What is the Memory & Knowledge category?
Memory, notes, knowledge bases, documentation, and RAG
Memory, notes, knowledge bases, documentation, and RAG
ue-sho
cconstable
mcp server for obsidian notes
itsmerizzi
A simple AI-powered sticky notes app using MCP (Model Context Protocol) to add, read, delete, and summarize notes through Claude Desktop.
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.
fak111
A local knowledge management MCP server built with FastMCP framework.
krzysztofgawrys
AI-powered knowledge base for your Terraform modules.
nanahiryu
deep-poharkar
omarguzmanm
MCP Server to improve LLM context through vector search.
kaitpw
Give LLMs the power of direct access to the Revit API docs and related content (from The Building Coder blog) via an MCP server.
seritalien
Verifiable Memory-as-a-Service for AI agents. Persistent, searchable, graph-connected knowledge with optional Starknet
ContexaAI
esakrissa
Model Context Protocol documentation server for LangGraph and MCP.
rocnubie
Flow Music AI (flowmusicai.app) is a browser-based AI song generator that converts a plain-text description into a fully produced, mixed track in roughly 80 seconds. You type a one-line brief, optionally choose genre tags and a vocal mode, paste your own lyrics or let the built-i
Shivansh12t
tstockham96
Universal memory layer for AI agents. Semantic recall, automatic consolidation, and bi-temporal knowledge — in SQLite. 80% on LOCOMO benchmark using 96% fewer tokens.
romanshablio
Lightweight Python HTTP service that searches local files by name and returns JSON results for tools such as Cline.
Procrustes5
Br0ski777
x402 micropayment API for AI agents. In-memory vector store with cosine similarity search. For RAG pipelines. Pay per call with USDC on Base.
Kodadocs
AI-generated help docs for your web app in minutes, not weeks. KodaDocs is a Claude Code MCP server that reads your codebase, captures screenshots with a headless browser, annotates UI elements, writes documentation articles, and assembles a complete VitePress help center. Suppor
landicefu
flyer103
A simple Notion MCP Server
lecharles
A Model Context Protocol (MCP) server implementation for graph-based memory storage with RAG capabilities
zishengwu
A Model Context Protocol (MCP) server that leverages a vector database to efficiently index and query the codebase.
AnuragRai017
minhoyooDEV
confluence-mcp-server for 8
sgraal-ai
Deterministic pre-action verdict gate for agent memory — USE/WARN/ASK/BLOCK before an agent acts on a stored memory. Governs your existing store, doesn't replace it.
roelven
MCP (Model Context Protocol) server for Obsidian notes access via CouchDB LiveSync
mhmd2015
Create MCP server for accessing SharePoint Online
grainne-b
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.
R3Wlad
nohe427
This is a sample for showing how to do FIrebase Docs as an MCP server (including indexing documents)
Octid-io
Agentic AI instruction encoding. 86.8% smaller than JSON. Inference-free decode by table lookup. 342 opcodes, 26 namespaces, three conformant SDKs. Confirmed over LoRa mesh radio. Apache 2.0 with express patent grant.
team-dev-docs
jvanmelckebeke
Memory-enhanced MCP server with local RAG database and expiring memory capabilities
richbile
Verified, tier-0 regulatory data for your AI: connect Claude, ChatGPT or Cursor to 850+ official sources across 50+ jurisdictions.
Gelembjuk
This is the MCP server with memory interface. It can be used with an AI Chat tool as a memory service
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.
ximanta
MCP Server for a note management application that integrates with Agents with MCP client integration - Tested with Claude Desktop
sonesuke
Self-hosted MCP Japanese text indexing & search—chunking+embeddings with BM25×vector rerank
BeingSoumyadeepSharma
MCP Server for taking notes using an LLM client like Claude Desktop.
MCP-Mirror
Mirror of
Im-Hal-9K
Enhanced MCP server for Capacities, the knowledge management app. Features include listing spaces, searching content with full-text and title modes, retrieving complete object content by ID, saving weblinks with metadata and tags, and adding content to daily notes. Fork of the or
hellozhangran
obsidian-mcp-python, a very simple MCP Server demo that can help you to operate something about your obsidian md file
scitara-cto
orbrx
MCP server for GitBook
ogham-mcp
Persistent shared memory for AI agents. Hybrid search (pgvector + tsvector), knowledge graph, cognitive scoring, and 16-language temporal extraction. 97.2% Recall@10 on LongMemEval with one PostgreSQL query. Works across Claude Code, Cursor, Codex, OpenClaw, and any MCP client
MCP-Mirror
Mirror of
snyk-labs
MCP Server for the Node.js API documentation
yoshichiba
rails-mcp-server Gemのデモアプリです。
calvincchan
VoxellInc
Forge is Voxell's hosted text-embedding API. This MCP server exposes two tools — embed (turn text into vectors) and list_models — so any MCP-compatible agent can generate embeddings for semantic search, RAG, clustering, and dedup.
fmicalizzi
MCP server for reading JSON knowledge bases without modifications
xinlei413
TheWinci
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.
askme765cs
Goodnotes
Turn AI insights into documents
calypso-so
Launch a hosted Gemini File Search true multimodal RAG layer that answers from your PDFs, docs, screenshots, charts, diagrams, help center, FAQs, and images with citations people can verify.
evanmschultz
A memory MCP for IDE AI agent context support based on the mcp_server example by Zep AI
Common questions about the Memory & Knowledge category
Memory, notes, knowledge bases, documentation, and RAG
mcp.so currently lists 612 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 — remote servers need no separate download.