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MCP servers tagged vector-embeddings

11 live MCP servers tagged "vector-embeddings", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with vector-embeddings.

11
live servers
34
avg trust
1
most stars
1

Sieveon Memory MCP

tobs-code

A workload-adaptive agent memory system combining event logs, knowledge graphs, and vector embeddings

★ 1
34
2

Neo4j Knowledge Graph

henrychong-ai

Neo4j knowledge graph MCP server with temporal versioning, semantic search, and vector embeddings for Claude AI

★ 1updated 7 days ago
34
3

Qdrant Neo4j Crawl4ai MCP

MCP server combining Qdrant vector search, Neo4j knowledge graphs, and Crawl4AI web intelligence with agentic RAG capabilities. FastMCP 2.0 architecture with enterprise security,…

34
4

Codebase Search MCP

RAG/VECTOR -A bit better because local. A Model Context Protocol (MCP) server for efficient local codebase searching and indexing.

34
5

Research Assistant For Insurance Policy Design Tech

A multi-agent NLP system that analyzes, summarizes, and compares insurance policy documents. It enables intelligent document understanding, semantic search, and comparative analys…

34
6

Solarys Fraud Detection Demo

Multi-agent fraud detection demo using Claude + Gemini over MCP and A2A protocols

34
7

MLB Draft Oracle AWS

Autonomous AI fantasy baseball draft simulator. Two GPT-4o-mini agent teams research real MLB stats, query RAG-powered draft memory (S3 vector store), and make strategic picks via…

34
8

Agentic System Projects

A compendium of agentic applications for different business needs and application.

34
9

Leowiki

IxI-Enki

🎓 ⊰ Diploma Thesis ⊱ : 🧰 MCP Server for Semantic Search within HTL Leonding's DokuWiki ("LeoWiki") – Serving content via Role-Based Access Control (RBAC) (Teacher/Student/Admin) a…

34
10

REEL FINDER

mathewpius19

Full-stack movie discovery and recommendation system with LLM tool calling, semantic search, and interaction-based personalization.

34
11

Metacortex

No description published.

30
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