"How to work with a vector database" matching MCP servers:

• md-to-pdf-with-mermaid-mcp

  polarnego

  F

  license

  A

  quality

  C

  maintenance

  An MCP server that converts Markdown files containing Mermaid diagrams into PDF documents by rendering diagrams as SVG images. It provides a specialized tool to automate document conversion while ensuring all visual charts are correctly embedded in the final output.

  Last updated 2025-08-27

  1

• How-To-Cook

  xiaobenyang-com

  A

  license

  B

  quality

  C

  maintenance

  An AI recipe recommendation server based on the MCP protocol, providing functions such as recipe query, classification filtering, intelligent dietary planning, and daily menu recommendation.

  Last updated 2026-01-09

  5

  1

  Apache 2.0

• MCP Database Server

  JuanYin1

  A

  license

  -

  quality

  C

  maintenance

  Provides Claude with direct access to databases including SQLite, SQL Server, PostgreSQL, and MySQL, enabling execution of SQL queries and table management through natural language.

  Last updated 2025-07-16

  919

  1

  MIT

• Work Memory MCP Server

  moontmsai

  A

  license

  -

  quality

  C

  maintenance

  Manages persistent work memories and context across AI tools, enabling structured storage, search, and retrieval of work content, tasks, and knowledge with session-based project organization.

  Last updated 2025-07-07

  14

  MIT

• Work Note MCP Server

  Whale0928

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  license

  -

  quality

  -

  maintenance

  Enables automatic creation and management of weekly work reports in Korean through structured templates. Organizes work tasks and issues with automatic file management, backup/rollback, and 100% template compliance through JSON Schema validation.

  Last updated 2025-09-01

• Daily Work MCP Server

  hsgui

  F

  license

  -

  quality

  C

  maintenance

  Enables recording, querying, and summarizing daily work entries with tags using a local SQLite database. Supports work logging, search, timeline queries, tag management, and automated reminders for tracking daily tasks.

  Last updated 2025-11-27

• Docs Vector MCP

  MeteorGeminy

  F

  license

  -

  quality

  C

  maintenance

  Enables AI agents to semantically search GitHub repository documentation by automatically fetching, vectorizing, and indexing content into an Upstash Vector database. It provides a standard MCP interface for agents to retrieve relevant documentation snippets through natural language queries.

  Last updated 2026-03-30
• 

  Baidu Vector Database MCPofficial

  baidu

  A

  license

  B

  quality

  C

  maintenance

  A server that provides access to Baidu Cloud Vector Database functionality through the Model Context Protocol, enabling LLM applications to perform vector searches and database operations via natural language.

  Last updated 2025-05-08

  14

  2

  Apache 2.0

• MCP Work History Server

  nocoo

  A

  license

  B

  quality

  F

  maintenance

  A Model Context Protocol server that enables AI tools to automatically log their activities with detailed metrics like timestamps, token usage, and costs into daily markdown worklog files.

  Last updated 2026-04-08

  1

  3

  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

  107

  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

• Vector Memory MCP Server

  NeerajG03

  A

  license

  -

  quality

  C

  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 Task MCP Server

  Xsaven

  A

  license

  -

  quality

  C

  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

• Database MCP

  thekaranpargaie

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  license

  -

  quality

  C

  maintenance

  Provides a natural language interface for querying and managing PostgreSQL, MySQL, MariaDB, MSSQL, and SQLite databases using the Model Context Protocol. Users can explore database schemas and visualize query results through an integrated web dashboard.

  Last updated 2026-01-21

  16

  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

• 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

• With-MCP

  janwilmake

  A

  license

  -

  quality

  C

  maintenance

  Middleware that converts a serverless handler with OpenAPI spec into an MCP endpoint following stateless MCP principles.

  Last updated 2025-10-26

  5

  34

  MIT

• database-mcp

  hargurjeet

  F

  license

  -

  quality

  C

  maintenance

  Automatically discovers database schema, performs data quality checks on tables and columns, and generates natural-language root cause analysis reports using Ollama LLM.

  Last updated 2026-05-16

• claude-database-tools

  Cyronius

  A

  license

  A

  quality

  C

  maintenance

  A SQL Server CLI and MCP server for Claude Code that supports standard SQL Server authentication for database interaction and management. It enables users to perform schema exploration, execute queries, and manage data records with built-in SQL injection prevention.

  Last updated 2025-12-14

  12

  5

  MIT

• mcp-database-server

  fireproof-storage

  F

  license

  B

  quality

  C

  maintenance

  Fireproof ledger database with multi-user sync

  Last updated 2024-12-19

  4

  8

  32