK, and an MCP server scaffold.
Free for experiments. Paid when memory becomes mission-critical.
Apps / Agents / MCP Clients
↓
MemoryMesh API + SDK + MCP Server
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Memory Core: remember, search, forget, retain, audit
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Storage adapters: local, SQLite, Postgres, vector search, cloudpnpm install
pnpm devcurl http://localhost:4310/healthcurl -X POST http://localhost:4310/v1/memories \
-H "content-type: application/json" \
-d '{
"userId": "user_123",
"agentId": "agent_sales",
"type": "preference",
"content": "User prefers concise execution steps in Thai.",
"tags": ["preference", "thai", "execution"]
}'import { createMemoryMeshClient } from "@memorymesh/sdk";
const memory = createMemoryMeshClient({
baseUrl: "http://localhost:4310"
});
await memory.remember({
userId: "user_123",
agentId: "agent_founder",
type: "decision",
content: "Launch MemoryMesh as an open-source memory layer with a hosted cloud option.",
tags: ["decision", "launch", "pricing"]
});
const context = await memory.search({
userId: "user_123",
query: "What launch strategy did the user choose?"
});
console.log(context);| Feature | Open Source | Cloud Free | Builder | Team |
|---|---|---|---|---|
| Local memory API | Yes | Yes | Yes | Yes |
| TypeScript SDK | Yes | Yes | Yes | Yes |
| MCP server | Yes | Yes | Yes | Yes |
| Hosted memory storage | No | Yes | Yes | Yes |
| Memories included | Local | 1,000 | 10,000 | 100,000 |
| Search requests | Local | 100/day | 2,000/day | 20,000/day |
| Projects | Local | 1 | 3 | 10 |
| Agents | Local | 1 | 3 | 20 |
| Team workspace | No | No | No | Yes |
| Audit log | Basic | No | Basic | Advanced |
Want a hosted endpoint for your agents?
https://aiprofithub.ai/memorymeshCloud Free is planned to include one hosted project, one API key, 1,000 memories, 100 searches per day, 30-day retention, REST API, SDK, and MCP access.
MIT