Model Context Protocol servers that extend AI capabilities
blevinstein
MCP server for Milvus vector database with semantic and full-text search capabilities
itz4blitz
MCP server for agentful pattern learning with vector database
saurabh.shekhar-chothe
SAP Test Case Search MCP Server - Search and retrieve SAP test cases from Azure AI Search vector database
blevinstein
MCP server for PostgreSQL vector database with semantic and full-text search capabilities using pgvector
qpd-v
A Model Context Protocol server for fetching and storing documentation in a vector database, enabling semantic search and retrieval to augment LLM capabilities with relevant documentation context.
...moregergelyszerovay
MCP server for semantic search with Qdrant vector database
zurafromfuture
MCP server for Recall vector database with background indexing - search and index your code repositories and documentation
...morelasertoast
A Model Context Protocol server for fetching and storing documentation in a vector database, enabling semantic search and retrieval to augment LLM capabilities with relevant documentation context.
...morenhoy
AI-Native, PostgreSQL-compatible database with vector search, HNSW indexing, and full ACID compliance. All 421 tests passing. NEW: Window Functions, CTEs, Subqueries, JOINs, GROUP BY/HAVING!
...moreandrea9293
A TypeScript MCP server for document management and semantic search with embeddings
tomoiris
CLI tools for Yu-Gi-Oh card search with local database
romiluz13
Transform any GitHub repository into searchable vector embeddings. MCP server with smart indexing, voyage-context-3 embeddings, and semantic search for Claude/Cursor IDEs.
...morechatflowdev
MCP Memory Server with Neo4j backend
adamrdrew
MCP server for persistent agent memory — hybrid BM25 + vector search backed by LanceDB with local ONNX embeddings. No API keys, fully local.
...moreomgbwa-yasse
A Laravel Eloquent-inspired ORM for Node.js with support for MySQL, PostgreSQL, and SQLite
romiluz13
FIXED: MongoDB Memory Bank MCP with bulletproof error handling, smart operations, and session state management. Eliminates [object Object] errors and user confusion.
...morebobmatnyc
Cloud-based vector MCP memory service for Claude.ai - TypeScript implementation
porast1
Universal MCP server for AI knowledge persistence with Weaviate hybrid search
sh20raj
A Model Context Protocol (MCP) server for Resend
cedricziel
Model Context Protocol (MCP) Server for Aha
gregpierce
Model Context Protocol server for Drafts app on macOS via AppleScript.
mthezi
A Model Context Protocol server
ahmedrowaihi
A Model Context Protocol (MCP) server for ClickHouse database interactions
gnana997
Complete testing & debugging toolkit for MCP (Model Context Protocol) servers