MCP Servers

docs-to-mcp-cli

AzureDevOpsAPI

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

MCP server for Voyage AI embeddings, reranking, and MongoDB Atlas Vector Search. Provides 11 tools for semantic search, document ingestion, cost estimation, and model exploration. Full RAG pipeline: chunk, embed, vector search, and rerank from any MCP client.

Kelnix Datamind Curator

kelnixsolutions

AI-Ready Data & Context Engineering API. Connect any data source — PostgreSQL, CRMs, APIs — and get clean, structured, AI-ready data in seconds. Natural language queries, semantic vector search, automated PII redaction, deduplication, and AI-powered context building for RAG pipel

FORGE Docs MCP Server

angrypenguinpng

Forge is an advanced 3D Gaussian Splatting renderer for THREE.js

Blue Prince Architect Notes (MCP Server)

myungbeans

MCP Server for local notes while playing through Blue Prince

Obsidian MCP Server Enhanced

labeveryday

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

MCP Synaptic

jvanmelckebeke

Memory-enhanced MCP server with local RAG database and expiring memory capabilities

Payman AI Documentation MCP Server

PaymanAI

MCP server, providing AI with access to the payman documentation

Give your AI agents a memory they can trust. Engram lets your AI remember past conversations, facts, and decisions, so it feels more like a real teammate.

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

xgmem MCP Memory Server

meetdhanani17

Global MCP server that manage all the project data,

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.

Examples

danny-tdoan

MCP server containing tools for real esate search

MCP Apple Notes

Dingzeefs

MCP server for Apple Notes integration with Cursor IDE

Wikijs Mcp

RicardoCenci

Simple Model Context Protocol (MCP) server for Wiki.js

Ask your home. Your AI assistant's memory for everything in and around your home.

Cuba Memroys

lENADRO1910

Persistent memory MCP for AI agents — Knowledge graph + Hebbian learning + Anti-hallucination. 12 tools, 1 dependency, zero manual setup.

Access your CRUSH voice notes, transcripts, and audio recordings from AI assistants.

Preserves the emotional texture of human-AI conversations across sessions through real-time experiential annotation — temperature, authenticity, shifts, subtext, and unspoken context.

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.

🔍 MCP Server - Vector Search

omarguzmanm

MCP Server to improve LLM context through vector search.

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

AI Context Flow

Plurality Network

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

Mcp Google Docs

phact

mcp server for creating, reading, editing google docs (supports comments)

MCP-RAG: Modular RAG Pipeline using MCP & GroundX

sujithadr

MCP server Implantation for RAG (GroundX API)

Crosmos

crosmos-labs

Persistent memory for AI agents. Give your coding assistant organizational context that compounds — search memories with hybrid retrieval, store anything with auto entity extraction, and query a living knowledge graph that gets smarter over time.

Constellation

ShiftinBits

Your AI agents don't understand your codebase. Upgrade from text search to code understanding.

mcp-docs

antunsz

A Simple MCP server to serve documentation for AI apps

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.

MCP Knowledge Base Reader

fmicalizzi

MCP server for reading JSON knowledge bases without modifications

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

MCP server that bridges Torna API documentation system with AI assistants (Cursor, Claude Desktop, etc.). Query, search, and explore your Torna API docs through natural language.

Graph Memory RAG MCP Server

lecharles

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

README

Indigo-Coder-github

MCP server to provide weather forecast in South Korea

Docsie

LikaloLLC

Docsie MCP brings your documentation workflow directly into Claude. Create, edit, and publish docs without leaving your AI assistant. Convert videos into structured documentation instantly, run compliance analysis on text, audio, and video content, and use semantic search to find

MCP DuckDB Knowledge Graph Memory Server

MCP-Mirror

Mirror of

Memory MCP Server

MCP-Mirror

Mirror of

Live docs for every verified smart contract.

Confluence MCP server for Cloud/Server/Data Center. Supports whoami, search, raw CQL, create and update page.

MCP server that gives AI coding agents instant access to Thomson MO5 technical documentation via semantic search.

MCP Memory Server

sdimitrov

MCP Memory Server with PostgreSQL and pgvector for long-term memory capabilities

Calypso Multimodal RAG

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.

docs

chiisen

使用 Hexo 架設簡單的分享技術文件並發佈到"cloudflare"，包含介紹文章: "全面瞭解 n8n v1.88.0 的重磅更新 —— MCP Server"、"教會你用 Google AI Studio 提早結束工作回家"、"C# 設計模式學習筆記與程式碼範例"、"JavaScript 設計模式學習筆記與程式碼範例"、"Functional Design Pattern 是一個結合函數式程式設計和設計模式的概念"

Docs Fetch MCP Server

wolfyy970

MCP server for fetching web page content with recursive exploration capability

About

Memory MCP Server

LucienBrule

MCP Memory Server - Qdrant

Payman AI Documentation MCP Server

MCP-Mirror

Mirror of