Ragsync Mcp
Index your docs, files, and websites into a vector store and give your AI agent live semantic search with auto-syncs on changes, zero code required.
Rag For Terraform
AI-powered knowledge base for your Terraform modules.
Ragwiser
RagWiser is a Retrieval Augmented Generation (RAG) system built with Spring Boot that enables users to upload PDF documents, process them, and ask questions about their content using natural language.
Analyze Coverage Mcp
MCP server that bridges LCOV coverage reports to AI agents.
Ember Memory
Preserves the emotional texture of human-AI conversations across sessions through real-time experiential annotation — temperature, authenticity, shifts, subtext, and unspoken context.
Mcp Memory Server Rbownes
MCP Memory Service (Rust Implementation) is an MCP server on MCP.so — view details, tools, and install instructions.
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.
Nova Memory
t stores your project context, decisions, and knowledge locally in SQLite - no cloud, no telemetry. Your data stays on your machine.
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.
Knowledge Graph Generator Mcp Server
knowledge-graph-generator-mcp-server is an MCP server on MCP.so — view details, tools, and install instructions.
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.
Evangstav Python Memory Mcp Server
Evangstav Python Memory Mcp Server 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.
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.
Memory Mesh
An MCP server that gives Claude Code persistent memory across sessions (open source, SQLite)
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.
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.
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.
Velocirag
Velocirag is an MCP server on MCP.so — view details, tools, and install instructions.
Jira Mcp Server Raghvendra2420
Jira communication server MCP Server is an MCP server on MCP.so — view details, tools, and install instructions.
KnowledgeBaseMCP
KnowledgeBaseMCP MCP server provides AI agents with powerful tools and integrations for automation workflows. Connect your AI assistant to KnowledgeBaseMCP capabilities through the Model Context Protocol standard.
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
Carvector Mcp
Give your AI agent real vehicle data. An MCP server that lets Claude, Cursor, ChatGPT, or any MCP-capable client query the CarVector API natively — vehicle specs, representative images, federal recalls, and OBD-II diagnostic trouble codes.
Knowledge Graph Mcp
Enables project memory using a Kuzu-powered knowledge graph.
Simple Memory Extension Mcp Server
An MCP server to extend the context of agents. Useful when coding big features or vibe coding and need to store/recall progress, key moments or changes or anything worth remembering. Simply ask the agent to store memories and recall whenever you want.
Mcp Neo4j Memory Server Jovanhsu
MCP Memory Server with Neo4j backend for AI knowledge graph storage
Shared Memory Mcp
Provides shared memory for agentic teams to improve token efficiency and coordination.
Ragaz Mcp Server
Remote MCP Server on Cloudflare is an MCP server on MCP.so — view details, tools, and install instructions.
Home Memory
Ask your home. Your AI assistant's memory for everything in and around your home.
Ragify Docs Api
A Developers Tool — Scrape entire documentation recursively and ask questions using AI
Mcp Rag Server
MCP RAG Server is an MCP server on MCP.so — view details, tools, and install instructions.
Mcp Duckdb Memory Server
MCP Memory Server with DuckDB backend
Anki Mcp Server Raghav4
anki-mcp-server is an MCP server on MCP.so — view details, tools, and install instructions.
Hoppo Chan Memory Bank Mcp
An AI-assisted development plugin that maintains persistent project context using structured markdown files for goals, decisions, and progress.
Python Memory Mcp Server
Memory MCP Server is an MCP server on MCP.so — view details, tools, and install instructions.
Libragen
Create private, local RAG libraries that work offline—no API keys, no cloud services. Share them as single files your whole team can use.
Limesurvey Mcp Edgarrmondragon
A MCP (Model Context Protocol) server for interacting with LimeSurvey.
Knowledgebaseserver
Model Context Protocol (MCP) server allowing LLMs to store and search knowledge in a SQLite database
Graph Memory Rag Mcp Server
A Model Context Protocol (MCP) server implementation for graph-based memory storage with RAG capabilities
Mcprag
rag using Ollama as emebddings, gemini as LLM and MCP server for agentic use
Rag Starter
Rag Starter is an MCP server on MCP.so — view details, tools, and install instructions.
Chalee Mcp Rag
A Retrieval-Augmented Generation (RAG) server for document processing, vector storage, and intelligent Q&A, powered by the Model Context Protocol.
Ragflow Mcp
Simple RAGFlow MCP. Only useful until the RAGFlow team releases the official MCP server
Mindcore Memory Mcp
AI long-term memory MCP server with importance scoring and confidence calibration. Enables AI agents to store, search, and retrieve long-term memories with semantic similarity and importance-weighted recall.
Mcp Server Memory
Mcp Server 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.
Mcp Memory Custom
simple memory mcp server with custom memory location
Ragflow Knowledge Mcp Server
A simple MCP server of knowledge base for RAGFlow.
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.
Easy Memory
Easy Memory MCP - Dual-engine embedding service with Qdrant vector store
Memory Plus
🧠 𝑴𝒆𝒎𝒐𝒓𝒚-𝑷𝒍𝒖𝒔 is a lightweight, local RAG memory store for MCP agents. Easily record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for developers working with multiple AI coders (like Windsurf, Cursor, or Copilot) or anyone who
Remote Mcp Server Autorag Tradiemate
Remote MCP Server + AutoRAG on Cloudflare is an MCP server on MCP.so — 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.
Knowledge Base Mcp Server
This MCP server provides tools for listing and retrieving content from different knowledge bases.
Postman Weaviate Mcp Server
Postman Weaviate Mcp Server 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.
Memory Mcp Server Py
A Python implementation of the MCP memory server for knowledge graph storage and retrieval, using JSONL files for persistence.
Mcp Neo4j Memory Server
MCP Neo4j Memory Server is an MCP server on MCP.so — view details, tools, and install instructions.
Groundmemory
Persistent identity and memory across AI tools - mcp-native, local-first, framework-agnostic, production-ready.
Mcp Memory Server Bqx619
MCP Memory Server is an MCP server on MCP.so — view details, tools, and install instructions.
Suqidan Volcengine Knowledgebase Mcp
Provides knowledge base search and dialogue completion using the Volcengine Knowledge Base service. Requires external credential configuration.
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%).
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.
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.
Ragflow Retrieval Mcp Server
This mcp server is used to search content from the ragflow knowledge base.
Qdrant Rag Mcp
A semantic search server for codebases using Qdrant, featuring intelligent GitHub issue and project management.
Pinecone Vector Db Mcp Server
MCP Pinecone Vector Database Server is an MCP server on MCP.so — view details, tools, and install instructions.
Mcp Server Memory
Memory MCP Server is an MCP server on MCP.so — view details, tools, and install instructions.
Mcp Memory Server
Standalone MCP server for enabling memory for Claude through a knowledge graph
Mcp Server Kabragaurav
A Simple Model Context Server For AI
Ragdb Mcp
MCP対応のRAGシステム。Markdownドキュメントをベクトル化し、自然言語で高速検索。LibSQL、Qdrant、PostgreSQLに対応してます。
Weaviate Mcp Server Weaviate
Weaviate Mcp Server Weaviate 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.
Memoryengine
Official support hub for Woxpas.ai. Report bugs, suggest features, and track the roadmap for the Sovereign Human Extension (Web, Extension, & MCP).
Memory Quality Mcp
A Claude Code MCP plugin that audits and cleans up your AI memory.
Recon Mcp Knowledge
Search Recon documentation, book, and newsletter. Queries getrecon.xyz, book.getrecon.xyz, and getrecon.substack.com for fuzzing, invariant testing, and Chimera framework knowledge.
Studiomeyer Memory
AI memory server with 56 tools. Knowledge Graph, semantic search, session tracking, multi-agent support. Free tier available.
Optimized Memory Mcp Server
optimized-memory-mcp-server is an MCP server on MCP.so — view details, tools, and install instructions.
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.
Mcp Weaviate Client
An MCP client for connecting to and interacting with a Weaviate vector database.
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.
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.
Ragie Mcp Server Andyciggy
Ragie Model Context Protocol Server is an MCP server on MCP.so — view details, tools, and install instructions.
Byteask Embedded Mcp
Byteask Embedded Docs is an MCP server on MCP.so — view details, tools, and install instructions.
Garage Management Docs
View and manage vehicles, maintenance schedules, receipts, and drive logs using natural language.
Autopoietic Knowledge Synthesis Mcp
Autopoietic knowledge synthesis gives AI agents access to 18 academic and technical data sources unified by a suite of advanced mathematical frameworks — stochastic block model community detection, Turing instability, Smith normal form Betti numbers, formal concept analysis, Fish
Local Rag Omscs
Trying to use mcp servers for setting up local rag
Mcp Memory Puliczek
🔥🖥️ 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.
Help Memoryplugin Com Integrations Remote Mcp Server
Give your AI the ability to remember key facts and everything you've ever discussed
Mcp Rag
AI-powered Chat System with multiple MCP servers.
Repomemory
Persistent, structured memory for AI coding agents. Your repo never forgets.
Engram Memory
Self-hosted MCP server giving AI agents persistent memory — Markdown source of truth, hybrid BM25+embedding search, typed graph relations.
Serverless Rag Mcp Server
Storm MCP Server with Sionic AI serverless RAG is an MCP server on MCP.so — view details, tools, and install instructions.
Ragora Mcp
Search your knowledge bases from any AI assistant. Ragora is a knowledge marketplace that lets you upload, organize, and search documents using hybrid RAG (dense + sparse vectors). Connect via MCP to search across all your collections directly from Claude, Cursor, VS Code, and mo
Project Memory Mcp
Project Memory is an MCP server on MCP.so — view details, tools, and install instructions.
My Memory Mcp
A TypeScript and SQLite-based server enabling AI to remember personal data for personalized communication.
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 Structured Memory
Make it easy for agents to build their context about your projects over time
Jenkins Mcp Server Programmeragua
Jenkins Mcp is an MCP server on MCP.so — view details, tools, and install instructions.
Mcp Rag Hulk Pham
A demo of Retrieval-Augmented Generation (RAG) application with MCP server integration.
Zdburrage Mcp Server
Building a Remote MCP Server on Cloudflare (Without Auth) is an MCP server on MCP.so — view details, tools, and install instructions.
Knowerage
Local MCP server that allows your agent to track documentation coverage over code repository.
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.
Vector Mcp
A Ruby gem for building Model Context Protocol (MCP) servers to expose tools, resources, and prompts to LLM clients.
Mcp Localhost Server Weaviate
mcp-server-weaviate is an MCP server on MCP.so — view details, tools, and install instructions.
Work Memory Mcp
Manages work memories and shares context between AI tools using a local SQLite database.
Cline Memory Bank
A memory system for Cline that tracks progress between conversations. Avoid large token usage!
Vectormcp
A easy-to-use and minimal server implementation for the Model Context Protocol (MCP) in Ruby.
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 Terragrunt Docs
Deno/TypeScript MCP Server providing context related to Terragrunt documentation.
Fuzzy Memory Mcp
Enables memory for Claude using a knowledge graph with fuzzy semantic search and persistent storage.
Mcp Python Sdk Inmemory Server Tests
mcp-python-sdk-inmemory-server-tests is an MCP server on MCP.so — view details, tools, and install instructions.
Flakiness Knowledge Graph Mcp
Builds a knowledge graph of flaky tests from Playwright run history
Gemini Cli Rag Mcp
A RAG-based Q&A server using a vector store built from Gemini CLI documentation.
Pinrag
PinRAG is a retrieval-augmented generation (RAG) MCP server built with LangChain and Chroma. Index PDFs, plain text, Discord exports, YouTube transcripts, and GitHub repositories, then ask questions in Cursor, VS Code (Copilot), or any MCP-capable client. Answers include citation
Cline Mcp Memory Bank
A memory system for Cline that tracks progress between conversations.
Ragflow Mcp Server
RAGFlow MCP Server is an MCP server on MCP.so — view details, tools, and install instructions.
Linksee Memory
Local-first agent memory MCP — 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%
Mcp Memory Server Grizzlypeaksoftware
A simple file-based memory server.
Openmemory
Openmemory is an MCP server on MCP.so — view details, tools, and install instructions.
Unstorage Mcp
Key-Value storage MCP server based on unjs/unstorage, support drivers: redis, mongodb, filesystem. http
Trello Knowledge Mcp Server
Uses a Trello board as a knowledge base to store and retrieve code snippets, notes, and other information.
Mcp Memory Dashboard
A desktop application for managing and interacting with the MCP Memory Service, a semantic memory system built on the Model Context Protocol.
Engram Memory Mcp
Github Com Lumetra Io Engram Memory Mcp 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.
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.
Vector Memory Mcp
Vector Memory Mcp 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.
Local Rag
Semantic code search for AI agents — 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.
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
Irag Mcp Server
Generate images using Baidu's iRAG API through a standardized MCP interface.
Rag Mcp Server
RAG MCP Server (Lambda + OpenSearch Serverless) is an MCP server on MCP.so — view details, tools, and install instructions.
Mcp Memory Keeper
A server for persistent context management in Claude AI coding assistants, using a local SQLite database for storage.
Memory Journal Mcp Server
MCP server designed to help you search and analyze your photo library (iCloud)
Memory Mcp Server
A Model Context Protocol server that provides knowledge graph management capabilities.
Berry Rag
A local RAG system with Playwright MCP integration for Claude and OpenAI embeddings, using local storage.
Docs Dragdropdo Com Business Api Mcp Clients
High-Performance and Unlimited File Conversion MCP
Simple Memory Mcp
A memory management system for AI assistants to store, retrieve, and manage user information using a local database.
Mcp Knowledge Base
A knowledge base and experimental playground for exploring the Model Context Protocol (MCP)—understanding how hosts, servers, LLMs, and tools interact.
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.
Memory Plus
Memory Plus MCP server provides AI agents with powerful tools and integrations for automation workflows. Connect your AI assistant to Memory Plus capabilities through the Model Context Protocol standard.
Zed Mcp Server Basic Memory
Basic Memory MCP server integration, for Zed Editor's Assistant.
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.
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.
KnowledgeGraph MCP
KnowledgeGraph MCP 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.
Memory Bank Mcp Aakarsh Sasi
MCP Server with Remote SSH support
Memory Mcp Server Go
Memory_mcp_server_go is an MCP server on MCP.so — view details, tools, and install instructions.
Ragmap
Ragmap is an MCP server on MCP.so — view details, tools, and install instructions.
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
Regulatory Arbitrage Detection Mcp
Regulatory arbitrage detection for AI agents, compliance teams, and policy analysts — this MCP server quantifies cross-jurisdictional regulatory divergence using 8 mathematically rigorous tools backed by 16 live data sources.
Drag Mcp Server
DragApp — Gmail & Whatsapp For AI Tools (Shared Inbox MCP Server) is an MCP server on MCP.so — view details, tools, and install instructions.
Traggo Mcp Server
Everything you need to use traggo with your favorite LLM.
Memory Bank Mcp Server
MemoryBank is an MCP server on MCP.so — view details, tools, and install instructions.
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
Mcp Memory Sdimitrov
MCP Memory Server with PostgreSQL and pgvector for long-term memory capabilities
Anneal Memory
Two-layer memory for AI agents with an immune system — episodes compress into identity through citation-validated graduation. Zero dependencies, 5 MCP tools.
Mcp Shared Memory
A shared memory and coordination server for multiple AI coding agents, built on the Model Context Protocol
Mcp Rag
AI-powered Chat System with multiple MCP servers.
Brokerage MCP
Brokerage MCP 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.
Mcp Client Server Duaraghav8
Simplest example of MCP client-server architecture over HTTP using Python & Golang
Iac Memory Mcp Server
This is a personal project to see if Claude 3.5 Sonnet can write a moderately complex MCP Server in Python.
Mcp Godot Rag
This MCP server is used to provide Godot documentation to the Godot RAG model.
Your Memory
Premium, consistent memory and long-term storage across AI applications. Remote MCP server.
Google Calendar Mcp Server Raghav4
google-calendar-mcp-server is an MCP server on MCP.so — view details, tools, and install instructions.
Rag Server Mcp Sylphlab
MCP RAG Server is an MCP server on MCP.so — view details, tools, and install instructions.
Mcp Memory Toolkit
Provides persistent memory for Claude using ChromaDB for semantic search and storage.
Mcp Memory Pouchdb
Extends the Memory server with PouchDB for robust document-based storage, custom memory file paths, and interaction timestamping.
Ragstack Lambda
Serverless document and media processing with AI chat.
Zero Vector 3
A server for Zero-Vector's hybrid vector-graph persona and memory management system, featuring advanced LangGraph workflow capabilities.
Mcp Memory Visualizer
Graph visualization tools for exploring and analyzing Claude's memory data.
X Archive Rag
Local-first MCP tools for searching and drafting from your X/Twitter archive.
Knowledgegraph Mcp
MCP server for enabling persistent knowledge storage for Claude through a knowledge graph with multiple storage backends and fuzzy search
Knowledge Graph Causal Discovery Mcp
Knowledge graph causal discovery over multi-domain research data, delivered through a single Model Context Protocol interface.
Mcp Storage Server Harshs1611
Query Mind Server is an MCP server on MCP.so — view details, tools, and install instructions.
Neural Memory
Persistent memory for AI agents — 55 MCP tools, spreading activation recall, neuroscience-inspired consolidation
Mcp Memory
MCP Server for long term memory graph
Knowledge Mcp
MCP Server that serves knowledge from a Neo4J Database
Mcp Servers Andrelbraga
Mcp Servers Andrelbraga 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.
Ibm Storageinsights Mcpserver
An open-source MCP server providing real-time observability for IBM Storage Insights assets.
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.
Mcp Memory Bank
MCP server that helps build Memory Bank - structured documentation system for context preservation
Map Server Knowledge Engine
Converts QuantConnect PDF documentation into searchable markdown, enabling fast, context-aware search.
Mcp Ragnar
A local MCP server implementing Retrieval-Augmented Generation (RAG) with sentence window retrieval and support for multiple file types.
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.
Political Regulatory Arbitrage Mcp
Political regulatory arbitrage analysis — cross-jurisdiction regulatory forecasting — delivered as an MCP server for AI agents. Built for legal teams, compliance officers, government affairs professionals, and strategic advisors who need to quantify regulatory divergence, predict
Remote Mcp Server Autorag Hawkeyetherapper
Remote MCP Server + AutoRAG on Cloudflare is an MCP server on MCP.so — view details, tools, and install instructions.
Ragdoll Mcp Server
Ragdoll AI MCP Server is an MCP server on MCP.so — view details, tools, and install instructions.
Paraguay Invoice Mcp
Issue Paraguay SIFEN e-Kuatia electronic invoices via your FacturaSend account — create, query by CDC, check status. Stateless BYO
Mcp Server Shreeraghavm
Mcp Server Shreeraghavm 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.
Mcp Arcknowledge
This MCP server conveniently lets you configure and interact across all your custom webhook endpoints from a config(knowledgebase json).
Knowledge Mcp Server
Knowledge MCP Server is an MCP server on MCP.so — view details, tools, and install instructions.
Knowledge Raven Com
Make your knowledge agent-ready. Connect docs from Confluence, Notion, GitHub, Dropbox, or Google Drive — any AI agent searches them via MCP.
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 — just SQLite.
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 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 across sessions.
Memory Anchor
Persistent memory MCP server for AI coding assistants with 5-layer cognitive model, hybrid semantic+keyword search, and checkpoint/resume. Zero cloud, local-first.
Mcp Qdrant Memory
MCP server providing a knowledge graph implementation with semantic search capabilities powered by Qdrant vector database
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.
Watsonx Rag Mcp Server
Building a Watsonx.ai Chatbot RAG Server with MCP compatible with Claude Desktop.
Case Study Rag Workflow Automation With N8n And Gdrive Mcp Server
n8n AI Agent with Local MCP Integration (Docker + npx) is an MCP server on MCP.so — view details, tools, and install instructions.
Knowledge Graph
A knowledge graph-driven persistent memory layer for coding agents and LLM workflows.
Qdrant Memory
Qdrant Memory 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.
Mcp Server Truerag
Model Context Protocol (MCP) server to access an instance of TrueRAG
Memory Pickle Mcp
A project management and session memory tool for AI agents to track projects, tasks, and context during chat sessions.
Toon Memory
toon-memory es un servidor MCP de memoria persistente 100% local diseñado para asistentes de código 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).
Civilizational Fragility Mcp
Civilizational fragility assessment for AI agents — this MCP server gives Claude, GPT-4, and any MCP-compatible agent access to cross-domain cascading collapse risk analysis backed by 17 live data sources and 10 mathematical frameworks.
Json Advanced Memory Bank
An intelligent memory management server with 14 optimized tools. It provides AI-powered summaries, a clean interface, and supports an optional PostgreSQL database with pgvector.
Byterover Team Memory Mcp
ByteRover Team Memory is a paid remote MCP endpoint for OpenAI Codex memory MCP. It exposes structured JSON tools, a public server card, token-based access, usage receipts, and audit-ready w
Memory Bank Mcp Server Terland0berver
Memory Bank MCP Server is an MCP server on MCP.so — view details, tools, and install instructions.
Goodmemory
Local-first, auditable memory for AI agents, with durable SQLite, MCP recall, and opt-in governed writeback.
Cuba Memorys
Persistent memory MCP for AI agents — Knowledge graph + Hebbian learning + Anti-hallucination. 12 tools, 1 dependency, zero manual setup.
Mcp Openmemory
Simple standalone MCP server giving Claude the ability to remember your conversations and learn from them over time.
Mcp Rag Sujithadr
MCP server Implantation for RAG (GroundX API)
Graphrag Mcp
This is a MCP server I built to interact with my hybrid graph rag db.
Embedded Api Mcp Server
Interact with the Digital Samba Embedded API for video conferencing features like room management, analytics, recording, and live session control.
Memorybear
Memorybear is an MCP server on MCP.so — view details, tools, and install instructions.
Mcp Pinecone
Read and write to a Pinecone vector database using the Model Context Protocol.
Pinecone Mcp
Connect AI tools with Pinecone projects to search, configure indexes, generate code, and manage data.
Realestate Rag Mcp
MCP server containing tools for real esate search
Openmemory Mcp Troubleshooting
Comprehensive troubleshooting guide for OpenMemory MCP server issues with Claude Desktop and other MCP clients
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 RAG
MCP RAG 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.
Openclaw Memory Quality
External QA layer for OpenClaw memory — diagnose, guard, and remediate your agent's memory.
Adversarial Regulatory Arbitrage Mcp
Regulatory arbitrage detection and beneficial ownership tracing for AI agents via the Model Context Protocol.
Optimized Memory Mcp Serverv2
This is a personal project to test Claude AI's ability to self-write an MCP Server code for its own use.
Mcp Server Cltechco Rag
프롬프트 기반 노션 MCP 클라이언트 is an MCP server on MCP.so — view details, tools, and install instructions.
Mcp Memory Server Jvreagan
MCP Memory Server is an MCP server on MCP.so — view details, tools, and install instructions.
Mcp Storage Server
Storacha MCP storage server - self-sovereign data for your AI applications.
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.
Knowledge Tools Mcp
An MCP server for interacting with various research & notetaking applications.
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.
Ragflow Mcp Server
A mcp server to retrieve documents from ragflow
Local RAG Backend
Local RAG Backend 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.
Mcp Server Memory Kwanleefrmvi
MCP Server: Memory is an MCP server on MCP.so — view details, tools, and install instructions.
Foragex402
Meta-search for x402 agent-payable services -- find paid APIs across every registry
Laraguard Mcp
Laraguard Mcp is an MCP server on MCP.so — view details, tools, and install instructions.
Mcp Pgvector Server
Provides semantic search capabilities for PostgreSQL databases using the pgvector extension, with support for multiple embedding providers.
Memory Engine Mcp
Atomic memory model — knowledge stored as atoms (facts, decisions, events, preferences, logs, procedures, notes, session messages)
Mcp Neo4j Person Knowledge
Manages personal knowledge using a local Neo4j container, with data imported from JSON files.
Mcp Server For Rag
mcp-server-for-rag is an MCP server on MCP.so — view details, tools, and install instructions.
Mcp ARCknowledge
Mcp ARCknowledge MCP server provides AI agents with powerful tools and integrations for automation workflows. Connect your AI assistant to Mcp ARCknowledge capabilities through the Model Context Protocol standard.
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.
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.
Lerian Mcp Memory
A server providing persistent memory for AI assistants, with support for multiple AI providers.
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 local via Ollama, zero API keys.
Verified Memory
Verified memory infrastructure for AI agents. Every assertion signed, timestamped, and cryptographically proven. Includes session continuity across Claude Code, Cursor, and Windsurf, plus Proof Meter billing attestation.
Mcp Server Memory Mkusaka
Category-based Memory Server is an MCP server on MCP.so — view details, tools, and install instructions.
Memory Mcp Server Ta Tomschell
A long-term memory storage system for LLMs using the Model Context Protocol (MCP) standard. This system helps LLMs remember the context of work done over the entire history of a project, even across multiple sessions. It uses semantic search with embeddings to provide relevant co
Repo Memory
A different approach from typical persistent-memory MCPs. Instead of a local
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
Ragdocs
A server for RAG-based document search and management using Qdrant vector database with Ollama or OpenAI embeddings.
Zero Vector MCP
Zero Vector 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.
Lipsky Memory
Multi-project memory MCP - A Model Context Protocol server for managing project memory and context
Mcp Memory Py
MCP server for enabling memory for Claude through a knowledge graph
Imprint Memory Layer
Autoupdating MCP Vector Memory
Dragonmcp
Dragonmcp is an MCP server on MCP.so — view details, tools, and install instructions.
App Getdragonbot Com Docs
Connection your Amazon Seller Central and Ads accounts to your AI
Izumisy Mcp Duckdb Memory Server
Izumisy Mcp Duckdb Memory Server 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.
Memory Context Manager V2
🧠 Deep Project Analysis: Memory Context Manager v2
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).
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,
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.