Skip to main content
Glama

Related Servers

Alternatives to mcp-ad4m

No user-submitted related servers found.

    Related Servers

    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables Claude Code to store, search, update, and delete persistent cross-session memories backed by self-hosted Qdrant, Neo4j, and Ollama, exposing 11 MCP tools plus knowledge-graph entity lookups. It also provides session hooks that automatically inject relevant context at startup and save session summaries on exit.
      -
    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables Claude Code to store and retrieve persistent memories across sessions using a self-hosted stack of Qdrant, Neo4j, and Ollama, with either Anthropic or local Ollama as the main LLM. Exposes 11 tools for adding, searching, updating, and deleting memories plus knowledge-graph entity and relationship queries, along with session hooks that auto-inject context on start and save summaries on exit.
      -
    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables Claude Code to store and recall persistent cross-session memories using a self-hosted stack of Qdrant, Neo4j, and Ollama, backed by Anthropic or a local LLM. Exposes 11 tools for adding, searching, updating, and deleting memories plus knowledge-graph entities, with optional session hooks that auto-inject context on startup and save summaries on exit.
      -
    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables Claude Code to store, search, update, and delete persistent memories across sessions, backed by self-hosted Qdrant vector storage, an optional Neo4j knowledge graph, and Ollama embeddings, with Anthropic or Ollama as the main LLM. Exposes 11 MCP tools plus session hooks and a CLAUDE.md guide so context is injected at startup and saved automatically at session end.
      -
    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables Claude Code to store and recall persistent cross-session memory backed by self-hosted Qdrant, Neo4j, and Ollama, using Anthropic or fully local Ollama as the LLM. Exposes tools for adding, searching, listing, updating, and deleting memories plus querying knowledge-graph entities and relationships, with optional session hooks for automatic context injection and saving.
      -
    • F
      license
      Not graded
      quality
      A
      maintenance
      Enables Claude Code to maintain persistent, searchable memory across sessions using self-hosted Qdrant vector storage, optional Neo4j knowledge graphs, and Ollama embeddings, with Claude or local Ollama as the main LLM. Exposes tools for adding, searching, updating, deleting, and managing memories and graph entities.
      -

    TDQS

    A3.8/5.0

    Scored across 13 tools

    Disambiguation5/5

    Each tool addresses a distinct operation: status, classification, config, perspective CRUD, link query/write/delete, optimization, stats, and relay messaging. No two tools have overlapping purposes; even similar-sounding tools like recall and stats serve different functions (query vs. summary).

    Naming Consistency4/5

    Most tools follow the ad4m_ prefix with snake_case, but two tools (relay_read, relay_write) use a relay_ prefix instead. This minor inconsistency is clear and does not cause confusion, but it prevents a perfect score.

    Tool Count5/5

    13 tools cover the core AD4M operations: agent management, perspective lifecycle, link manipulation, optimization, statistics, and relay messaging. The count feels well-proportioned for the domain, with no obvious bloat or insufficiency.

    Completeness4/5

    The set covers essential operations: create, read, list, delete for perspectives and links, plus classification, optimization, stats, and relay. Missing are update operations for perspectives or links, but these may be less critical in an immutable or signed-graph context. Minor gap.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues