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MCP Memory Graph MCP server

by RetroRobAI·io.github.RetroRobAI/mcp-memory-graph·v0.1.1

Authority-weighted memory graph for AI agents with conflict detection and semantic search.

C65/100grade C
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C65/100

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If you have run it, two minutes of your experience saves the next person an afternoon.

MCP Memory Graph tools (8, 2 write)

write = sends, deletes, buys or posts

Read from the package source without running it. The installed server may list more.

  • add_memory_edge

    Add a typed relationship between two memories. edge_type: supersedes | relates_to | contradicts | referenced_by

  • check_conflicts

    Check if a piece of content conflicts with any existing active memories before storing it. Returns potential conflicts above the similarity threshold.

  • delete_memorywrite action

    Soft-delete a memory (sets status=deleted, preserves history).

  • get_related_memories

    Get all memories connected to this one via edges. Returns the full relationship graph for a memory.

  • list_memories

    List memories with optional filters. status: active | superseded | deleted priority: high | medium | low memory_type: user | feedback | project | reference | general

  • retrieve_memories

    Retrieve 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_memory

    Store a new memory. Embeds the content, checks for conflicts, and optionally auto-resolves them by authority score.

  • update_memorywrite action

    Update 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 Optionally mark another memory as superseded. If supersedes_id is provided, that memory is marked status=superseded and a supersedes edge is created.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

no findings
  • 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
Overall 65/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

Install MCP Memory Graph in Claude Code, Cursor or VS Code

claude mcp add mcp-memory-graph -- uvx mcp-memory-graph
Add to Cursor

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.

All MCP Memory Graph alternatives →
  • Shodh Memory
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  • Octobrain
    Persistent memory for AI assistants with semantic search and knowledge graph relationships.
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  • Socraticode
    MCP server for enterprise local codebase indexing, semantic search, and code dependency graphs.
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  • Marm
    Universal MCP Server with advanced AI memory capabilities and semantic search.
    A
  • Superlocalmemory
    Local-first AI memory with knowledge graphs and hybrid search. 17+ AI tools via MCP. Free.
    C

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