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Memory & Knowledge

Firebase Docs MCP Server Setup

nohe427

This is a sample for showing how to do FIrebase Docs as an MCP server (including indexing documents)

Memory & Knowledge

Payman AI Documentation MCP Server

MCP-Mirror

Mirror of

Memory & Knowledge
LM

Linksee Memory

michielinksee

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%

Memory & Knowledge

Getting Started with the Dev-Docs Starter Template

team-dev-docs

Memory & Knowledge

README

yaxhpal

These are MCP servers which I have implemented. Feel free to utilize them if you need.

Memory & Knowledge

Notion_mcp_server

grainne-b

Memory & Knowledge

Confluence MCP Server

minhoyooDEV

confluence-mcp-server for 8

Memory & Knowledge

Brain Server - MCP Knowledge Embedding Service

patrickdeluca

Memory & Knowledge

Notion MCP Server

flyer103

A simple Notion MCP Server

Memory & Knowledge

Semantic Ui React

Semantic-Org

Memory & Knowledge

Kodadocs

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

Memory & Knowledge
S—

Smarts — Live Docs For Every Smart Contract

defi-io

Live docs for every verified smart contract.

Memory & Knowledge

墨问创作助手

we-mowen

墨问是集记录、创作和分享于一体的智能笔记工具和内容社区,让有价值的内容,在人与人之间流动。

Memory & Knowledge

Rust Docs MCP Server

laptou

Memory & Knowledge
AD

Adonis Docs Mcp

pimentelleo

MCP server that gives AI agents fast access to AdonisJS documentation (v5, v6, v7).

Memory & Knowledge

Semantic Calculator MCP

identimoji

MCP tool in python for performing various semantic calcualtions

Memory & Knowledge

MCP Notion

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.

Memory & Knowledge

프롬프트 기반 노션 MCP 클라이언트

cltechco-rag

Memory & Knowledge
AD

AppSumo Docs MCP

5h0ov

Memory & Knowledge

Obsidian MCP Server Enhanced

labeveryday

This project provides a Model Context Protocol (MCP) server for interacting with Obsidian vaults through AI assistants.

Memory & Knowledge

Geniuz

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.

Memory & Knowledge

MCP Docs

Omedia

Guides, examples, and resources for working with Drupal and the MCP server.

Memory & Knowledge
DL

DevRag - Lightweight Local RAG MCP Server

tomohiro-owada

Lightweight local RAG MCP server for semantic vector

Memory & Knowledge

Python notebook

UsamaK98

A lightweight python notebook mcp server that allows AI agents and other MCP clients to interact with python notebook files seamlessly.

Memory & Knowledge

Memory Quality Mcp

ladyiceberg

A Claude Code MCP plugin that audits and cleans up your AI memory.

Memory & Knowledge
N

Notion

ContexaAI

Memory & Knowledge

Lipsky Memory MCP

Lipdog

Multi-project memory MCP - A Model Context Protocol server for managing project memory and context

Memory & Knowledge
EE

EMMS - Enhanced Memory Management System

supermaxlol

Cognitive memory system for AI agents with 129 MCP tools. Persistent hierarchical memory, emotional recall, knowledge graphs, spreading activation, hybrid retrieval (BM25+RRF), metacognition, goal tracking, spaced repetition, dream consolidation, and more.

Memory & Knowledge

AWS Amplify Gen 2 Documentation MCP Server

unirt

This MCP server provides tools to access AWS Amplify Gen 2 documentation and search for content. (not official)

Memory & Knowledge
K

Kobsidian

bezata

Filesystem-first MCP server for Obsidian vaults with an LLM-Wiki layer on top.

Memory & Knowledge

Go Docs Mcp

drolosoft

Multi-format document MCP server — read, search, OCR, and extract from PDF, TXT, MD, DOCX, CSV, and images. Single Go binary, 12 tools, smart caching.

Memory & Knowledge
MA

Memory Arbiter Mcp

billy12151

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.

Memory & Knowledge
MM

MyAITwin MCP

LutoLabs

Personal knowledge twin with semantic search. Store voice notes, documents, URLs, principles, and skills from any AI chat, then retrieve them with inline provenance citations. Hosted, multi-tenant, with per-user bearer-token auth and full data isolation.

Memory & Knowledge

MCP Documentation Server

MCP-Mirror

Mirror of

Memory & Knowledge

solana-docs-server MCP Server

MCP-Mirror

Mirror of

Memory & Knowledge

Notion Prompts MCP Server

BaoxingZhang

Memory & Knowledge

mcp-server-with-semantic-kernel

cnrishiraj

Building Semantic Kernel Agents with Model Context Protocol (MCP) Plugins in Python

Memory & Knowledge

README

yoshichiba

rails-mcp-server Gemのデモアプリです。

Memory & Knowledge
AK

Arcology Knowledge Node

YourLifewithAI

Read-only MCP server for AI agents to explore an 8-domain collaborative engineering knowledge base. Covers the design of Arcology One — a speculative mile-high city for 10 million people. 32 entries spanning structural engineering, energy systems, environmental systems, mechanica

Memory & Knowledge

Recon Knowledge

Recon-Fuzz

Search Recon documentation, book, and newsletter. Queries getrecon.xyz, book.getrecon.xyz, and getrecon.substack.com for fuzzing, invariant testing, and Chimera framework knowledge.

Memory & Knowledge
A

Arezzo

ConvergentMethods

Compile semantic document edits into correct Google Docs batchUpdate requests. UTF-16 arithmetic, cascading index shifts, OT-compatible ordering. MIT licensed.

Memory & Knowledge

MCP-Mem0: Long-Term Memory for AI Agents

gustavoserafim

Memory & Knowledge
PM

Project Memory

kaaustubh

Memory & Knowledge
OW

Ones Wiki Mcp Server

brianxiadong

A Spring AI MCP-based service for retrieving ONES Wiki content and converting it to AI-friendly text format.

Memory & Knowledge

MCP Server

JanithSilva

MCP server that provides tools for metadata retrieval from SharePoint and entity retrieval from a Neo4j knowledge graph using semantic similarity search.

Memory & Knowledge

AI Context Flow

Plurality Network

Universal memory for AI agents and tools. Save, organize and search context on any AI tool or platform.

Memory & Knowledge

🔍 MCP Server - Vector Search

miosomos

MCP Server to improve LLM context through vector search.

Memory & Knowledge
M

MemoryBank

nakamurau1

Memory & Knowledge

VerifiedState Memory

verifiedstate

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.

Memory & Knowledge
MB

Myco Brain

thegoodguysla

Myco Brain is a self-hosted, open-source (Apache-2.0) memory layer and MCP server for AI agents. Cross-session recall with a deterministic write path and source-backed answers (brain_why), on your own Postgres, no API keys to start. 11 brain_* tools; keyless semantic search via l

Memory & Knowledge

Forkit

zientesit

Persistent coordination infrastructure for multi-agent AI systems, exposed as a single MCP endpoint.

Memory & Knowledge

Forge

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.

Memory & Knowledge

mcp_docs_server

crossagent

helper for build a mcp server

Memory & Knowledge
KD

Keycloak Documentation

chenhunghan

MCP sever for fetching latest Keyclaok documentation in LLM friendly format

Memory & Knowledge

MCP Server: Memory

kwanLeeFrmVi

Memory & Knowledge

ckg-agentforce

Yarmoluk

Salesforce AgentForce as a traversable knowledge graph — 40 nodes, Einstein Trust Layer, $2-per-resolution billing path, 11x fewer tokens than RAG. MCP-native.

Memory & Knowledge

mcp-server-notion

dulltz

Memory & Knowledge

UV Documentation MCP Server

StevenBtw

A Model Context Protocol (MCP) server that provides access to UV package manager's documentation.

Memory & Knowledge

MCP-Notion

Verandert-Gewoon

MCP server for Notion

Memory & Knowledge

Frequently asked questions

Common questions about MCP servers, tools, and integrations

1

What is an MCP server?

An MCP server is a program built on the Model Context Protocol that wraps a tool, data source, or API — like file access, a database, or web search — into a capability an AI assistant can discover and call.

2

How do I install an MCP server?

Every server's detail page includes ready-to-paste config snippets for Claude Desktop, Cursor, VS Code, and other common clients — most installs take just a couple of minutes.

3

Are MCP servers free to use?

Most servers listed here are free and open source. Some wrap third-party APIs (cloud services, paid data providers, etc.) that require your own API key or subscription.

4

What is the difference between local and remote MCP servers?

A local MCP server runs on your device and usually connects over stdio, giving you more direct control over data but requiring a runtime and installation. A remote MCP server is hosted by a provider and connects over HTTP, making setup easier while adding network and provider availability dependencies.

5

Which AI clients can connect to MCP servers?

Claude Desktop, Claude Code, Cursor, VS Code, Codex, and other AI clients that support the Model Context Protocol can connect to MCP servers. Configuration formats and supported transports vary by client.

6

How can I evaluate whether an MCP server is safe and reliable?

Review the source repository, maintenance activity, dependencies, requested permissions, and data-handling documentation before installation, and prefer official or trusted maintainers. Use least-privilege credentials for sensitive access such as files, databases, shells, and production systems.