sqlite-graph-memory
Rank #5,205io.github.tonydzi/sqlite-graph-memory
Recall over your markdown notes: vector search plus your [[wikilinks]] as a graph, in SQLite.
What you can do with sqlite-graph-memory
sqlite-graph-memory is a Model Context Protocol (MCP) server published by tonydzi. It ranks #5,205 of 164,084 active servers on MCP Toplist, and its repository has 12 GitHub stars. sqlite-graph-memory is listed across 2 registries — Official MCP and Glama, with 3 tracked versions. It was first listed on Sep 20, 2026 and most recently updated on Oct 26, 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 sqlite-graph-memory 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 sqlite-graph-memory
The registry listing declares required configuration before first use — typically an API key, token or connection string set via environment variables.
Declared by Glama, last synced Oct 30, 2026. Not independently verified by MCP Toplist.
- BRAIN_INDEX_DIR · required
- TURNSTATE_DB · optional
Connect sqlite-graph-memory and confirm it works
claude mcp add sqlite-graph-memory -e "BRAIN_INDEX_DIR=<your BRAIN_INDEX_DIR>" -e "TURNSTATE_DB=<your TURNSTATE_DB>" -- uvx --with "sqlite-graph-memory[embeddings]==0.3.3" sqlite-graph-memoryReplace each placeholder with your own value before saving.
[mcp_servers.sqlite-graph-memory]
command = "uvx"
args = ["--with", "sqlite-graph-memory[embeddings]==0.3.3", "sqlite-graph-memory"]
[mcp_servers.sqlite-graph-memory.env]
BRAIN_INDEX_DIR = "<your BRAIN_INDEX_DIR>"
TURNSTATE_DB = "<your TURNSTATE_DB>"Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.
{
"mcpServers": {
"sqlite-graph-memory": {
"command": "uvx",
"args": [
"--with",
"sqlite-graph-memory[embeddings]==0.3.3",
"sqlite-graph-memory"
],
"env": {
"BRAIN_INDEX_DIR": "<your BRAIN_INDEX_DIR>",
"TURNSTATE_DB": "<your TURNSTATE_DB>"
}
}
}
}Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.
{
"mcpServers": {
"sqlite-graph-memory": {
"command": "uvx",
"args": [
"--with",
"sqlite-graph-memory[embeddings]==0.3.3",
"sqlite-graph-memory"
],
"env": {
"BRAIN_INDEX_DIR": "<your BRAIN_INDEX_DIR>",
"TURNSTATE_DB": "<your TURNSTATE_DB>"
}
}
}
}Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.
{
"servers": {
"sqlite-graph-memory": {
"type": "stdio",
"command": "uvx",
"args": [
"--with",
"sqlite-graph-memory[embeddings]==0.3.3",
"sqlite-graph-memory"
],
"env": {
"BRAIN_INDEX_DIR": "<your BRAIN_INDEX_DIR>",
"TURNSTATE_DB": "<your TURNSTATE_DB>"
}
}
}
}Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.
{
"mcpServers": {
"sqlite-graph-memory": {
"command": "uvx",
"args": [
"--with",
"sqlite-graph-memory[embeddings]==0.3.3",
"sqlite-graph-memory"
],
"env": {
"BRAIN_INDEX_DIR": "<your BRAIN_INDEX_DIR>",
"TURNSTATE_DB": "<your TURNSTATE_DB>"
}
}
}
}Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.
{
"mcpServers": {
"sqlite-graph-memory": {
"command": "uvx",
"args": [
"--with",
"sqlite-graph-memory[embeddings]==0.3.3",
"sqlite-graph-memory"
],
"env": {
"BRAIN_INDEX_DIR": "<your BRAIN_INDEX_DIR>",
"TURNSTATE_DB": "<your TURNSTATE_DB>"
}
}
}
}Replace each placeholder with your own value before saving.
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 sqlite-graph-memoryyet; the list above is its publisher's other servers.
What changed, and when this was checked
- First listed
- Sep 20, 2026
- Latest version published
- Oct 26, 2026
- Version history
- 3 versions tracked (below)
- Requirements evidence
- Declared by Glama, last synced Oct 30, 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
- Oct 30, 2026
- Official MCP ↗listed since Oct 20, 2026 · still listed
- Glama ↗listed since Oct 20, 2026 · still listed
Do you maintain sqlite-graph-memory? to correct or enrich this profile.
Available versions (3)
| Version | Published |
|---|---|
| 0.3.3 | Oct 26, 2026 |
| 0.3.2 | Oct 24, 2026 |
| 0.3.1 | Oct 19, 2026 |
Ranks ahead of 158,879 of 164,084 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/io.github.tonydzi%2Fsqlite-graph-memory)<a href="https://mcptoplist.com/server/io.github.tonydzi%2Fsqlite-graph-memory"><img src="https://mcptoplist.com/badge/io.github.tonydzi%2Fsqlite-graph-memory.svg" alt="MCP Toplist: Top 5% of 164,084" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains sqlite-graph-memory?
- sqlite-graph-memory is maintained by tonydzi, which publishes 2 MCP servers (3 total versions) tracked on MCP Toplist.
- Is sqlite-graph-memory listed on the Official MCP Registry?
- Yes — sqlite-graph-memory is listed on the Official MCP Registry, alongside Glama.
- How many versions does sqlite-graph-memory have?
- MCP Toplist tracks 3 versions of sqlite-graph-memory, most recently published on Oct 26, 2026.
- Where can I find the source code for sqlite-graph-memory?
- The source code for sqlite-graph-memory is hosted at github.com/tonydzi/sqlite-graph-memory.
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.