Vector search

# Vector search

A
Agi MCP Server
AGI MCP Server is a model context protocol server that provides persistent memory capabilities for AI systems, supporting multiple memory types and advanced memory management functions, and achieving continuous consciousness across conversations.
JavaScript
7.7K
2.5 points
M
MCP Qdrant Docs
An MCP server based on TypeScript that can crawl website content and store it in the Qdrant vector database, providing a Q&A tool for users to query the indexed content.
TypeScript
7.7K
2 points
Q
Qdrant With OpenAI Embeddings
A semantic search service based on the Qdrant vector database and OpenAI embeddings
Python
5.6K
2.5 points
M
MCP Jvb
The MCP server is a multi - functional backend service platform that supports file management, database operations, API integration, and vector search. It provides a Docker deployment solution and examples of integration with Tongyi Qianwen.
Python
8.3K
2.5 points
M
Meilisearch MCP Server
An implementation of the Meilisearch MCP server that provides a standardized interface for AI assistants to interact with Meilisearch
TypeScript
8.9K
2.5 points
C
Chat Analysis
The MCP Chat Analysis Server is a service based on the Model Context Protocol (MCP), providing semantic analysis functions for chat conversations, including vector embedding search, knowledge graph construction, and conversation pattern analysis.
Python
7.2K
2.5 points
S
Search MCP Server
A powerful MCP server that provides web search and similar content lookup functions, designed specifically for Claude Desktop.
Python
5.2K
2.5 points
M
MCP Godot Rag
This is an MCP server project that provides documentation support for the Godot RAG model, including functions such as document download, format conversion, chunk processing, and vector database construction
Python
9.1K
2.5 points
M
MCP Memory
MCP Memory is a memory storage service built on Cloudflare Workers, providing cross - conversation memory functions for MCP clients and using vector search technology to achieve semantic - related memory retrieval.
TypeScript
7.8K
2.5 points
A
Alibaba Cloud Lindorm
This project is an example of an MCP server created for the Alibaba Cloud Lindorm multi - model NoSQL database, providing functions such as vector search, full - text retrieval, and SQL operations.
Python
8.0K
2.5 points
L
Lancedb Vector Search
Node.js vector search implementation based on LanceDB and Ollama
JavaScript
8.6K
2 points
Q
Qdrant Server Devcontainer For Rag MCP
This project provides a Qdrant - based development container environment for file embedding and vector similarity search, supporting automatic indexing and retrieval of text, Markdown, and PDF files.
Python
8.8K
2 points
M
MCP Brain Server
Brain Server is a knowledge embedding and vector search service based on the MCP protocol, providing high-quality text vectorization, semantic search, and knowledge management functions, supporting multiple embedding models and Docker deployment.
TypeScript
8.1K
2 points
P
Pinecone MCP
The Pinecone Developer MCP Server is a service based on the Model Context Protocol standard, aiming to connect AI tools with Pinecone projects, providing functions such as document search, index configuration, code generation, and data operation.
TypeScript
6.0K
2.5 points

Featured MCP Services

G
Gitlab MCP Server
Certified
The GitLab MCP server is a project based on the Model Context Protocol that provides a comprehensive toolset for interacting with GitLab accounts, including code review, merge request management, CI/CD configuration, and other functions.
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4.3 points
N
Notion Api MCP
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A Python-based MCP Server that provides advanced to-do list management and content organization functions through the Notion API, enabling seamless integration between AI models and Notion.
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D
Duckduckgo MCP Server
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The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
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M
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Markdownify is a multi-functional file conversion service that supports converting multiple formats such as PDFs, images, audio, and web page content into Markdown format.
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U
Unity
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UnityMCP is a Unity editor plugin that implements the Model Context Protocol (MCP), providing seamless integration between Unity and AI assistants, including real - time state monitoring, remote command execution, and log functions.
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5 points
F
Figma Context MCP
Framelink Figma MCP Server is a server that provides access to Figma design data for AI programming tools (such as Cursor). By simplifying the Figma API response, it helps AI more accurately achieve one - click conversion from design to code.
TypeScript
44.5K
4.5 points
M
Minimax MCP Server
The MiniMax Model Context Protocol (MCP) is an official server that supports interaction with powerful text-to-speech, video/image generation APIs, and is suitable for various client tools such as Claude Desktop and Cursor.
Python
30.3K
4.8 points
C
Context7
Context7 MCP is a service that provides real-time, version-specific documentation and code examples for AI programming assistants. It is directly integrated into prompts through the Model Context Protocol to solve the problem of LLMs using outdated information.
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62.9K
4.7 points
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