MCP Memory Graph MCP server
Authority-weighted memory graph for AI agents with conflict detection and semantic search.
Usage numbers are collected on the next scan
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MCP Memory Graph tools (8, 2 write)
write = sends, deletes, buys or postsRead from the package source without running it. The installed server may list more.
add_memory_edgeAdd a typed relationship between two memories. edge_type: supersedes | relates_to | contradicts | referenced_by
check_conflictsCheck if a piece of content conflicts with any existing active memories before storing it. Returns potential conflicts above the similarity threshold.
delete_memorywrite actionSoft-delete a memory (sets status=deleted, preserves history).
get_related_memoriesGet all memories connected to this one via edges. Returns the full relationship graph for a memory.
list_memoriesList memories with optional filters. status: active | superseded | deleted priority: high | medium | low memory_type: user | feedback | project | reference | general
retrieve_memoriesRetrieve memories ranked by weighted score (semantic similarity × authority). High-priority explicit instructions rank above lower-priority inferred memories even when the latter are semantically closer.
store_memoryStore a new memory. Embeds the content, checks for conflicts, and optionally auto-resolves them by authority score.
update_memorywrite actionUpdate an existing memory. Optionally mark another memory as superseded. If supersedes_id is provided, that memory is marked status=superseded and a supersedes edge is created.
Public scan report
scanner v0.1.9 · 2026-09-27 · same rubric, same numbers if you re-run it
- Code scan8 source files scanned25/25
- –Live reliabilityno gateway calls yet and no remote to proben/a
- –Tool poisoningtools not inspected (local package is not executed); not countedn/a
- Auth qualitylocal package, no credentials required12/15
- Maintenancerepository not readable: repo not found3/15
- Maintainer identityno repository or website to verify2/10
Install MCP Memory Graph in Claude Code, Cursor or VS Code
claude mcp add mcp-memory-graph -- uvx mcp-memory-graph
MCP Memory Graph: common questions
- Is MCP Memory Graph MCP server safe?
- With care: it is graded C, so read the findings first (65/100). Read the MCP Memory Graph safety report
- How do I install MCP Memory Graph?
- It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
- Does MCP Memory Graph need an API key?
- Not as far as the registry entry and our scan can tell: no credentials are declared or required.
- Is MCP Memory Graph maintained?
- The latest release is v0.1.1.
- What can I use instead of MCP Memory Graph?
- Servers from other publishers that do the same job: Shodh Memory MCP server, Octobrain MCP server and Socraticode MCP server. Compare all MCP Memory Graph alternatives.
Alternatives to MCP Memory Graph
Same job from other publishers: the closest match first, then the best rated.
Shodh MemoryCognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs.not reviewedEstablishedC- OctobrainPersistent memory for AI assistants with semantic search and knowledge graph relationships.not reviewedGrowingA
- SocraticodeMCP server for enterprise local codebase indexing, semantic search, and code dependency graphs.not reviewedEstablishedB
- MarmUniversal MCP Server with advanced AI memory capabilities and semantic search.not reviewedEstablishedA
- SuperlocalmemoryLocal-first AI memory with knowledge graphs and hybrid search. 17+ AI tools via MCP. Free.not reviewedEstablishedC