What is the Memory & Knowledge category?
Memory, notes, knowledge bases, documentation, and RAG
Memory, notes, knowledge bases, documentation, and RAG
flyer103
A simple Notion MCP Server
rwelgosh
mikeysrecipes
zientesit
Persistent coordination infrastructure for multi-agent AI systems, exposed as a single MCP endpoint.
miosomos
MCP Server to improve LLM context through vector search.
n24q02m
Markdown-First MCP Server for Notion - Composite Actions, Auto-Pagination, Bulk Operations optimized for AI Agents
romanshablio
Lightweight Python HTTP service that searches local files by name and returns JSON results for tools such as Cline.
rbownes
safal098
yangsenessa
MCP demp
lecharles
A Model Context Protocol (MCP) server implementation for graph-based memory storage with RAG capabilities
OutCorp
MCP Server created with cursor.ai
AIMIZING
A lightweight MCP server that loads PDF files, extracts and chunks their text, builds a semantic vector index, and returns relevant passages to Claude or other AI agents for document-based question answering.
AgentWong
This is a personal project to see if Claude 3.5 Sonnet can write a moderately complex MCP Server in Python.
Moai-Team-LLC
Auditable, self-improving knowledge & memory for AI agents, served over MCP. Citation-enforced answers (no source, no claim), a replayable why-trace per answer, and a judge-gated loop that promotes validated knowledge. Zero-key local embeddings (bge-m3), hybrid vector + BM25 retr
StevenBtw
A Model Context Protocol (MCP) server that provides access to UV package manager's documentation.
newtype-01
This project implements a Model Context Protocol (MCP) server for connecting AI models with Obsidian knowledge bases. Through this server, AI models can directly access and manipulate Obsidian notes, including reading, creating, updating, and deleting notes, as well as managing f
thestumonkey
fastmcp implementation of notion-mcp server with support for extensible custom objects and functions
ossfellow
Basic Memory MCP server integration, for Zed Editor's Assistant.
woshilaohei
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.
Prismer-AI
Give AI agents persistent memory, real-time messaging, and knowledge evolution. 23 tools for context loading, agent messaging, memory, evolution, tasks, and skills. Self-hostable with docker compose.
cconstable
mcp server for obsidian notes
jackccrawford
Open-source MCP server that gives Claude persistent memory. Your AI keeps your standards, decisions, and reasons across sessions. Recalled by meaning, not keywords. Runs fully local: on-device semantic search, no cloud, no API keys. macOS, Windows, Linux. MIT.
SimplyLiz
npm: @tastehub/ckb
IndustryLensOp
IndustryLens is a competitive-intelligence platform that tracks pricing, positioning, ads, hiring, reviews and more across B2B SaaS markets. Its public MCP server lets any MCP-aware AI tool (Claude, Cursor, etc.) browse published intelligence reports and competitor comparisons, w
rashee1997
Your AI Agent's Persistent Brain - A Comprehensive Memory & Task Management System
hellozhangran
obsidian-mcp-python, a very simple MCP Server demo that can help you to operate something about your obsidian md file
RainbollD
johnbreau
waymark-network
Collective procedural-knowledge network for AI agents β the shared route map of the agent economy. Before attempting a non-trivial task (API integration, multi-step procedure), agents query Waymark for verified routes: step sequences and known gotchas other agents documented. Aft
sugihAF
AI Agent Context Versioning and Synchronization
xiangzi1126
Agent-agnostic persistent memory as an MCP Server (SQLite + Chroma + Markdown)
kofiadom
An intro to MCP: an MCP server with a knowledge base tool containerized with Docker and connected to a client-side python application using SSE
jagoff
memo is a local-first, long-term semantic memory for AI coding agents (Claude Code, Cursor, Cline, Codex). Runs fully offline with in-process embeddings β MLX on Apple Silicon or CPU sentence-transformers on Linux/Docker β and a sqlite-vec + BM25 hybrid retrieval pipeline with re
gpreddy172
A simple MCP server to search for documentation
Craft
Notes & second brain
styada
Trying to use mcp servers for setting up local rag
Grey-Iris
Markdown-first Notion MCP server β 26 tools, 92% fewer tokens, full round-trip fidelity
DaleCameron
MCP Server for Notion
qihaze123
Confluence MCP server for Cloud/Server/Data Center. Supports whoami, search, raw CQL, create and update page.
bram2w
Baserow is an open source no-code platform, and alternative to Airtable. It contains an embedded MCP server that can be used to read and write data to the tables in the no-code database. Documentation can be found here https://baserow.io/user-docs/mcp-server.
MCP-Mirror
Mirror of
defi-io
Live docs for every verified smart contract.
sdimitrov
MCP Memory Server with PostgreSQL and pgvector for long-term memory capabilities
giancarloerra
Enterprise-grade (40m+ lines) codebase intelligence in a zero-setup, private and local MCP: managed indexing, hybrid semantic search, polyglot code dependency graphs, and DB/API/infra knowledge. Benchmark: 61% less tokens, 84% fewer calls, 37x faster than standard AI grep.
sanderkooger
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.
GsusFC
This project implements a MCP (Model Context Protocol) server that allows language models such as Claude to interact directly with Notion. It serves as a standardized interface between LLMs and the Notion API, eliminating the need for intermediate layers such as Supabase.
Mintlify
Search, read, and edit your documentation
fmicalizzi
MCP server for reading JSON knowledge bases without modifications
VoxellInc
Forge is Voxell's hosted text-embedding API. This MCP server exposes two tools β embed (turn text into vectors) and list_models β so any MCP-compatible agent can generate embeddings for semantic search, RAG, clustering, and dedup.
gunning4it
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 already knows your context. Connect via MCP using Streamable HTTP β no local install needed.
jcdiv47
BeingSoumyadeepSharma
MCP Server for taking notes using an LLM client like Claude Desktop.
Omedia
Guides, examples, and resources for working with Drupal and the MCP server.
ruslanmv
Building a Watsonx.ai Chatbot RAG Server with MCP compatible with Claude Desktop.
bjkemp
Vector Memory MCP Server - An MCP server with vector-based memory storage capabilities
xinlei413
ximanta
MCP Server for a note management application that integrates with Agents with MCP client integration - Tested with Claude Desktop
ue-sho
ergut
MCP server to interact with LogSeq via its Local HTTP API - enabling AI assistants like Claude to seamlessly read, write, and manage your LogSeq graph.
Common questions about the Memory & Knowledge category
Memory, notes, knowledge bases, documentation, and RAG
mcp.so currently lists 602 MCP servers and clients in the Memory & Knowledge category.
Open any server below and copy its install snippet into Claude Desktop, Cursor, VS Code, or another MCP client's configuration β remote servers need no separate download.