Skip to main content
Glama
tm42

Mnemograph

by tm42
OverviewSchemaSourceRelated ServersDiscussionsAdmin
Python
Local

Related Servers

Alternatives to Mnemograph

No user-submitted related servers found.

    Related Servers

    • Graph-Mem MCP

      Sathvik-1007
      A
      license
      Not graded
      quality
      A
      maintenance
      A universal MCP server providing persistent, structured memory through a knowledge graph with graph storage, semantic vector search, and multi-hop traversal for AI agents and IDEs.
      1
      MIT

    • MemoryGraph

      memory-graph
      A
      license
      Not graded
      quality
      A
      maintenance
      A graph-based MCP server that provides AI coding agents with persistent memory to store patterns, track complex relationships, and retrieve knowledge across sessions. It leverages graph structures to handle temporal queries and relational paths that traditional vector stores often miss.
      247
      MIT

    • MemoryStar

      ussdeveloper
      A
      license
      Not graded
      quality
      D
      maintenance
      A local semantic memory MCP server for AI coding agents that provides persistent, searchable project knowledge including architecture notes, file symbols, git history, progress tracking, and a knowledge graph, all stored locally.
      MIT

    • MegaMemory

      0xK3vin
      A
      license
      Not graded
      quality
      B
      maintenance
      An MCP server that lets coding agents build and query a persistent knowledge graph of concepts, architecture, and decisions, enabling them to remember across sessions.
      211 npm
      556
      MIT

    • gbrain

      laozhong86
      A
      license
      Not graded
      quality
      C
      maintenance
      A local-first compiled knowledge graph MCP server that provides structured memory for AI agents with full-text search, vector embeddings, and timeline tracking.
      619 npm
      8
      MIT
    Deploy Server
    One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

    TDQS

    A3.6/5.0

    Scored across 31 tools

    Disambiguation4/5

    Each tool has a distinct purpose, but the high number (31) may cause some confusion for agents, especially with multiple state-manipulation tools (e.g., rewind, restore_state_at, clear_graph). However, descriptions are clear enough to differentiate them.

    Naming Consistency5/5

    All tool names follow a consistent verb_noun pattern in lowercase with underscores (e.g., add_observations, branch_create, get_state_at). No mixing of styles or vague verbs.

    Tool Count3/5

    31 tools is above the typical well-scoped range (3-15). While the knowledge graph domain is complex, the count feels slightly heavy, potentially overwhelming for agents.

    Completeness5/5

    The tool set covers the full lifecycle: entity CRUD, relations, branching, time-travel, maintenance (orphans, duplicates, health), sessions, and retrieval. No obvious gaps for the stated purpose.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues

    Resources