Optimized Memory
Integrates with SQLite to provide a persistent knowledge graph for efficient memory management and relationship modeling across conversations.
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MemoryMesh
This project is based on the Knowledge Graph Memory Server from the MCP servers repository and retains its core functionality.
Dgraph
Connects language models to Dgraph graph databases, enabling DQL queries, mutations, and schema management for seamless database interactions without context…
mcp-knowledge-graph
An improved implementation of persistent memory using a local knowledge graph with a customizable --memory-path. This lets Claude remember information about…
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…
Yantrikdb
Cognitive memory for AI agents — persistent semantic memory with knowledge graph and adaptive recall
Knowledge Graph Memory Server
Enables persistent memory for Claude using a knowledge graph stored in local JSON files.
Knowledge Graph Memory Server
Enables memory for Claude using a knowledge graph with fuzzy semantic search and persistent storage.
Knowledge Graph Memory Server
A knowledge graph server that provides persistent, multi-context memory for AI models.
Opensearch Mcp Server Py
 - [OpenSearch MCP…
Epitome Personal Portable AI Memory Vault
Epitome gives every AI agent shared, persistent memory of you. It stores memories, facts, and preferences in a personal knowledge graph, so any AI tool you use…
Hypabase
Hypergraph database for AI agents. Store n-ary relationships (edges connecting 2+ nodes), track provenance (source and confidence), and query paths — all…
KnowledgeGraph MCP Server
MCP server for enabling persistent knowledge storage for Claude through a knowledge graph with multiple storage backends and fuzzy search
KuzuMem-MCP
A distributed memory bank MCP tool that stores memories in a KùzuDB graph database, with repository and branch filtering capabilities.
Universal Source Management System
A flexible system for managing various types of sources (papers, books, webpages, etc.) and integrating them with knowledge graphs.
🤖 Data Agents Platform
Data Agents are intelligent assistants built by data engineers to help non-data professionals navigate the organization’s data infrastructu
CoreModels MCP Server
Manage graph-based data models, schemas, and ontologies with CoreModels. 16 MCP tools for visual data modeling with full JSON Schema support.
MCP Memory Server - Python Implementation
A Python implementation of the MCP memory server for knowledge graph storage and retrieval, using JSONL files for persistence.
Kremis
Deterministic knowledge graph MCP server. Single binary, no LLM in the loop.
PDBe MCP Servers
PDBe MCP Servers (Official) from the PDBe team integrate Protein Data Bank Europe resources with LLMs via Model Context Protocol. Provides seamless access to…