mcp-memory-graph
Rank #7,276io.github.YonasValentin/mcp-memory-graph
Local-first memory for Claude Code and any MCP client: hybrid search + knowledge graph, $0/token.
mcp-memory-graph is a Model Context Protocol (MCP) server published by yonasvalentin. It ranks #7,276 of 132,113 servers tracked on MCP Toplist, and its repository has 2 GitHub stars. mcp-memory-graph is listed across 3 registries — Official MCP, PulseMCP and Glama, with 26 tracked versions. It was first listed on Jun 11, 2026 and most recently updated on Jul 6, 2026.
Ranks ahead of 124,837 of 132,113 servers on MCP Toplist.
Use mcp-memory-graph
No credentials or required configuration declared — add it to your MCP client and go.
claude mcp add mcp-memory-graph -e "MCP_MEMORY_DB_PATH=<your MCP_MEMORY_DB_PATH>" -e "MCP_MEMORY_MODEL=<your MCP_MEMORY_MODEL>" -- npx -y mcp-memory-graphReplace each placeholder with your own value before saving.
[mcp_servers.mcp-memory-graph]
command = "npx"
args = ["-y", "mcp-memory-graph"]
[mcp_servers.mcp-memory-graph.env]
MCP_MEMORY_DB_PATH = "<your MCP_MEMORY_DB_PATH>"
MCP_MEMORY_MODEL = "<your MCP_MEMORY_MODEL>"Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.
{
"mcpServers": {
"mcp-memory-graph": {
"command": "npx",
"args": [
"-y",
"mcp-memory-graph"
],
"env": {
"MCP_MEMORY_DB_PATH": "<your MCP_MEMORY_DB_PATH>",
"MCP_MEMORY_MODEL": "<your MCP_MEMORY_MODEL>"
}
}
}
}Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.
{
"mcpServers": {
"mcp-memory-graph": {
"command": "npx",
"args": [
"-y",
"mcp-memory-graph"
],
"env": {
"MCP_MEMORY_DB_PATH": "<your MCP_MEMORY_DB_PATH>",
"MCP_MEMORY_MODEL": "<your MCP_MEMORY_MODEL>"
}
}
}
}Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.
{
"servers": {
"mcp-memory-graph": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"mcp-memory-graph"
],
"env": {
"MCP_MEMORY_DB_PATH": "<your MCP_MEMORY_DB_PATH>",
"MCP_MEMORY_MODEL": "<your MCP_MEMORY_MODEL>"
}
}
}
}Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.
{
"mcpServers": {
"mcp-memory-graph": {
"command": "npx",
"args": [
"-y",
"mcp-memory-graph"
],
"env": {
"MCP_MEMORY_DB_PATH": "<your MCP_MEMORY_DB_PATH>",
"MCP_MEMORY_MODEL": "<your MCP_MEMORY_MODEL>"
}
}
}
}Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.
{
"mcpServers": {
"mcp-memory-graph": {
"command": "npx",
"args": [
"-y",
"mcp-memory-graph"
],
"env": {
"MCP_MEMORY_DB_PATH": "<your MCP_MEMORY_DB_PATH>",
"MCP_MEMORY_MODEL": "<your MCP_MEMORY_MODEL>"
}
}
}
}Replace each placeholder with your own value before saving.
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.YonasValentin%2Fmcp-memory-graph)<a href="https://mcptoplist.com/server/io.github.YonasValentin%2Fmcp-memory-graph"><img src="https://mcptoplist.com/badge/io.github.YonasValentin%2Fmcp-memory-graph.svg" alt="MCP Toplist: Top 10% of 132,113" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 2 registries (1 delisted)
yonasvalentin
Other servers by yonasvalentin
View all yonasvalentin servers →Available versions (26)
| Version | Published |
|---|---|
| 2.10.3 | Jul 6, 2026 |
| 2.10.2 | Jun 23, 2026 |
| 2.10.1 | Jun 18, 2026 |
| 2.10.0 | Jun 18, 2026 |
| 2.9.1 | Jun 18, 2026 |
| 2.9.0 | Jun 18, 2026 |
| 2.8.0 | Jun 18, 2026 |
| 2.7.6 | Jun 18, 2026 |
| 2.7.5 | Jun 18, 2026 |
| 2.7.4 | Jun 18, 2026 |
| 2.7.3 | Jun 17, 2026 |
| 2.7.2 | Jun 17, 2026 |
| 2.7.1 | Jun 17, 2026 |
| 2.7.0 | Jun 17, 2026 |
| 2.6.4 | Jun 16, 2026 |
| 2.6.3 | Jun 16, 2026 |
| 2.6.2 | Jun 16, 2026 |
| 2.6.1 | Jun 16, 2026 |
| 2.6.0 | Jun 16, 2026 |
| 2.5.4 | Jun 15, 2026 |
| 2.5.3 | Jun 15, 2026 |
| 2.5.2 | Jun 15, 2026 |
| 2.5.1 | Jun 15, 2026 |
| 2.5.0 | Jun 15, 2026 |
| 2.4.0 | Jun 15, 2026 |
| 2.3.1 | Jun 11, 2026 |
Frequently asked questions
- Who maintains mcp-memory-graph?
- mcp-memory-graph is maintained by yonasvalentin, which publishes 2 MCP servers (26 total versions) tracked on MCP Toplist.
- Is mcp-memory-graph listed on the Official MCP Registry?
- Yes — mcp-memory-graph is listed on the Official MCP Registry, alongside PulseMCP and Glama.
- How many versions does mcp-memory-graph have?
- MCP Toplist tracks 26 versions of mcp-memory-graph, most recently published on Jul 6, 2026.
- Where can I find the source code for mcp-memory-graph?
- The source code for mcp-memory-graph is hosted at github.com/yonasvalentin/mcp-memory-graph.
Do you run this server?
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