Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type @ followed by the MCP server name and your instructions, e.g., "@agent-memory-sqlite remember that we deploy to Vercel on merge to main"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Persistent, searchable memory for coding agents, exposed as an MCP server. Your agent saves the decisions and conventions it learns, and recalls them in the next session instead of rediscovering them.
One SQLite file, shared safely by every agent session (WAL mode)
Zero native dependencies: Node's built-in node:sqlite with FTS5, nothing to compile on Windows, macOS or Linux
Ranked recall: BM25 relevance, boosted by recency, scoped per project
Works with any MCP client: Claude Code, Cursor, Claude Desktop, Windsurf
Requires Node 24+.
Claude Code
claude mcp add memory -- npx -y github:Urthella/agent-memory-sqliteCursor / Claude Desktop (mcp.json / claude_desktop_config.json)
{
"mcpServers": {
"memory": { "command": "npx", "args": ["-y", "github:Urthella/agent-memory-sqlite"] }
}
}Then just work: tell the agent "remember that we deploy on Vercel", and ask "what do we know about deploys?" in a later session.
Related MCP server: rekal
Tool | What it does |
| Save a fact, decision or convention, with optional tags. Saving the same text again refreshes it instead of duplicating. |
| Keyword search, best match first. Prefix matching, so |
| The latest saved or refreshed memories. |
| Delete a memory by its |
Every tool takes an optional project. It defaults to the name of the directory the agent runs in; "*" searches all projects.
flowchart LR
A[Coding agent] -- MCP over stdio --> S[server.ts]
S --> M[(memories table)]
M -- insert/update/delete triggers --> F[(FTS5 index)]
S -- MATCH + bm25 --> FStorage: a plain memories table plus an external-content FTS5 index kept in sync by triggers, so text is stored once and every write path updates search.
Dedup: a SHA-256 of the text is unique per project; saving it again only bumps updated_at.
Safe queries: free text is reduced to quoted prefix terms ("redis"* OR "lua"*), so punctuation and FTS operators in a question can't break the query.
Ranking: the top BM25 hits are reranked by relevance × (1 + recency), where recency halves every 30 days.
Accents: the tokenizer folds diacritics, so agac finds ağaç.
Variable | Default |
|
|
| name of the current directory |
npm ci # also builds dist/
npm test # node --test, runs the .ts sources directlynix develop (or direnv) gives you the same Node 24 toolchain. CI runs on Linux, macOS and Windows.
This server cannot be deployed
Persistent memory for AI agents. Search, store, and recall across sessions.
Persistent memory for AI agents. Search and store durable facts, preferences and decisions.
Shared memory for coding agents. Stop re-explaining your codebase every session.
Universal memory for AI agents and tools. Save, organize and search context anywhere.
