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.
Yourmemory
Persistent memory for AI agents with Ebbinghaus forgetting curve decay, hybrid BM25 + vector + knowledge graph retrieval, temporal reasoning, and a local…
CISA M365 MCP Server
Integrates with Microsoft Graph API to enforce CISA Directive 25-01 security controls for Microsoft 365, enabling automated policy management and compliance…
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.
Elasticsearch Knowledge Graph
Elasticsearch-based knowledge graph that tracks access patterns to prioritize recent, important, and frequently accessed information with advanced search…
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…
mcp-memory-graph
Persistent memory for AI agents using a semantic knowledge graph. Store, retrieve, and connect memories with semantic search — so your AI remembers context…
CKG-NVIDIA- AI - Nvidia Developer Stack As A Compressed Knowledge Graph - 20 Domains, 998 Nodes, Agents Traverse Type Dependency Graphs
NVIDIA AI developer stack as a Compressed Knowledge Graph (CKG) — 20 domains, 998 nodes, every prerequisite chain declared as typed edges. Agents traverse…
Local Rag
Semantic code search for AI agents — hybrid vector + BM25 with cross-encoder reranking, AST-aware chunking for 14 languages, conversation memory, code…
EU AI Act Compliance Chatbot
An MCP server to answer questions on the original EU AI Act
Neo4j Knowledge Graph Memory
Provides a Neo4j-powered knowledge graph storage solution for maintaining complex relationships between data points with persistent memory across conversations…
TokenKnows — distill AI coding sessions into weekly reports, ADRs and a knowledge graph
Distill AI coding sessions (Claude Code / Codex / Cursor) into weekly reports, ADRs, incident reviews and a knowledge graph — local-first, evidence-linked.
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
A knowledge graph-driven persistent memory layer for coding agents and LLM workflows.
Knowledge Graph Memory Server
A knowledge graph server that provides persistent, multi-context memory for AI models.
Knowledge Graph Memory Server
Enables persistent memory for Claude using a local knowledge graph of entities, relations, and observations.
Mcp Agentbay
# Wuying AgentBay MCP Server English | [中文](README_zh.md) [](https://opensource.org/licenses…
Mesh Agent MCP Server
# Mesh Agent MCP Server  A Model Context Protocol (MCP) server that…