Directory

Search MCP Servers

Explore 23,068 servers by name, category, or capability

Showing 1–24 of 787 for MCP Agent Graph (MAG)

Neo4j

Provides natural language interfaces to Neo4j graph databases for executing Cypher queries, storing knowledge graph data, and building persistent memory…

Outlook Email Processor

Integrates with Outlook to provide email processing, semantic search, and metadata storage capabilities using MongoDB and SQLite, enabling advanced analysis…

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…

RDF Explorer

Enables conversational exploration and analysis of RDF Knowledge Graphs through SPARQL queries, full-text search, and visualization tools in both local file…

Knowledge Graph Memory

Provides a knowledge graph management system for storing, retrieving, and querying information to build and maintain long-term memory across conversations.

Qdrant Knowledge Graph

Integrates a knowledge graph with semantic search capabilities, enabling efficient storage, retrieval, and querying of structured information for context-aware…

Optimized Memory

Integrates with SQLite to provide a persistent knowledge graph for efficient memory management and relationship modeling across conversations.

DuckDB Knowledge Graph Memory

Provides a pluggable knowledge graph memory server for flexible storage and retrieval within compatible systems, offering enhanced customization through…

Code Analysis

Integrates code analysis using a Neo4j graph database to enable structural insights, quality metrics, and natural language querying of codebases.

Memory Custom

Provides a knowledge graph-based memory system for creating, managing, and querying structured information with features like custom file paths, timestamping…

Memory PouchDB

Provides a knowledge graph-based memory system using PouchDB for storing and retrieving entity relationships and observations, enabling persistent…

Neo4j Knowledge Graph Memory

Provides a Neo4j-powered knowledge graph storage solution for maintaining complex relationships between data points with persistent memory across conversations…

Agent Memory

MCP server that exposes agent-memory-daemon to any MCP-compatible client — Kiro (CLI & IDE), Claude Desktop, Cursor, and others. The daemon does the thinking…

Microsoft 365

📇 ☁️ - MCP server that connects to the whole Microsoft 365 suite (Microsoft Office, Outlook, Excel) using Graph API (including mail, files, calendar)

MCP Sharepoint (aisuru)

A Model Context Protocol (MCP) server that exposes core Microsoft SharePoint / Microsoft Graph API functionalities as tools usable by LLM agents (e.g. Claude…

ArangoDB

Integrates ArangoDB databases into workflows, enabling dynamic querying and analysis of document-oriented and graph data via AQL and document retrieval.

Recon

Recon indexes your codebase into a knowledge graph and exposes it via 14 MCP tools. AI agents get dependency mapping, blast radius analysis, safe multi-file…

SharePoint

Integrates with SharePoint through Microsoft Graph API to enable direct access, search, and analysis of organizational documents, folders, and sites without…

BlueSky

Integrates with BlueSky's API to retrieve user profiles and social graph data, enabling user analysis, network visualization, and content discovery.

CodeGraph

Cross-language code graph extraction and visualization — symbols, call graphs, and cross-repo relationships across 34+ languages with incremental caching and…