Agentkits Memory vs Gingugu

In-depth architectural comparison of the Agentkits Memory and Gingugu MCP servers. Compare execution transports, security boundaries, tool capabilities, quality scores, and ready-to-paste client installation snippets for Claude, Cursor, Windsurf, and VS Code.

Which MCP Server Should You Choose?

Choose Agentkits Memory when:

• You need dedicated capabilities in the Knowledge & Memory domain.
• You prefer local stdio subprocess transport architecture.
• Your security boundary fits: No auth required (Free / Open Source).
• Primary tools included: 100% local SQLite database storage with no cloud or API keys, Hybrid search: full-text (FTS5) plus vector embeddings for semantic similarity, Automatic session tracking and context injection via hooks.

Explore Agentkits Memory Details

Choose Gingugu when:

• You need dedicated capabilities in the Knowledge & Memory domain.
• You prefer local stdio subprocess transport architecture.
• Your security boundary fits: No auth required (Free / Open Source).
• Primary tools included: Local SQLite storage with FTS5 full-text search, Hybrid retrieval combining BM25 and ONNX-based semantic embeddings, Typed memories with confidence lifecycle states (verified, inferred, stale, deprecated).

Feature & Specification Comparison

Specification	Agentkits Memory aitytech Knowledge & Memory	Gingugu gingugu Knowledge & Memory
Summary	Persistent memory for AI coding assistants with hybrid search (FTS5 + vector embeddings), session tracking, automatic context hooks, and web viewer. SQLite-based with no daemon process — works with Claude Code, Cursor, Windsurf, and any MCP client.	Persistent memory for AI coding assistants. Local SQLite, no cloud. 16 MCP tools: store, recall, search, relate, consolidate, export, and credential vault (OS keychain). Typed memories with confidence lifecycle (verified/inferred/stale/deprecated), namespaces, knowledge graph, and hybrid BM25 + semantic search via fastembed ONNX. Works with Cursor, Windsurf, Claude, and any MCP client. pip install gingugu
Category & Scope

Tools & Capabilities Breakdown

Ready-to-Paste Client Configurations

Paste either (or both) of these JSON server blocks into your client config file (e.g. claude_desktop_config.json or ~/.cursor/mcp.json).

{
  "mcpServers": {
    "aitytech-agentkits-memory": {
      "command": "npx",
      "args": [
        "-y",
        "@aitytech/agentkits-memory"
      ]
    }
  }
}

{
  "mcpServers": {
    "gingugu-gingugu": {
      "command": "uvx",
      "args": [
        "gingugu"
      ]
    }
  }
}

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