Memorybear
Memorybear is an MCP server on MCP.so β view details, tools, and install instructions.
Basic Memory
Basic Memory is a Model Context Protocol server designed to extend AI agent capabilities. It exposes tools, resources, and prompts that allow AI assistants like Claude and Cursor to perform specialized tasks.
Tradememory Protocol
Structured 3-layer memory system for AI trading agents. L1 records every trade automatically. L2 discovers patterns via reflection engine. L3 evolves strategy in real-time. Built on MCP. Supports MT5, Binance, Alpaca. Python/FastAPI/SQLite. MIT licensed.
Memory Bank Mcp
Memory Bank Mcp is an MCP (Model Context Protocol) server that enables AI agents and assistants to interact with external tools, data sources, and services. It provides standardized tools and resources for seamless integration with Claude, Cursor, and other MCP-compatible clients.
Mcp Knowledge Graph
Mcp Knowledge Graph is an open-source MCP server that gives AI assistants access to specialized functionality. Compatible with Claude Desktop, Cursor, and other MCP clients for enhanced AI agent workflows.
io.github.shinpr/mcp-local-rag
Mcp Local Rag MCP server enables seamless integration between AI agents and external services. Built on the Model Context Protocol, it provides standardized access to tools and data for AI-powered workflows.
Memorymesh
Memorymesh is an MCP (Model Context Protocol) server that enables AI agents and assistants to interact with external tools, data sources, and services. It provides standardized tools and resources for seamless integration with Claude, Cursor, and other MCP-compatible clients.
Yourmemory
Yourmemory is an MCP (Model Context Protocol) server that enables AI agents and assistants to interact with external tools, data sources, and services. It provides standardized tools and resources for seamless integration with Claude, Cursor, and other MCP-compatible clients.
Knowledge Rag
Local RAG system for Claude Code with hybrid search (semantic + BM25), cross-encoder reranking, markdown-aware chunking, 9 file formats, file watcher, and 12 MCP tools. Zero external servers. pip install knowledge-rag
Neural Memory
Persistent memory for AI agents β 55 MCP tools, spreading activation recall, neuroscience-inspired consolidation
Memory Graph
A graph-based Model Context Protocol (MCP) server that gives AI coding agents persistent memory. Originally built for Claude Code, MemoryGraph works with any MCP-enabled coding agent. Store development patterns, track relationships, and retrieve contextual knowledge across sessions and projects.
Superlocalmemoryv2
Universal, local-first persistent memory for AI assistants. SQLite-based knowledge graph with zero cloud dependencies. Works with 17+ tools (Claude, Cursor, Windsurf, VS Code, etc.). 100% free forever.
Omega Memory
Persistent memory for AI coding agents with semantic search, contradiction detection, memory decay, and cross-session learning. 25 MCP tools, local-first, #1 on LongMemEval (95.4%).
Your Memory
Premium, consistent memory and long-term storage across AI applications. Remote MCP server.
Mcp Server Weaviate
Mcp Server Weaviate is an open-source MCP server that gives AI assistants access to specialized functionality. Compatible with Claude Desktop, Cursor, and other MCP clients for enhanced AI agent workflows.
Mcp Memory Puliczek
π₯π₯οΈ MCP Memory is a MCP Server that gives MCP Clients (Cursor, Claude, Windsurf and more) the ability to remember information about users (preferences, behaviors) across conversations.
Mcp Pinecone
Read and write to a Pinecone vector database using the Model Context Protocol.
Mcp Ragdocs
Mcp Ragdocs MCP server provides AI agents with powerful tools and integrations for automation workflows. Connect your AI assistant to Mcp Ragdocs capabilities through the Model Context Protocol standard.
Mcp Memory Keeper
A server for persistent context management in Claude AI coding assistants, using a local SQLite database for storage.
com.apple-rag/mcp-server
Transform your AI agents into Apple development experts! Apple RAG MCP gives you instant access to official Swift docs, design guidelines, and comprehensive Apple platform knowledge through cutting-edge RAG technology. With professional AI reranking and hybrid search across iOS,
Vectorize Mcp Server
Vectorize Mcp Server is an MCP (Model Context Protocol) server that enables AI agents and assistants to interact with external tools, data sources, and services. It provides standardized tools and resources for seamless integration with Claude, Cursor, and other MCP-compatible clients.
Memory Mcp Server
A Model Context Protocol server that provides knowledge graph management capabilities.
Memory Mcp Server Go
Memory Mcp Server Go is an MCP (Model Context Protocol) server that enables AI agents and assistants to interact with external tools, data sources, and services. It provides standardized tools and resources for seamless integration with Claude, Cursor, and other MCP-compatible clients.
Ragie Mcp Server
Ragie Mcp Server MCP server provides AI agents with powerful tools and integrations for automation workflows. Connect your AI assistant to Ragie Mcp Server capabilities through the Model Context Protocol standard.
Nova Memory
t stores your project context, decisions, and knowledge locally in SQLite - no cloud, no telemetry. Your data stays on your machine.
Mcp Memory Bank
MCP server that helps build Memory Bank - structured documentation system for context preservation
Home Memory
Ask your home. Your AI assistant's memory for everything in and around your home.
Mcp Openmemory
Simple standalone MCP server giving Claude the ability to remember your conversations and learn from them over time.
Mcp Rag Server
MCP RAG Server is an MCP server on MCP.so β view details, tools, and install instructions.
Pinecone Mcp
Connect AI tools with Pinecone projects to search, configure indexes, generate code, and manage data.
Graphrag Mcp
This is a MCP server I built to interact with my hybrid graph rag db.
Mcp Memory Sdimitrov
MCP Memory Server with PostgreSQL and pgvector for long-term memory capabilities
Cline Mcp Memory Bank
A memory system for Cline that tracks progress between conversations.
Cline Memory Bank
A memory system for Cline that tracks progress between conversations. Avoid large token usage!
State Memory Mcp
Persistent, branch-aware workflow state memory MCP server for AI coding assistants. Tracks tasks, accepted decisions, and active blockers to prevent session context bloat and speed up development.
Mcp Duckdb Memory Server
MCP Memory Server with DuckDB backend
Memory Plus
π§ π΄πππππ-π·πππ is a lightweight, local RAG memory store for MCP agents. Easily record, retrieve, update, delete, and visualize persistent "memories" across sessionsβperfect for developers working with multiple AI coders (like Windsurf, Cursor, or Copilot) or anyone who
Knowledge Base Mcp Server
This MCP server provides tools for listing and retrieving content from different knowledge bases.
Vision Memory Mcp
Persistent visual cache for LLM-driven software development. Caches screenshots using perceptual hashing, vector search, and AX trees to prevent token overhead and visual hallucination loops.
Serverless Rag Mcp Server
Storm MCP Server with Sionic AI serverless RAG is an MCP server on MCP.so β view details, tools, and install instructions.
Mcp Rag Server Kwanleefrmvi
mcp-rag-server is a Model Context Protocol (MCP) server that enables Retrieval Augmented Generation (RAG) capabilities. It empowers Large Language Models (LLMs) to answer questions based on your document content by indexing and retrieving relevant information efficiently.
Memory Bank Mcp Aakarsh Sasi
MCP Server with Remote SSH support
Selfmemory
It is a open-source universal memory engine where users can store and retrieve their AI conversations and context across different models. Users can add memories through MCP, SDK, or a website selfmemory.com Over time, this will evolve into a one-stop memory hub with note-taking
Mcp Neo4j Memory Server
MCP Neo4j Memory Server is an MCP server on MCP.so β view details, tools, and install instructions.
Mcp Server Ragdocs
An MCP server that provides tools for retrieving and processing documentation through vector search, both locally or hosted. Enabling AI assistants to augment their responses with relevant documentation context.
Local Rag
Semantic code search for AI agents β hybrid vector + BM25 with cross-encoder reranking, AST-aware chunking for 14 languages, conversation memory, code annotations, and search analytics. Zero config, zero API keys. Just bunx.
Mcp Godot Rag
This MCP server is used to provide Godot documentation to the Godot RAG model.
Cuba Memorys
Persistent memory MCP for AI agents β Knowledge graph + Hebbian learning + Anti-hallucination. 12 tools, 1 dependency, zero manual setup.
Mcp Memory Gateway
MCP Memory Gateway is a pre-action gate engine for AI coding agents. Unlike memory servers that store and retrieve context (Mem0, Zep), this server enforces behavior change: repeated failures are auto-promoted into prevention rules, and PreToolUse hooks physically block tool call
Ragstack Lambda
Serverless document and media processing with AI chat.
Mcp Qdrant Memory
MCP server providing a knowledge graph implementation with semantic search capabilities powered by Qdrant vector database
Mcp Neo4j Memory Server Jovanhsu
MCP Memory Server with Neo4j backend for AI knowledge graph storage
Knowledgegraph Mcp
MCP server for enabling persistent knowledge storage for Claude through a knowledge graph with multiple storage backends and fuzzy search
Memory Journal Mcp Server
MCP server designed to help you search and analyze your photo library (iCloud)
Byteask Embedded Mcp
Byteask Embedded Docs is an MCP server on MCP.so β view details, tools, and install instructions.
Dragonmcp
Dragonmcp is an MCP server on MCP.so β view details, tools, and install instructions.
Rag Server Mcp Sylphlab
MCP RAG Server is an MCP server on MCP.so β view details, tools, and install instructions.
Memory Pickle Mcp
A project management and session memory tool for AI agents to track projects, tasks, and context during chat sessions.
Mcp Terragrunt Docs
Deno/TypeScript MCP Server providing context related to Terragrunt documentation.
Libragen
Create private, local RAG libraries that work offlineβno API keys, no cloud services. Share them as single files your whole team can use.
Python Memory Mcp Server
Memory MCP Server is an MCP server on MCP.so β view details, tools, and install instructions.
Ragflow Mcp
Simple RAGFlow MCP. Only useful until the RAGFlow team releases the official MCP server
Goodmemory
Local-first, auditable memory for AI agents, with durable SQLite, MCP recall, and opt-in governed writeback.
Linksee Memory
Local-first agent memory MCP β Claude Code, Cursor, OpenAI Codex, and Gemini CLI share one SQLite brain. 6-layer structured memory (goal/context/emotion/implementation/caveat/learning), drift detection with pre-action re-injection guard, and an AST-aware diff cache saving 50-99%
Work Memory Mcp
Manages work memories and shares context between AI tools using a local SQLite database.
Knowledge Graph
A knowledge graph-driven persistent memory layer for coding agents and LLM workflows.
Rag Rat
Provides local repo-intelligence by indexing source, symbols, call graphs, Git/GitHub history, and source-bound repo memories into a local database for coding agents.
Mcp Storage Server
Storacha MCP storage server - self-sovereign data for your AI applications.
Vectormcp
A easy-to-use and minimal server implementation for the Model Context Protocol (MCP) in Ruby.
Mcp Structured Memory
Make it easy for agents to build their context about your projects over time
Vector Mcp
A Ruby gem for building Model Context Protocol (MCP) servers to expose tools, resources, and prompts to LLM clients.
Memory Os Cli
User-owned memory for AI agents over remote MCP. Save, search, recall, update, and manage scoped memories across Copilot, Claude, ChatGPT, IDEs, and CLIs.
Local Memory Mcp
Persistent local memory for Claude, Cursor & Codex. 21 MCP tools, hybrid retrieval (BM25 + vector RRF), bi-temporal queries, contradiction detection. SQLite + Knowledge Graph. No cloud, no API keys. npx @studiomeyer/local-memory-mcp
Toon Memory
toon-memory es un servidor MCP de memoria persistente 100% local diseΓ±ado para asistentes de cΓ³digo con IA (Cursor, Claude Code, Windsurf, etc.). Utiliza el formato ultraeficiente TOON para reducir el consumo de tokens hasta en un 30%, permitiendo a los agentes guardar, buscar y consolidar el contexto y las decisiones del proyecto entre sesiones de forma privada y cifrada (AES-256).
Memory Mcp
An mcp server that you can use to store and retrieve ideas, prompt templates, personal preferences to use with you favourite AI tool that supports the modelcontextprovider protocol.
Velocirag
Velocirag is an MCP server on MCP.so β view details, tools, and install instructions.
Anneal Memory
Two-layer memory for AI agents with an immune system β episodes compress into identity through citation-validated graduation. Zero dependencies, 5 MCP tools.
Mcp Memory Py
MCP server for enabling memory for Claude through a knowledge graph
Qdrant Rag Mcp
A semantic search server for codebases using Qdrant, featuring intelligent GitHub issue and project management.
Ibm Storageinsights Mcpserver
An open-source MCP server providing real-time observability for IBM Storage Insights assets.
Gemini Cli Rag Mcp
A RAG-based Q&A server using a vector store built from Gemini CLI documentation.
Knowledgebaseserver
Model Context Protocol (MCP) server allowing LLMs to store and search knowledge in a SQLite database
Mcp Memory
MCP Server for long term memory graph
Memory Arbiter Mcp
Share one memory store across all your AI coding tools. Memory Arbiter is a lightweight, fully local MCP Server with built-in dual-timeline conflict arbitration. No cloud, no LLM calls β just SQLite.
Shared Memory Mcp
Provides shared memory for agentic teams to improve token efficiency and coordination.
Wandering Rag
A CLI tool for personal RAG that retrieves data from Notion, Obsidian, Apple Notes, etc., stored in Qdrant and exposed as an MCP server.
Studiomeyer Memory
AI memory server with 56 tools. Knowledge Graph, semantic search, session tracking, multi-agent support. Free tier available.
Ragmap
Ragmap is an MCP server on MCP.so β view details, tools, and install instructions.
Optimized Memory Mcp Server
optimized-memory-mcp-server is an MCP server on MCP.so β view details, tools, and install instructions.
Mcp Memory Server Rbownes
MCP Memory Service (Rust Implementation) is an MCP server on MCP.so β view details, tools, and install instructions.
Unreal Engine Knowledge Graph Mcp
Search concept relationships in the Unreal Engine official documentation using a Neo4j-powered knowledge graph.
Memory Mesh
An MCP server that gives Claude Code persistent memory across sessions (open source, SQLite)
Universal Memory
A vendor-agnostic cognitive persistence layer for AI agents. Eliminate the "repetition tax" by transporting your context, preferences, and history across sessions. Features an auto-adaptation engine that syncs global instructions to ensure operational cohesion and optimize token usage across any LLM or multi-agent workflow.
io.github.kokogo100/ragalgo
Dynamic RAG Engine for AI Reliability. We provide mathematically scored context & sanitized data to prevent hallucinations in both static & volatile domains (starting with Korean Finance).
Mcp Memory Bank Bsmi021
A powerful, production-ready context management system for Large Language Models (LLMs). Built with ChromaDB and modern embedding technologies, it provides persistent, project-specific memory capabilities that enhance your AI's understanding and response quality.
Ragflow Knowledge Mcp Server
A simple MCP server of knowledge base for RAGFlow.
Mcp Shared Memory
A shared memory and coordination server for multiple AI coding agents, built on the Model Context Protocol
Rag For Terraform
AI-powered knowledge base for your Terraform modules.
Limesurvey Mcp Edgarrmondragon
A MCP (Model Context Protocol) server for interacting with LimeSurvey.
Map Server Knowledge Engine
Converts QuantConnect PDF documentation into searchable markdown, enabling fast, context-aware search.
Memory Bank Loader Mcp
This is an MCP server for retrieving all files in the memory-bank directory at once. Its purpose is to reduce AI tool invocation frequency when loading memory-bank, saving both time and money.
Mcp Memory Custom
simple memory mcp server with custom memory location
Gemini Embedding 2 Mcp Server
A powerful Model Context Protocol (MCP) server using gemini embedding 3 that transforms any local directory into an ultrafast, visually-aware spatial search engine for AI agents.
My Memory Mcp
A TypeScript and SQLite-based server enabling AI to remember personal data for personalized communication.
Mcp Memory Pouchdb
Extends the Memory server with PouchDB for robust document-based storage, custom memory file paths, and interaction timestamping.
Mcp Memory Visualizer
Graph visualization tools for exploring and analyzing Claude's memory data.
Thrift Memory
Thrift Memory is a cost-first MCP memory server for coding agents that stop reloading large MEMORY.md, AGENTS.md, and project context files every session. It recalls only task-relevant memory under a hard token budget and returns a savings receipt: baselineTokens vs injectedTokens vs savedTokens.
Memory Mcp
Memory Mcp is an MCP (Model Context Protocol) server that enables AI agents and assistants to interact with external tools, data sources, and services. It provides standardized tools and resources for seamless integration with Claude, Cursor, and other MCP-compatible clients.
Jenkins Mcp Server Programmeragua
Jenkins Mcp is an MCP server on MCP.so β view details, tools, and install instructions.
Easy Memory
Easy Memory MCP - Dual-engine embedding service with Qdrant vector store
Knowledge Mcp
MCP Server that serves knowledge from a Neo4J Database
Mcp Az Storage Svc Sample
This repository implements an MCP (Model Context Protocol) server that exposes various functionalities on an Azure Blob Storage account. It is based on the MCP SDK from Anthropic, which can be found at: https://github.com/modelcontextprotocol/python-sdk. It has sample code for an
Mcp Client Server Duaraghav8
Simplest example of MCP client-server architecture over HTTP using Python & Golang
Ragflow Mcp Server
RAGFlow MCP Server is an MCP server on MCP.so β view details, tools, and install instructions.
Knowerage
Local MCP server that allows your agent to track documentation coverage over code repository.
Mcp Server Mariadb Vector
Mcp Server Mariadb Vector is an MCP (Model Context Protocol) server that enables AI agents and assistants to interact with external tools, data sources, and services. It provides standardized tools and resources for seamless integration with Claude, Cursor, and other MCP-compatible clients.
Zed Mcp Server Basic Memory
Basic Memory MCP server integration, for Zed Editor's Assistant.
Memory V2
Brain-inspired persistent memory MCP server with hybrid BM25+vector search, ACT-R activation scoring, FadeMem decay, and knowledge graphs β 17 tools, fully local via Ollama, zero API keys.
Groundmemory
Persistent identity and memory across AI tools - mcp-native, local-first, framework-agnostic, production-ready.
Mcp Server Truerag
Model Context Protocol (MCP) server to access an instance of TrueRAG