MemoryMesh
Rank #31,307smithery/sparkvibe-io/memorymesh
The SQLite of AI Memory — persistent, zero-dependency memory for any LLM application. Dual-store architecture (project + global), pluggable embeddings (local/Ollama/OpenAI), semantic search with time decay, auto-categorization, and contradiction detection. 10 MCP tools. Works with Claude Code, Cursor, Gemini CLI, and any MCP client.
What you can do with MemoryMesh
MemoryMesh is a Model Context Protocol (MCP) server published by sparkvibe-io. It ranks #31,307 of 176,402 active servers on MCP Toplist, and its repository has 4 GitHub stars. MemoryMesh is listed on Smithery, with 5 release tags tracked from its GitHub repository. It was first listed on Feb 27, 2026 and most recently updated on Mar 3, 2026.
Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.
What MemoryMesh can and cannot do
Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.
What you need before using MemoryMesh
The hosted endpoint is declared as gated by authentication — connect via its URL and authenticate with the provider (OAuth flow or an API key/header, per its docs).
Declared by Smithery, last synced Nov 14, 2026. Not independently verified by MCP Toplist.
Hosted endpoint declared as requiring authentication.
Connect MemoryMesh and confirm it works
claude mcp add --transport http memorymesh https://server.smithery.ai/sparkvibe-io/memorymesh/mcpThis endpoint requires authentication — see the server’s docs for credentials.
[mcp_servers.memorymesh]
url = "https://server.smithery.ai/sparkvibe-io/memorymesh/mcp"Add to ~/.codex/config.toml. This endpoint requires authentication — see the server’s docs for credentials.
https://server.smithery.ai/sparkvibe-io/memorymesh/mcpSettings → Connectors → “Add custom connector”, then paste this URL. This endpoint requires authentication — see the server’s docs for credentials.
{
"mcpServers": {
"memorymesh": {
"url": "https://server.smithery.ai/sparkvibe-io/memorymesh/mcp"
}
}
}Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). This endpoint requires authentication — see the server’s docs for credentials.
{
"servers": {
"memorymesh": {
"type": "http",
"url": "https://server.smithery.ai/sparkvibe-io/memorymesh/mcp"
}
}
}Save as .vscode/mcp.json in your workspace. This endpoint requires authentication — see the server’s docs for credentials.
{
"mcpServers": {
"memorymesh": {
"serverUrl": "https://server.smithery.ai/sparkvibe-io/memorymesh/mcp"
}
}
}Add to ~/.codeium/windsurf/mcp_config.json. This endpoint requires authentication — see the server’s docs for credentials.
{
"mcpServers": {
"memorymesh": {
"url": "https://server.smithery.ai/sparkvibe-io/memorymesh/mcp"
}
}
}This endpoint requires authentication — see the server’s docs for credentials.
After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.
When to choose another server
No task-specific alternatives are catalogued for MemoryMeshyet; the list above is its publisher's other servers.
What changed, and when this was checked
- First listed
- Feb 27, 2026
- Latest release tag
- Mar 3, 2026
- Version history
- 5 release tags tracked (below)
- Requirements evidence
- Declared by Smithery, last synced Nov 14, 2026. Not independently verified by MCP Toplist.
- Profile checked
- Not yet — purpose, capabilities and requirements above come from registry data only
- Ranking data as of
- Nov 1, 2026
- Smithery ↗listed since Oct 28, 2026 · still listed
Do you maintain MemoryMesh? to show as its verified maintainer and add your own summary, sign-in details and links. The rest of this page is read from the registry listings and from MCP Toplist's own connection check.
GitHub releases (5)
No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.
| Version | Published |
|---|---|
| v4.3.0 | Mar 3, 2026 |
| v4.1.1 | Mar 2, 2026 |
| v4.1.0 | Feb 28, 2026 |
| v4.0.1 | Feb 27, 2026 |
| v4.0.0 | Feb 27, 2026 |
Ranks ahead of 145,095 of 176,402 servers on MCP Toplist.
Show your rank
Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.
[](https://mcptoplist.com/server/smithery%2Fsparkvibe-io%2Fmemorymesh)<a href="https://mcptoplist.com/server/smithery%2Fsparkvibe-io%2Fmemorymesh"><img src="https://mcptoplist.com/badge/smithery%2Fsparkvibe-io%2Fmemorymesh.svg" alt="MCP Toplist: Top 25% of 176,402" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains MemoryMesh?
- MemoryMesh is maintained by sparkvibe-io, which publishes 2 MCP servers (11 total versions) tracked on MCP Toplist.
- Is MemoryMesh listed on the Official MCP Registry?
- MemoryMesh is not on the Official MCP Registry. It is listed on Smithery.
- How many versions does MemoryMesh have?
- No registry surfaces explicit version metadata for MemoryMesh; MCP Toplist tracks 5 release tags from its GitHub repository, most recently published on Mar 3, 2026.
- Where can I find the source code for MemoryMesh?
- The source code for MemoryMesh is hosted at github.com/sparkvibe-io/memorymesh.
Do you run this server?
Community projects list the MCP servers behind real agents and apps. Publish yours and this page will link to it.