Mem0 (Long-Term Memory)
Provides persistent long-term memory capabilities through semantic indexing, retrieval, and search functions with support for multiple LLM providers and…
Directory
Search MCP Servers
Roam Research MCP Server
Integrates with Roam Research to enable searching, creating, and manipulating graph content for automated note-taking and intelligent information retrieval.
Chroma
Integrates with Chroma vector database to enable collection management, document operations, and vector search capabilities for knowledge bases and…
Chess.com MCP Server
A Model Context Protocol server for Chess.com's Published Data API. This provides access to Chess.com player data, game records, and other public information…
Simple PubMed
Access PubMed's medical research database via the Entrez API for biomedical literature search and analysis.
QDrant Loader
Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic…
Elasticsearch
Enables natural language interaction with Elasticsearch databases for search functionality and index management without requiring complex query syntax or API…
Qdrant Knowledge Graph
Integrates a knowledge graph with semantic search capabilities, enabling efficient storage, retrieval, and querying of structured information for context-aware…
MongoDB
Enables querying and analyzing MongoDB databases with read-only access, providing operations for exploration, schema inference, querying, aggregation, text…
QDrant RagDocs
Integrates Retrieval-Augmented Generation using Qdrant vector database and embeddings to enable semantic search and management of documentation.
Elasticsearch 7.x
Integrates with Elasticsearch 7.x, providing efficient data management and search capabilities for projects requiring robust analytics within the ecosystem.
Neo4j Knowledge Graph Memory
Provides a Neo4j-powered knowledge graph storage solution for maintaining complex relationships between data points with persistent memory across conversations…
PubChem MCP Server
Search and access chemical compound information from the PubChem database.
Memory Custom
Provides a knowledge graph-based memory system for creating, managing, and querying structured information with features like custom file paths, timestamping…
World ID and MiniApps Documentation
Provides AI access to World ID and MiniApps documentation through vector search capabilities, enabling developers to retrieve relevant technical information…
Serper (Google Search)
Enables AI to perform Google searches via the Serper API with support for location, language, and time period filters.
FoodData Central
Provides access to the USDA's FoodData Central database for searching foods and retrieving detailed nutritional information to support meal planning and…
Shodan
Provides secure access to Shodan's database of internet-connected devices through host lookups, search functionality, and vulnerability information retrieval…
OpenSearch MCP <> LLM Integration Guide
Step by step guide for integrating LLMs with OpenSearch MCP servers
Supabase Memory Service
A memory service using Supabase PostgreSQL with pgvector for semantic search and knowledge graph storage.
MCP MariaDB Server
Manage and query MariaDB databases using the Model Context Protocol (MCP), with support for SQL and vector search.
Document Extractor MCP Server
Extracts document content from Microsoft Learn and GitHub URLs and stores it in PocketBase for retrieval and search.
MySQL MCP Server
Provides AI agents with direct access to query, search, and analyze MySQL databases.
Cortex
Ontology driven knowledge system with formal OWL-RL reasoning, SPARQL graph + SQLite dual store, and self-improving memory tiers. 22 MCP tools for capture…