"Creating an app from files" matching MCP servers:

• Simple Files Vector Store

  lishenxydlgzs

  A

  license

  -

  quality

  D

  maintenance

  A very simple vector store that provides capability to watch a list of directories, and automatically index all the markdown, html and text files in the directory to a vector store to enhance context.

  Last updated 2025-03-31

  23

  42

  MIT

• Agentic RAG MCP

  enached134-ctrl

  A

  license

  A

  quality

  A

  maintenance

  A multi-agent Retrieval-Augmented Generation system exposed as an MCP server. Ask a question and a LangGraph pipeline plans the retrieval, pulls evidence from a pgvector knowledge base, optionally augments it with live web research, drafts a cited answer, and then self-critiques it for grounding — revising until the answer is supported by the sources.

  Last updated 2026-07-04

  3

  1

  MIT
• 

  scrapedatshi-mcpofficial

  scrapedatshi

  A

  license

  A

  quality

  B

  maintenance

  Enables scraping, crawling, structured data extraction, and vector DB synchronization from natural language in Claude Desktop using the scrapedatshi RAG pipeline API.

  Last updated 2026-07-22

  12

  MIT

• @dotlab-hq/vector-store-mcp

  dotlab-hq

  A

  license

  A

  quality

  C

  maintenance

  MCP server for OpenAI Vector Store API, managing vector stores, files, file batches, and semantic search.

  Last updated 2026-06-12

  21

  8

  MIT

• redflag-mcp

  govindgnair23

  F

  license

  A

  quality

  B

  maintenance

  An MCP server that provides queryable access to Anti-Money Laundering (AML) red flag knowledge from regulatory documents. It enables compliance officers to ask natural-language questions and receive relevant, sourced red flags from a local vector database.

  Last updated 2026-07-13

  7

• Local RAG

  shinpr

  A

  license

  A

  quality

  B

  maintenance

  Privacy-first local document search using semantic search. Runs entirely on your machine with no cloud services, supporting PDF, DOCX, TXT, and Markdown files.

  Last updated 2026-07-11

  7

  2,912

  338

  MIT

• Workspace Qdrant MCP

  ChrisGVE

  A

  license

  A

  quality

  B

  maintenance

  Project-scoped semantic workspace memory for AI coding assistants. Watches your project files and auto-indexes code and docs into Qdrant using tree-sitter semantic chunking and hybrid search (dense + sparse + RRF)

  Last updated 2026-07-09

  6

  3

  Apache 2.0

• vault-rag-mcp

  fjacquet

  F

  license

  A

  quality

  C

  maintenance

  MCP server for semantic search in an Obsidian Second Brain vault using self-hosted Qdrant and Google Gemini embeddings.

  Last updated 2026-06-20

  3

• Combined MCP Server

  manish6007

  A

  license

  A

  quality

  C

  maintenance

  Integrates Redshift database query capabilities with vector-based knowledgebase tools for semantic search and RAG applications. It enables users to execute SQL queries, explore database schemas, and perform hybrid semantic searches on markdown files stored in S3.

  Last updated 2026-07-13

  7

  MIT

• dex-kline-mcp

  kukapay

  A

  license

  A

  quality

  D

  maintenance

  An MCP server that streams K-line (candlestick) data from decentralized exchanges (DEXs) to power your AI agents and workflows.

  Last updated 2025-07-02

  1

  4

  MIT
• 

  openserverless-mcpofficial

  apache

  A

  license

  A

  quality

  B

  maintenance

  An MCP server for OpenServerless that exposes action tools for creating, invoking, and managing API endpoints with integrated services like S3, PostgreSQL, Redis, and Milvus.

  Last updated 2026-07-15

  8

  Apache 2.0

• cocoindex MCP

  datarian

  A

  license

  A

  quality

  B

  maintenance

  An MCP server that incrementally indexes repositories and documents into a Postgres + pgvector store using CocoIndex, and exposes semantic search over them.

  Last updated 2026-07-01

  3

  1

  MIT
• 

  mcp-server-qdrantofficial

  qdrant

  A

  license

  B

  quality

  D

  maintenance

  This repository is an example of how to create a MCP server for Qdrant, a vector search engine.

  Last updated 2026-07-10

  2

  1,461

  Apache 2.0

• PocketMCP

  Kailash-Sankar

  F

  license

  B

  quality

  D

  maintenance

  A lightweight, local-first MCP server that automatically watches folders, chunks and embeds files using Transformers.js, and exposes semantic search capabilities to VS Code and Cursor. Runs completely offline with SQLite vector storage, designed for resource-constrained environments.

  Last updated 2025-09-01

  4

  1

• mcp-server-qdrant

  ai-integr8tor

  A

  license

  B

  quality

  C

  maintenance

  An MCP server for storing and retrieving memories using Qdrant vector search, acting as a semantic memory layer.

  Last updated 2026-07-21

  2

  Apache 2.0

• eips-mcp

  kukapay

  A

  license

  B

  quality

  D

  maintenance

  An MCP server for providing semantically related Ethereum Improvement Proposals (EIPs) to AI agents.

  Last updated 2025-07-04

  1

  3

  MIT

• Supavec MCP Server

  supavec

  A

  license

  B

  quality

  D

  maintenance

  Enables fetching relevant content and embeddings from Supavec via the Model Context Protocol, allowing AI assistants like Claude to access vector search capabilities.

  Last updated 2025-07-07

  2

  14

  4

  MIT

• acme-mcp

  Origin-Digital-LLC

  F

  license

  B

  quality

  D

  maintenance

  A nested MCP system that demonstrates server composition by using an orchestrator to manage an internal vector store for semantic search. It enables complex, multi-hop retrieval and reasoning over a knowledge base through an agentic reasoning loop.

  Last updated 2026-02-22

  1

• MCP Memory SQLite

  spences10

  A

  license

  C

  quality

  D

  maintenance

  Provides persistent memory and knowledge graph capabilities for AI assistants using local SQLite storage. Enables creating, searching, and managing entities, relationships, and observations with vector search support across conversations.

  Last updated 2026-07-21

  7

  37

  14

  MIT

• MCP Server for Qdrant

  Jimmy974

  A

  license

  -

  quality

  D

  maintenance

  A Machine Control Protocol (MCP) server that enables storing and retrieving information from a Qdrant vector database with semantic search capabilities.

  Last updated 2025-03-18

  Apache 2.0