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Smart Connections MCP Server

by bookbran

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    • A
      license
      Not graded
      quality
      B
      maintenance
      Enables semantic search and knowledge graph exploration of Obsidian vaults using Smart Connections embeddings. Provides intelligent note discovery, similarity search, and connection mapping through natural language queries.
      67 npm
      58
      MIT
    • A
      license
      Not graded
      quality
      C
      maintenance
      Enables semantic recommendation for Obsidian vaults, allowing users to find related notes, forgotten knowledge, and missing connections through embedding similarity and wiki-link graph analysis.
      2
      MIT
    • A
      license
      Not graded
      quality
      B
      maintenance
      Enables semantic search and retrieval over an Obsidian vault using local or API-based embeddings, allowing AI assistants to find notes by meaning, get related content, and pull context during conversations.
      16
      MIT
    • F
      license
      Not graded
      quality
      D
      maintenance
      Enables Claude to perform semantic search across your Obsidian vault using Smart Connections vector database. Provides meaning-based search, related note discovery, and context retrieval for RAG queries instead of basic keyword matching.
      11
      -
    • A
      license
      Not graded
      quality
      C
      maintenance
      Finds missing links between notes in an Obsidian vault by analyzing embeddings locally. Exposes tools to suggest missing links across the vault or for a specific note.
      3
      MIT

    TDQS

    A3.9/5.0

    Scored across 10 tools

    Disambiguation4/5

    Most tools are clearly distinct by resource and action, but get_similar_notes, search_notes, and get_embedding_neighbors all touch semantic retrieval and could cause misselection. The descriptions do a good job separating note-based, query-based, and vector-based retrieval, so only one or two tools are genuinely confusable.

    Naming Consistency5/5

    Every tool follows a consistent snake_case verb_noun pattern: get_* for retrieval, search_notes for querying, resolve_link for resolution, and check_* for diagnostics. The naming is predictable and makes the toolset easy to navigate.

    Tool Count5/5

    Ten tools is well-scoped for a read-only vault intelligence server. Each tool earns its place by covering a distinct retrieval, linking, analysis, or health-check function without unnecessary duplication.

    Completeness4/5

    The toolset covers the core domain well: semantic search, similar notes, backlinks, connection graphs, note content, wikilink resolution, and retrieval health. Minor gaps exist around explicit vault browsing/list-all-notes or index rebuilding, but agents can complete normal workflows without dead ends.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues