memory-v2
Brain-inspired persistent memory MCP server with hybrid BM25+vector search, ACT-R activation scoring, FadeMem decay, and knowledge graphs — 17 tools, fully…
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KuzuMem-MCP
A distributed memory bank MCP tool that stores memories in a KùzuDB graph database, with repository and branch filtering capabilities.
DROMA MCP Server
A Model Context Protocol (MCP) server for DROMA (Drug Response Omics association MAp) - enabling natural language interactions with drug-omics association…
MCP Memory Server - Python Implementation
A Python implementation of the MCP memory server for knowledge graph storage and retrieval, using JSONL files for persistence.
MCP Memory libSQL
A persistent memory system for MCP using libSQL, providing vector search and efficient knowledge storage.
Grantai
Fast, sub millisecond, local on device long term memory for LLMs, Coding Tools and AI Agents. Recall exact details from yesterday of five years ago. Install in…
Knowledge Graph Memory Server
A knowledge graph server that provides persistent, multi-context memory for AI models.
claude-memory-fts
Long-term memory mcp server with sqlite fts5 full-text search, bm25 ranking, and access tracking. zero config via npx.com
MCP Memory Toolkit
Provides persistent memory for Claude using ChromaDB for semantic search and storage.
Qdrant
Implement semantic memory layer on top of the Qdrant vector search engine
MemoryMesh
This project is based on the Knowledge Graph Memory Server from the MCP servers repository and retains its core functionality.
Cursor10x
The Cursor10x MCP is a persistent multi-dimensional memory system for Cursor that enhances AI assistants with conversation context, project history, and code…
MCP Notes
Integrates note-taking capabilities with AI models using TypeScript and DynamoDB for persistent memory and context management in applications.
Redis
Integrates with Redis databases to enable fast, in-memory key-value operations for caching, session management, and real-time data processing.
Chroma MCP Server
An MCP server for the Chroma embedding database, providing persistent, searchable working memory for AI-assisted development with features like automated…
Mcp Server Redis
MCP server to interact with Redis Server, AWS Memory DB, etc for caching or other use-cases where in-memory and key-value based storage is appropriate
JavaScript Sandbox
Provides a secure JavaScript sandbox for executing code with configurable time and memory limits, enabling safe testing and evaluation of algorithms.
Engram Rs
Hierarchical memory for AI agents. Three-layer (buffer/working/core) with automatic decay, promotion, and semantic search.
Pocketbase
# pocketbase-mcp [](LICENSE) [
Zero-Vector MCP
A high-performance vector database server for AI persona memory management.
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…
Amnesic
Persistent semantic memory for SQL databases (Postgres, MySQL, MSSQL, SQLite). Annotate once, remember forever.
Hypabase
Hypergraph database for AI agents. Store n-ary relationships (edges connecting 2+ nodes), track provenance (source and confidence), and query paths — all…
CPersona
Persistent AI memory server with 3-layer hybrid search, confidence scoring, and 16 tools. Zero LLM dependency.