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Local-first memory for Claude Code and any MCP client: hybrid search + knowledge graph, $0/token.
io.github.YonasValentin/mcp-memory-graph is an MCP server entry in ChatHome Skills, sourced from Official MCP Registry and scored 67/100. As a Model Context Protocol server, it exposes tools that MCP-compatible LLM clients such as Claude, Cursor, and Copilot can call directly, extending an agent's reach beyond its built-in capabilities. ChatHome Skills discovered this entry through its daily ingest of official registries and GitHub discovery queries, and re-verifies repository facts, freshness signals, and install metadata on every run. The quality score weighs official-registry presence, a working install command, license clarity, GitHub star trajectory, and repository freshness — the full formula is on the Sources page. The install command above is ready to copy. Review the last-pushed date and repository status before adding io.github.YonasValentin/mcp-memory-graph to a production agent workflow; the snapshot facts below are point-in-time values from the most recent ingest.
npx -y mcp-memory-graph@2.10.3Review the upstream source before running this command.
{
"_meta": {
"io.modelcontextprotocol.registry/official": {
"status": "active",
"isLatest": true,
"updatedAt": "2026-07-06T13:42:08.632382Z",
"publishedAt": "2026-07-06T13:42:08.632382Z",
"statusChangedAt": "2026-07-06T13:42:08.632382Z"
}
},
"server": {
"name": "io.github.YonasValentin/mcp-memory-graph",
"$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
"version": "2.10.3",
"packages": [
{
"version": "2.10.3",
"transport": {
"type": "stdio"
},
"identifier": "mcp-memory-graph",
"runtimeHint": "npx",
"registryType": "npm",
"environmentVariables": [
{
"name": "MCP_MEMORY_DB_PATH",
"format": "string",
"description": "SQLite database file location (default ~/.mcp-memory/memory.db)"
},
{
"name": "MCP_MEMORY_MODEL",
"format": "string",
"description": "HuggingFace embedding model name (default Xenova/all-MiniLM-L6-v2)"
}
]
}
],
"repository": {
"url": "https://github.com/YonasValentin/mcp-memory-graph",
"source": "github"
},
"websiteUrl": "https://github.com/YonasValentin/mcp-memory-graph#readme",
"description": "Local-first memory for Claude Code and any MCP client: hybrid search + knowledge graph, $0/token."
}
}