Akb vs Gingugu

Side-by-side comparison of two Model Context Protocol servers — install paths, tools, quality signals, and directory engagement so you can pick the right one for Claude, Cursor, and other MCP clients.

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Akb
dnotitia
🧠 Knowledge & Memory
Gingugu
gingugu
🧠 Knowledge & Memory
SummaryOrganizational knowledge base for AI agents. Vault-scoped Markdown docs, structured PostgreSQL tables, and files unified by a URI graph. Hybrid semantic + BM25 search, Git-backed version history, multi-tenant ACL with public-share links. Works with Claude Code, Cursor, Windsurf via npx akb-mcp.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
Quality signal28/100 (Emerging)25/100 (Emerging)
Install pathRemote · highpip · high
Engagement 0 0 0 74 0 0 0 4
ToolsNot listed yetNot listed yet
Verified / officialNoNo
Open listingView AkbView Gingugu
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