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AI-first file sharing and collaboration. 251 MCP tools give agents a full workspace: file storage, branded shares, comments, workflows, and built-in RAG. Free…
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AI-first file sharing and collaboration. 251 MCP tools give agents a full workspace: file storage, branded shares, comments, workflows, and built-in RAG. Free…
Memory-enhanced MCP server with local RAG database and expiring memory capabilities
MCP server that gives AI coding agents instant access to Thomson MO5 technical documentation via semantic search.
# Qdrant DevContainer for File Embeddings This project provides a development container setup for running Qdrant with file embeddings. It includes everything…
A Model Context Protocol (MCP) server implementation for graph-based memory storage with RAG capabilities
PinRAG is a retrieval-augmented generation (RAG) MCP server built with LangChain and Chroma. Index PDFs, plain text, Discord exports, YouTube transcripts, and…
FlexOrch MCP converts unstructured documents (PDF, DOCX, invoices, contracts, payroll) into structured, LLM-ready datasets via 6 async tools. Covers the full…
Self-hosted AI workflow automation platform with visual canvas, agents, RAG, HITL, MCP, and observability in one runtime. Expose your Heym workflows as an MCP…
A Model Context Protocol (MCP) server that automatically generates Cornell-style study notes and summaries from the conversational context, with RAG active…
Auditable, self-improving knowledge & memory for AI agents, served over MCP. Citation-enforced answers (no source, no claim), a replayable why-trace per…
Dalexor MI is an advanced project memory system designed to provide AI coding assistants with **Contextual Persistence**. Unlike standard RAG…
A local, Rust-based Knowledge Graph MCP server. Cuts AI coding token usage by up to 98% by intelligently querying your codebase instead of sending full files.
# 프롬프트 기반 노션 MCP 클라이언트 OpenAI API와 Notion API를 사용하여 자연어 명령으로 노션 작업 공간을 제어하는 클라이언트입니다. ## 설치 방법 1. 저장소를 클론합니다: ``` git clone [저장소 URL] cd [프로젝트 폴더] ``` 2. 가상…
MCP server for Apache AGE graph databases on PostgreSQL. **21 MCP tools** — the most comprehensive Apache AGE MCP server (graph CRUD, Cypher queries, batch…
Trying to use mcp servers for setting up local rag
# Lspace API & MCP Server > "Books bend space and time... You stray into Lspace at your peril." - Terry Pratchett (Guards! Guards!) ![The Librarian - Lspace…
A specialized RAG gateway providing language models with Cardano blockchain knowledge. Enables AI assistants to access documentation, validate smart contracts…
Create MCP server for accessing SharePoint Online
Retrieve and process documentation using vector search to provide context for AI assistants.
Explore and understand codebases through conversation by breaking files into logical chunks for searching and querying without embeddings.
🚀 All-in-one MCP server with AI search, RAG, and multi-service integrations (GitLab/Jira/Confluence/YouTube) for AI-enhanced development workflows. Folk from…
MCP server for retrieving relevant documentation from a knowledge base
Dynamic RAG Engine for AI Reliability. We provide mathematically scored context & sanitized data to prevent hallucinations in both static & volatile domains…
API service to search vectorized Cursor IDE chat history using LanceDB and Ollama