MCP Servers

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.

Building a Watsonx.ai Chatbot RAG Server with MCP

ruslanmv

Building a Watsonx.ai Chatbot RAG Server with MCP compatible with Claude Desktop.

Meeting BaaS API Documentation Server

Meeting-Baas

An MCP server to deliver context to the MeetingBaaS chat

LawMem gives legal AI agents persistent, searchable memory via MCP. Store case notes, client context, research findings, and matter history — recalled semantically when relevant. Namespace-isolated, audit-logged, GDPR-compliant. Free tier + paid plans.

Python notebook

UsamaK98

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

Notion MCP Client

phoenine

A simple MCP server that integrates with Notion's API to manage my personal habit track.

6-tier AI memory system with 28 MCP tools — episodic memory, knowledge graphs, document storage, session ledger, auth & GDP 6-tier AI memory system with 28 MCP tools — episodic memory, knowledge graphs, document storage, session ledger, auth & GDPR complianceR compliance

Bun Documentation MCP

ghoulr

A MCP server that provides Bun documentation to AI assistants. This enables your AI to access up-to-date Bun documentation and provide accurate guidance on Bun APIs.

x402 micropayment API for AI agents. In-memory vector store with cosine similarity search. For RAG pipelines. Pay per call with USDC on Base.

🤖 Large Language Models (LLMs)

RahulSaini02

This repo is dedicated to learning and working with large language models (LLMs), prompt engineering, and modern GenAI tools such as LangChain, RAG, and vector databases.

Docs MCP Server

gpreddy172

A simple MCP server to search for documentation

AI Engineer Neo4j Memory MCP Demo

a-s-g93

A short demo of the Neo4j Memory MCP server.

A local knowledge management MCP server built with FastMCP framework.

SelfMemory

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

GitHub Knowledge Graph MCP Server

ItamarZand88

MCP server for GitHub Knowledge Graph exploration and analysis

LeetCode MCP (Model Context Protocol)

Kishan-N

MCP Server to generate Leetcode Notes

README

Indigo-Coder-github

MCP server to provide weather forecast in South Korea

MDN Lookup

BabyManisha

Tool to fetch and summarize developer documentation from [MDN Web Docs](https://developer.mozilla.org/).

Agent Magnet

helinakdogan

Self-learning memory for AI tools. Remembers user preferences and context across Claude, Cursor, and Codex — with multi-parameter forgetting and cross-tool identity.

Ebenova Legal Docs

dgtalquantumleap-ai

Generate legally compliant contracts, NDAs, tenancy agreements, and 24+ more document types across 18 jurisdictions including Nigeria, Kenya, Ghana, UK, USA, Canada.

Make it easy for agents to build their context about your projects over time

Cognitive memory for AI agents — persistent semantic memory with knowledge graph and adaptive recall

Contexo

sugihAF

AI Agent Context Versioning and Synchronization

Memo

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 — MLX on Apple Silicon or CPU sentence-transformers on Linux/Docker — and a sqlite-vec + BM25 hybrid retrieval pipeline with re

MCP Documentation Server

mahawi1992

MCP Documentation Server with AI Learning Capabilities

MCP Docs Tools

osok

this is a MCP server that create uml text based class diagrams, project tree structure and a list of modules anf functions in the project to assist cursor in understanding the project.

Obsidian MCP Server

MCP-Mirror

Mirror of

Persistent project memory for AI coding agents. Hybrid vector + BM25 search with AST-aware chunking (24 languages), dependency graph boosting, conversation memory, checkpoints, annotations, and wiki generation. Local-first, zero config. `bunx mimirs init`

A Model Context Protocol (MCP) server that leverages a vector database to efficiently index and query the codebase.

notebook_mcp

redthing1

mcp server for your personal notes

A local, fully-offline MCP memory server using SQLite + FTS5 + sqlite-vec with embedding support

Graph Memory RAG MCP Server

lecharles

A Model Context Protocol (MCP) server implementation for graph-based memory storage with RAG capabilities

Memory server for AI Chat with MCP interface

Gelembjuk

This is the MCP server with memory interface. It can be used with an AI Chat tool as a memory service

🧠 Deep Project Analysis: Memory Context Manager v2

PubFi MCP

helixbox

Public docs, examples, and agent-readable integration guides for PubFi's agent-native crypto data layer.

Basic Memory MCP Server Extension for Zed Editor

ossfellow

Basic Memory MCP server integration, for Zed Editor's Assistant.

Brain Protocol

seritalien

Verifiable Memory-as-a-Service for AI agents. Persistent, searchable, graph-connected knowledge with optional Starknet

Smriti Mcp

tejzpr

Smriti is a Model Context Protocol (MCP) server that provides persistent, graph-based memory for LLM applications. Built on LadybugDB (embedded property graph database), it uses EcphoryRAG-inspired multi-stage retrieval - combining cue extraction, graph traversal, vector similari

Local-first MCP server for searching private Obsidian vaults with hybrid full-text, fuzzy, semantic, and wikilink graph retrieval.

A free, plug-and-play knowledge base. Built-in with 10,000+ high-quality insight reports, packaged as MCP Server, and secure local data storage.

MCP-RAG

HarshDindeAI

The MCP-RAG Server is an implementation of the Model Context Protocol (MCP) designed to enhance AI assistants by providing them with real-time access to relevant documentation through semantic vector search. It enables AI models to retrieve and process documentation, allowing for

Claude Desktop Notion MCP Server

tkc

Notion MCP Server

MCP with RAG Demo

thinklytics

This demonstration project shows how to implement a Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG) capabilities. The demo allows AI models to interact with a knowledge base, search for information, and add new documents.

docs-to-mcp-cli

AzureDevOpsAPI

A CLI utility for turning your docs into a stdio MCP server

Obsidian MCP Python

hellozhangran

obsidian-mcp-python, a very simple MCP Server demo that can help you to operate something about your obsidian md file