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Alternatives to agentram-mcp

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    Related Servers

    • A
      license
      Not graded
      quality
      B
      maintenance
      Enables AI agents to store and semantically retrieve durable memories across sessions via MCP or REST, with tools for remembering, recalling, asking, updating, and forgetting memories.
      6 npm
      MIT
    • A
      license
      B
      quality
      A
      maintenance
      MCP-native persistent memory for AI agents. Stores and retrieves encrypted memories with Trust Quotient scoring, cross-agent handover protocol, and immutable audit trail. 13 tools. Remote endpoint available.
      13
      31 PyPI
      13
      Apache 2.0
    • A
      license
      Not graded
      quality
      B
      maintenance
      Gives AI agents a persistent long-term memory store over MCP, letting them remember facts and preferences, recall ranked memories with a one-line explanation of why each scored, mark which recalled memories were used or ignored so retrieval learns over time, and forget or list memories per namespace.
      Apache 2.0

    TDQS

    A3.7/5.0

    Scored across 6 tools

    Disambiguation4/5

    Each tool targets a clearly defined operation, but store_memory and store_shared_memory are close enough in name and behavior that an agent might briefly confuse them. Descriptions do clarify the distinction between agent-specific memory and shared namespaces.

    Naming Consistency4/5

    Most tools follow a consistent verb_noun pattern: store_memory, retrieve_memory, delete_memory, create_namespace, store_shared_memory. The only minor inconsistency is list_memories using a plural noun while the other memory operations use singular.

    Tool Count5/5

    Six tools is a well-scoped size for an agent memory server. Each tool represents a distinct core operation without unnecessary bloat or redundancy.

    Completeness2/5

    Per-agent memory has full CRUD coverage, but the shared namespace feature is incomplete: create_namespace and store_shared_memory exist with no way to retrieve, list, or delete shared memories. This creates a dead-end for agents trying to use shared memory.

    Maintenance

    ActivityStale
    ResponsivenessNo issues