Qdrant
Implement semantic memory layer on top of the Qdrant vector search engine
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MCP Alchemy
A MCP (model context protocol) server that gives the LLM access to and knowledge about relational databases like SQLite, Postgresql, MySQL & MariaDB, Oracle…
Neo4j
Neo4j graph database server (schema + read/write-cypher) and separate graph database backed memory
Apache Doris
MCP Server For [Apache Doris](https://doris.apache.org/), an MPP-based real-time data warehouse.
AWS MCP
Interact with your AWS environment using natural language to query and manage resources. Requires local AWS credentials.
mcp_mysql_server
Model Context Protocol (MCP) server that supports secure interaction with MySQL databases and has anomaly analysis capabilities.更加牛逼！更加好用！不仅止于mysql的增删改查功能；…
Milvus
Search, Query and interact with data in your Milvus Vector Database.
E2B (Python)
Run code in secure sandboxes hosted by [E2B](https://e2b.dev)
Meilisearch
Interact & query with Meilisearch (Full-text & semantic search API)
1Panel
Enables server administrators to manage websites, databases, SSL certificates, and applications through 1Panel's server management capabilities without…
Self-Hosted Supabase MCP Server
Interact with self-hosted Supabase instances for database introspection, management, and interaction.
AWS MCP Server
An MCP server for AWS operations, supporting S3 and DynamoDB services. Requires AWS credentials.
Mem0 (Long-Term Memory)
Provides persistent long-term memory capabilities through semantic indexing, retrieval, and search functions with support for multiple LLM providers and…
OceanBase
MCP Server for OceanBase database and its tools
Federal Reserve Economic Data MCP Server
Access financial datasets from the Federal Reserve Economic Data (FRED) API.
DroidMind
Enables control and interaction with Android devices through secure tools for device management, app installation, UI automation, file operations, and system…
Unofficial ChEMBL MCP Server
Access the ChEMBL chemical database for drug discovery, chemical informatics, and bioactivity research using specialized tools via its REST API.
MongoDB Lens
Integrates with MongoDB databases to enable browsing collections, executing queries, running aggregation pipelines, analyzing schemas, and optimizing…
GeoServer MCP Server
Connects Large Language Models to the GeoServer REST API, enabling AI assistants to interact with geospatial data and services.
NocoDB
Manage NocoDB server, support read and write databases
LanceDB
Integrates with LanceDB to enable natural language querying, insertion, and management of vector data for efficient similarity search and semantic analysis.
Appwrite MCP server
Interact with the Appwrite API to manage databases, users, storage, and more. Requires configuration via environment variables.
GraphRAG MCP Server
Query a hybrid graph (Neo4j) and vector (Qdrant) database for powerful semantic and graph-based document retrieval.
Easy AutoCAD
Enables programmatic interaction with AutoCAD by providing a Python-based server that supports database management and task automation through libraries like…