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"An open-source vector database for similarity search and AI applications" matching MCP servers:

  • iroha for Notion

    iroha924
    A
    license
    Not graded
    quality
    A
    maintenance
    Persists Claude Code sessions to Notion as team memory, enabling queryable recall of decisions, work state, and project architecture.
    MIT

  • Semantic Search MCP

    bborbe
    A
    license
    A
    quality
    B
    maintenance
    Enables semantic search over markdown files to find related notes by meaning rather than keywords, and automatically detect duplicate content before creating new notes.
    3
    2
    BSD 2-Clause "Simplified"

  • Coach AI

    94aharris
    F
    license
    B
    quality
    D
    maintenance
    A productivity coaching assistant designed for ADHD support that provides intelligent task management, goal tracking, and personalized recommendations. It utilizes a persistent memory system to learn user patterns and preferences, helping to reduce decision paralysis through actionable suggestions.
    28
    1

  • live-mcp-for-obsidian

    gapmiss
    A
    license
    B
    quality
    C
    maintenance
    A live MCP server that connects AI assistants to a running Obsidian instance, enabling full app automation including reading notes, clicking UI elements, managing plugins, and executing JavaScript.
    43
    178
    2
    MIT

  • Scrapbox AI Assistant

    yoheitabo
    A
    license
    B
    quality
    Not graded
    maintenance
    Enables AI-powered knowledge management and creative support by connecting Scrapbox data to Claude. Supports advanced search, relationship analysis between pages, theme extraction, and literary analysis of personal knowledge bases.
    3
    2

  • AI Ops Hub

    Galiusbro
    A
    license
    B
    quality
    B
    maintenance
    An MCP server with RAG capabilities that provides AI clients secure access to local notes, documents, web pages, and task management tools for developer operational tasks. Features file operations, web scraping with content cleaning, and personal knowledge corpus search functionality.
    7
    MIT

  • Obsidian Vault Search for

    kpetrovsky
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables Claude to search and analyze Obsidian vault content using ripgrep with support for wiki links, backlinks, frontmatter properties, orphaned notes, and intelligent context detection showing which heading or property contains each match.
    7
    MIT

  • obsidian-mcp-search

    KORThomasJeong
    A
    license
    Not graded
    quality
    B
    maintenance
    Self-hosted MCP server that provides embedding-powered semantic search with graph context over Obsidian vaults, supporting multiple vaults, local embeddings, and a web dashboard.
    MIT

  • ai-brain-mcp

    HenryCordes
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that exposes an Obsidian-style markdown vault as agent-readable memory. It provides tools for search, read, graph, and guarded capture without using embeddings.
    MIT

  • wiki-search-mcp

    jin7942
    A
    license
    Not graded
    quality
    A
    maintenance
    A zero-config personal knowledge management MCP server that enables Claude Desktop to automatically classify, search, and organize local Markdown notes using hybrid search and Graph RAG.
    4
    MIT

  • ai-memory-mcp

    chen789654
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to retain memory across sessions by storing conversations locally in Markdown files, allowing personalization and continuity without external servers.
    MIT

  • ai-journal

    solentlabs
    A
    license
    Not graded
    quality
    B
    maintenance
    A local MCP server for journaling, organizing, and recalling your work. It captures entries as plain markdown files, indexes them for full-text and structured search, and enables querying via natural language.
    1
    MIT

  • obsidian-ai-curator

    nwant
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that gives Claude AI direct access to your Obsidian vault, enabling natural language search, note creation, file management, and automated workflows.
    2,472
    9
    MIT