"Weather Information Search" matching MCP servers:

• mcp-qdrant-embedding-search

  plixplox

  A

  license

  -

  quality

  D

  maintenance

  MCP server that searches documents in Qdrant using embeddings from LMStudio. Takes a text query, converts it to a vector via LMStudio's OpenAI-compatible API, and performs semantic search in Qdrant.

  Last updated 2026-03-22

  4

  ISC

• Hugging Face Hub Semantic

  davanstrien

  A

  license

  -

  quality

  D

  maintenance

  An unofficial MCP server that provides semantic search capabilities for Hugging Face models and datasets, enabling Claude and other MCP-compatible clients to search, discover, and explore the Hugging Face ecosystem using natural language queries.

  Last updated 2025-06-09

  20

  MIT

• MCP Qdrant Semantic Search

  muhammedehab35

  A

  license

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  quality

  D

  maintenance

  Enables Claude to store and retrieve information with semantic search using Qdrant vector database, providing persistent memory for conversations, code, and documentation.

  Last updated 2026-01-18

  9

  MIT

• Elasticsearch Semantic Search

  jedrazb

  F

  license

  -

  quality

  D

  maintenance

  A Python MCP server that enables semantic search through Search Labs blog posts indexed in Elasticsearch, allowing Claude to intelligently retrieve relevant information from the blog content.

  Last updated 2025-03-11

  3

• MTA:SA Documentation MCP

  Luminaire1337

  A

  license

  A

  quality

  C

  maintenance

  An MCP server that provides AI assistants with access to Multi Theft Auto: San Andreas function documentation through vector similarity search and smart keyword expansion. It enables efficient information retrieval with features like deprecation warnings and SQLite caching for technical documentation.

  Last updated 2026-04-13

  11

  86

  6

  GPL 3.0

• R2R FastMCP Server

  evgenygurin

  F

  license

  A

  quality

  D

  maintenance

  Integrates R2R (Retrieval-Augmented Generation) with Claude Desktop, enabling semantic search across knowledge bases and RAG-based question answering with support for vector, graph, web, and document search.

  Last updated 2025-11-27

  2

• Memento

  iAchilles

  A

  license

  A

  quality

  C

  maintenance

  A local, fully-offline MCP memory server that enables persistent storage and retrieval of information using SQLite with both keyword and semantic vector search capabilities.

  Last updated 2026-06-12

  10

  38

  13

  MIT

• Memory Box MCP Server

  amotivv

  A

  license

  A

  quality

  C

  maintenance

  Cline MCP integration that allows users to save, search, and format memories with semantic understanding, providing tools to store and retrieve information using vector embeddings for meaning-based search.

  Last updated 2025-09-22

  12

  9

  MIT

• Gemini RAG MCP Server

  masseater

  A

  license

  A

  quality

  C

  maintenance

  Enables creation and querying of knowledge bases using Google's Gemini API File Search feature, allowing AI applications to upload documents and retrieve information through RAG (Retrieval-Augmented Generation).

  Last updated 2026-02-02

  3

  2

  6

  MIT

• Enterprise Code Search MCP

  damian-pramparo

  A

  license

  A

  quality

  D

  maintenance

  Enables semantic code search across local projects and Git repositories using AI embeddings with ChromaDB. Supports both OpenAI and local Ollama models for private, enterprise-ready code analysis and similar code discovery.

  Last updated 2025-09-17

  4

  4

  MIT

• MCP Power - Knowledge Search

  wspotter

  A

  license

  B

  quality

  -

  maintenance

  Enables semantic search across multiple knowledge datasets using FAISS vector embeddings, allowing natural language queries to find relevant documents with fast retrieval.

  Last updated 2025-11-30

  2

  1

• MCP Embedding Storage Server

  ricleedo

  F

  license

  C

  quality

  D

  maintenance

  Enables storing and retrieving information using vector embeddings with semantic search capabilities. Integrates with the AI Embeddings API to automatically generate embeddings for content and perform similarity-based searches through natural language queries.

  Last updated 2025-10-02

  2

• MCP Memory

  jonaheaton

  A

  license

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  quality

  C

  maintenance

  Enables MCP clients to remember user information, preferences, and behaviors across conversations using vector search technology. Built on Cloudflare infrastructure with persistent storage and semantic similarity matching.

  Last updated 2025-10-25

  14

  MIT

• MCP Server for Qdrant

  Jimmy974

  A

  license

  -

  quality

  D

  maintenance

  A Machine Control Protocol (MCP) server that enables storing and retrieving information from a Qdrant vector database with semantic search capabilities.

  Last updated 2025-03-18

  Apache 2.0

• Plesk Extensions Guide MCP

  barateza

  A

  license

  -

  quality

  -

  maintenance

  Provides semantic search capabilities over the Plesk Extensions Guide documentation using Retrieval-Augmented Generation (RAG) and vector embeddings. It enables AI assistants to retrieve relevant technical information and answer natural language queries regarding Plesk extension development.

  Last updated 2026-02-11

• skill-search

  sowhan

  A

  license

  -

  quality

  A

  maintenance

  Semantic, on-demand skill retrieval for Claude Code that saves tokens and improves skill discovery by replacing the native skill listing with vector embedding search.

  Last updated 2026-06-18

  8

  MIT

• MCP Memory

  aiwithbenefits

  A

  license

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  quality

  D

  maintenance

  An MCP server that gives AI assistants the ability to remember user information (preferences, behaviors) across conversations using vector search technology.

  Last updated 2025-07-01

  14

  MIT

• MCP Memory

  julianorck

  A

  license

  -

  quality

  C

  maintenance

  Enables AI assistants to remember user information and preferences across conversations using vector search technology. Built on Cloudflare infrastructure with isolated user namespaces for secure, persistent memory storage.

  Last updated 2025-11-21

  14

  MIT

• RAG Context MCP Server

  notbnull

  A

  license

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  quality

  D

  maintenance

  A lightweight server that provides persistent memory and context management for AI assistants using local vector storage and database, enabling efficient storage and retrieval of contextual information through semantic search and indexed retrieval.

  Last updated 2025-06-04

  2

  MIT

• mcp-server-qdrant

  vaporif

  A

  license

  -

  quality

  C

  maintenance

  MCP server for Qdrant vector database with local BERT embeddings. Enables semantic search and vector storage operations through natural language.

  Last updated 2026-06-04

  MIT