"A server for handling vector memory operations" matching MCP servers:

• Vector Memory MCP

  Xsaven

  A

  license

  -

  quality

  C

  maintenance

  A secure vector-based memory server that provides persistent semantic memory for AI assistants using sqlite-vec and sentence-transformers. It enables semantic search and organization of coding experiences, solutions, and knowledge with features like auto-cleanup and deduplication.

  Last updated 2026-02-22

  MIT

• Vector Memory MCP Server

  NeerajG03

  A

  license

  -

  quality

  D

  maintenance

  Enables AI assistants to save and recall information from files or free-form notes using natural language, acting as a long-term memory system.

  Last updated 2025-11-05

  MIT

• Vector Memory MCP Server

  aeriondyseti

  A

  license

  -

  quality

  C

  maintenance

  Provides local vector-based semantic memory storage for AI assistants to persist context and decisions across sessions using local embeddings and LanceDB. It enables private semantic search and session handoff capabilities to maintain long-term project context.

  Last updated 2026-04-01

  134

  5

  MIT

• MCP Vector Memory

  vertexhub-ai

  A

  license

  -

  quality

  -

  maintenance

  Provides AI coding agents with persistent, long-term memory through local semantic search and SQLite storage. It enables agents to save and retrieve architectural decisions or project context across different conversation sessions without requiring cloud services.

  Last updated 2026-02-19

• joplin-server-vector-memory

  adamoutler

  F

  license

  -

  quality

  A

  maintenance

  Enables AI assistants to securely search and retrieve information from a user's encrypted Joplin notebook via vector memory and MCP.

  Last updated 2026-05-19

  4

• vector-mcp

  Knuckles-Team

  A

  license

  B

  quality

  B

  maintenance

  A production-grade MCP server for integrating RAG into AI agents, supporting multiple vector databases with enterprise security and dynamic tool selection.

  Last updated 2026-06-13

  2

  13

  MIT

• Windows Operations MCP

  sandraschi

  A

  license

  B

  quality

  B

  maintenance

  Enables comprehensive Windows system management through Claude Desktop, including PowerShell/CMD execution, file operations, archive handling, Git tools, network testing, and system monitoring. Provides a complete toolkit for Windows automation and administration tasks.

  Last updated 2026-06-11

  17

  1

  MIT

• A-MEM: Agentic Memory System

  tobs-code

  F

  license

  -

  quality

  D

  maintenance

  Provides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.

  Last updated 2026-02-03

  9

• @dotlab-hq/vector-store-mcp

  dotlab-hq

  F

  license

  A

  quality

  C

  maintenance

  MCP server for OpenAI Vector Store API, managing vector stores, files, file batches, and semantic search.

  Last updated 2026-06-12

  21

• server-memory

  MK-986123

  F

  license

  A

  quality

  C

  maintenance

  A local-first MCP server for durable agent memory using SQLite and FTS5, enabling knowledge graph storage, search, and recall for AI agents.

  Last updated 2026-06-14

  20

• File Operations MCP Server

  bsmi021

  A

  license

  -

  quality

  D

  maintenance

  A Model Context Protocol server that enables enhanced file system operations including reading, writing, copying, moving files with streaming capabilities, directory management, file watching, and change tracking.

  Last updated 2025-07-11

  21

  MIT

• io.github.DiaaAj/a-mem-mcp

  DiaaAj

  A

  license

  -

  quality

  D

  maintenance

  A-MEM is a self-evolving memory system for coding agents that automatically organizes knowledge into a Zettelkasten-style graph with dynamic relationships, enabling semantic and structural search.

  Last updated 2026-01-17

  34

  MIT

• Vector Task MCP Server

  Xsaven

  A

  license

  -

  quality

  B

  maintenance

  A secure, vector-based task management server for Claude Desktop using sqlite-vec and sentence-transformers. It provides intelligent task tracking with semantic search capabilities to organize and retrieve development tasks efficiently.

  Last updated 2026-05-20

  MIT

• a-share-mcp

  shouldnotappearcalm

  A

  license

  -

  quality

  F

  maintenance

  提供A股实时行情、历史K线、财务报表、技术指标等全方位数据查询的MCP服务器，支持盘中即时更新及批量查询。

  Last updated 2026-03-18

  16

  MIT

• vector-index-mcp

  synonymouse

  A

  license

  -

  quality

  D

  maintenance

  Enables indexing and semantic search of software project files via MCP, with automatic file watching for updates.

  Last updated 2025-06-07

  MIT

• Readwise Vector DB MCP Server

  leonardsellem

  A

  license

  -

  quality

  F

  maintenance

  Turns your Readwise library into a blazing-fast semantic search engine with a streaming MCP server for LLM clients, supporting vector search, nightly syncs, and deployment on serverless platforms like Vercel.

  Last updated 2025-07-28

  24

  MIT

• files-vector-mcp-server

  928871247

  A

  license

  -

  quality

  D

  maintenance

  一个基于FastMCP协议的文件向量化服务，支持自动目录监控、多格式文件处理和高效向量搜索，帮助构建个人或团队知识库。

  Last updated 2025-09-19

  Apache 2.0

• Date Operations MCP

  dennypradipta

  A

  license

  -

  quality

  C

  maintenance

  Enables date and time operations including formatting, arithmetic, comparisons, and duration calculations using date-fns library. Provides tools for getting current time, adding/subtracting durations, finding differences between dates, and comparing dates.

  Last updated 2025-10-10

  22

  MIT

• A-Share MCP Server

  firmmaple

  A

  license

  -

  quality

  D

  maintenance

  Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.

  Last updated 2025-07-17

  25

  MIT

• a-mem-mcp-server

  saurabhmain

  -

  license

  -

  quality

  C

  maintenance

  A memory MCP server with a dual-storage system using ChromaDB and NetworkX DiGraph, enabling efficient data management and integration with IDEs like Cursor and VSCode for enhanced research and note organization.

  Last updated 2026-06-12

  1