MCP-first agent learning: capture failures, validate lessons, retrieve context, improve.
Connect SuperMemory to Claude, Cursor or any other MCP client and it stops being a tab you switch to. MCP-first agent learning: capture failures, validate lessons, retrieve context, improve. The supermemory mcp server is what makes that connection.
SuperMemory captures distilled lessons from failures and corrections — not full conversation transcripts — validates them before storage, and improves agents over time through a closed-loop cycle.
The toolset is worth reading before you wire it up, because it tells you what the integration is really for:
Cursor — Copy examples/cursor.mcp.json to .cursor/mcp.json in your project:supermemory-agent on PyPI is all you need. Most clients run it directly, so configuration is a few lines and a restart.
Configuration is passed through the environment: SUPERMEMORY_STORAGE_PATH. Treat anything key-shaped as a real credential — scope it to the minimum the server needs, and rotate it if it ever lands in a shared config.
Among the developer tooling options, the useful question is rarely "what can it do" but "what does it cost you to run" — permissions, credentials, and how much of your context its toolset consumes. SuperMemory's toolset — Cursor — is a fair guide to whether it matches your workflow. It is maintained by YashvantHange; worth a glance at recent repository activity before you build anything load-bearing on it.
SyncDev reviews every entry in this directory against the project's own documentation before publishing, and revisits them as servers change.
| Tool | What it does |
|---|---|
| Cursor | Copy examples/cursor.mcp.json to .cursor/mcp.json in your project: |
{
"mcpServers": {
"supermemory": {
"command": "uvx",
"args": ["supermemory-agent"],
"env": {
"SUPERMEMORY_STORAGE_PATH": "your-value"
}
}
}
}Add to claude_desktop_config.json, then restart Claude Desktop.
| Variable | Description | Required |
|---|---|---|
| SUPERMEMORY_STORAGE_PATH | Filesystem location the server is allowed to use. | Optional |
Kill hallucinated APIs — version-accurate, up-to-date library documentation injected straight into context.
Microsoft's official browser automation server — drive a real browser through the accessibility tree, no screenshots needed.
GitHub's official server — repos, issues, pull requests, Actions and code security, straight from your assistant.
Issue tracking at the speed of conversation — Linear's official hosted server with OAuth and zero install.
Local repository surgery — status, diffs, commits, branches and history for any repo on disk.
Timezone sanity for AI — current time anywhere and correct conversions, without the model doing date math.