Categories

Current Category: rag

monkdb-mcp

by manohar9694

An MCP server 🚀 for MonkDB, licensed under Apache 2.0 📜

#ai-agents#ai-gateway+12

rust-docs-mcp-server

by Govcraft

🦀 Prevents outdated Rust code suggestions from AI assistants. This MCP server fetches current crate docs, uses embeddings/LLMs, and provides accurate context via a tool call.

#ai#ai-safety+20

mcp-ipfs

by alexbakers

🪐 MCP IPFS Server

#ai#decentralized+9

solon-ai

by opensolon

Java AI (agent) full scenario application development framework (LLM, Function Call, RAG, Embedding, Reranking, Flow, MCP Server, Mcp Client). Compatible with java8 ~ java24.

#ai#chat+16

chunker-mcp

by tarjeir

This cli tool/Model Context Protocol (MCP) server chunks source code files using LangChain's RecursiveCharacterTextSplitter and stores the resulting chunks in a ChromaDB vector database, including line range metadata for each chunk.

#indexing#indexing-engine+9

adk-mcp-rag

by khoi03

A Retrieval-Augmented Generation (RAG) system that leverages Google's Agent Development Kit (ADK) and Qdrant vector database via MCP server.

#adk-python#agentic-ai+6

tigris-mcp-server

by tigrisdata

The Tigris MCP Server implements the MCP specification to create a seamless connection between AI agents and Tigris key features like bucket and object management.

#mcp#s3-storage+6

unstorage-mcp

by slow-groovin

Key-Value storage MCP server based on unjs/unstorage, support drivers: redis, mongodb, filesystem. http

#kv-store#mcp+4

wandering-rag

by wandermyz

A CLI tool for personal RAG that retrieves data from Notion, Obsidian, Apple Notes, etc., stored in Qdrant and exposed as an MCP server.

#mcp#obsidian+2

mcp-storage-server

by storacha

Storacha MCP storage server - self-sovereign data for your AI applications.

#decentralized-storage#filecoin+9

tiny_chat

by to-aoki

This is an LLM application with chat functionality, featuring chat using RAG, a database, and MCP server capabilities. The UI is designed for Japanese users.

#chat#continue+7

github-stars

by ccbikai

A Cloudflare-powered MCP (Model Context Protocol) Server that allows you to search and query your GitHub starred repositories using natural language.

#autorag#cloudflare+5

rag-mcp-pipeline-research

by dzikrisyairozi

A learning repository exploring Retrieval-Augmented Generation (RAG) and Multi-Cloud Processing (MCP) server integration using free and open-source models.

#llms#mcp-server+4

monkdb-mcp

by monkdbofficial

An MCP server 🚀 for MonkDB, licensed under Apache 2.0 📜

#ai-agents#ai-gateway+13

MCP-RAG

by hulk-pham

A demo of Retrieval-Augmented Generation (RAG) application with MCP server integration.

#chromadb#mcp-server+3

RAG_MCP

by mytechnotalent

A RAG-ready MCP server for semantic PDF search with OCR, FAISS, and transformers—plug into any MCP client and retrieve intelligent answers within your MCP client.

#agent-based-modeling#agent-workflow-server+11

mcp-with-semantic-kernel

by LiteObject

Integrate Model Context Protocol (MCP) tools with Microsoft Semantic Kernel to build AI-driven workflows. This C# project connects MCP servers to Semantic Kernel, enabling LLMs to call external tools seamlessly. Features example code for developers exploring AI orchestration with .NET.

#ai#csharp+9

memory-mcp-server

by Sinhan88

A MCP (Model Context Protocol) server providing long-term memory for LLMs

#ai-memory#claude+14

filesystem-mcp

by Tabeeh

Node.js Model Context Protocol (MCP) server providing secure, relative filesystem access for AI agents like Cline/Claude.

#claude-desktop#component+15

rag-browser

by aashari

A Browser Automation Tool for Humans and AI - Built with Playwright, optimized for Bun runtime, supporting CLI and MCP Server modes for webpage analysis and automation

#browser-automation#playwright+11

mcp-pinecone

by sirmews

Model Context Protocol server to allow for reading and writing from Pinecone. Rudimentary RAG

#mod#rag+4

localmind

by timosur

LocalMind is an local LLM Chat App fully compatible with the Model Context Protocol. It uses Azure OpenAI as a LLM backend and you can connect it to all MCP Servers out there.

#mod#rag+4

refact

by smallcloudai

AI Agent that handles engineering tasks end-to-end: integrates with developers’ tools, plans, executes, and iterates until it achieves a successful result.

#ai-agent#developer-tools+10

the-pensieve

by seanivore

One simply siphons the excess thoughts from one's mind, pours them into the basin, and examines them at one's leisure. It becomes easier to spot patterns and links, you understand, when they are in this form.

#ai-memory#claudeme+7

mcp-local-rag

by nkapila6

"primitive" RAG-like web search model context protocol (MCP) server that runs locally. ✨ no APIs ✨

#mcp#mcp-server+5

mcp-ragdocs

by hannesrudolph

An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.