"Information about RAG (Retrieval-Augmented Generation)" matching MCP servers:

• Retrieval-Augmented Thinking

  stat-guy

  A

  license

  B

  quality

  D

  maintenance

  Enhances AI model capabilities with structured, retrieval-augmented thinking processes that enable dynamic thought chains, parallel exploration paths, and recursive refinement cycles for improved reasoning.

  Last updated 2025-08-13

  1

  24

  MIT

• Image Generation MCP Server

  GongRzhe

  A

  license

  B

  quality

  F

  maintenance

  Provides image generation capabilities for Claude using the Replicate Flux model, allowing users to create images from text prompts with customizable parameters like aspect ratio and output format.

  Last updated 2025-04-15

  1

  121

  51

  MIT

• app-generation-microservice

  carlosge492

  A

  license

  -

  quality

  B

  maintenance

  Generates compiled Flutter apps from JSON Product Requirements Documents. Exposes endpoints for PRD validation, schema, payment terms, and build status.

  Last updated 2026-08-05

  MIT

• mcp-server-documentary

  ThomasKaragiannopoulos

  F

  license

  -

  quality

  B

  maintenance

  Enables autonomous generation of long-form YouTube documentaries (15-25 minutes) with minimal human intervention, focusing on historical niches like Byzantine history.

  Last updated 2026-06-21

• Modular RAG MCP Server

  bliss-fox

  A

  license

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  quality

  C

  maintenance

  Enables building production-grade RAG systems with agentic reasoning, hybrid retrieval, and MCP protocol integration for use with Claude Desktop.

  Last updated 2026-07-27

  1

  MIT

• Super RAG MCP Server

  test-center-ai

  F

  license

  -

  quality

  C

  maintenance

  Enables AI agents to perform offline cybersecurity research and penetration testing by querying a local knowledge base of curated security data, with tools for searching, answering, and status checking.

  Last updated 2026-06-27

• Image Generation MCP Server

  manascb1344

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  license

  B

  quality

  D

  maintenance

  A Model Context Protocol server that enables high-quality image generation using the Flux.1 Schnell model via Together AI with customizable parameters.

  Last updated 2025-05-23

  1

  73

  10

  MIT

• Image Generation MCP Server

  sarthakkimtani

  A

  license

  B

  quality

  D

  maintenance

  A Model Context Protocol server that enables generation of high-quality images using the Flux.1 Schnell model via Together AI, allowing users to create images from text prompts with customizable dimensions.

  Last updated 2025-03-11

  1

  18

  MIT

• OpenAI Image Generation MCP

  IncomeStreamSurfer

  A

  license

  -

  quality

  D

  maintenance

  Provides tools for generating and editing images using OpenAI's gpt-image-1 model via an MCP interface, enabling AI assistants to create and modify images based on text prompts.

  Last updated 2025-04-29

  15

  Apache 2.0

• Dynamic Per-User Tool

  ShivamPansuriya

  F

  license

  -

  quality

  D

  maintenance

  Enables dynamic generation of tools based on user-specific permissions from an external API. Users receive personalized tools tailored to their access rights, with intelligent caching and graceful fallback to static tools.

  Last updated 2025-12-01

• User Prompt MCP Server

  Jacob-J-Thomas

  F

  license

  -

  quality

  C

  maintenance

  A server that lets AI agents ask users clarifying questions mid-task via a pop-up terminal window, enabling interactive context gathering.

  Last updated 2026-02-12

• GhostMap v2

  Samir12218415

  F

  license

  -

  quality

  B

  maintenance

  Exposes AI-augmented network reconnaissance and evasion capabilities as callable FastMCP tools, enabling natural language orchestration of host discovery, service fingerprinting, CVE mapping, and attack chain synthesis.

  Last updated 2026-06-09

  1

• Model Context Protocol Server

  ashishpatel26

  F

  license

  -

  quality

  D

  maintenance

  A server exposing intelligent tools for enhancing RAG applications with entity extraction, query refinement, and relevance checking capabilities.

  Last updated 2025-05-15

  34

• Zaifer-MCP

  curio184

  A

  license

  A

  quality

  -

  maintenance

  Enables LLM assistants like Claude to interact with Zaif cryptocurrency exchange through natural language, supporting market information retrieval, chart data, trading, and account management for BTC/JPY, ETH/JPY, and XYM/JPY pairs.

  Last updated 2025-06-14

  9

• mcp-knowledge-graph

  shaneholloman

  A

  license

  A

  quality

  C

  maintenance

  An improved implementation of persistent memory using a local knowledge graph with a customizable --memory-path. This lets Claude remember information about the user across chats.

  Last updated 2026-05-29

  10

  531

  881

  MIT

• agent-memory-mcp

  kira-autonoma

  A

  license

  A

  quality

  D

  maintenance

  An MCP server for managing agent memory using provenance tracking, decay-weighted retrieval, and feedback loops to optimize information recall. It allows agents to store insights in a local SQLite database and rank them based on confidence, age, and usefulness.

  Last updated 2026-03-23

  4

  46

  MIT

• mcp-garendesign

  lyw405

  F

  license

  B

  quality

  D

  maintenance

  Enables AI-driven frontend component design and code generation from natural language requirements. Supports Vue, React, and Angular with intelligent component decomposition, API design, and complete project generation.

  Last updated 2025-08-26

  4

  3

• Brex MCP Server

  crazyrabbitLTC

  A

  license

  B

  quality

  D

  maintenance

  A Model Context Protocol server that enables AI agents to interact with Brex financial platform data, allowing retrieval of account information, expenses, budgets, and team data through standardized resource handlers.

  Last updated 2025-08-27

  21

  33

  4

  MIT
• 

  memro MCP Serverofficial

  memrohq

  A

  license

  -

  quality

  D

  maintenance

  Provides persistent memory for AI models by enabling the storage and retrieval of episodic, semantic, and procedural information through the memro protocol. It allows assistants to maintain long-term context via semantic search and chronological memory management.

  Last updated 2026-03-23

  1

  MIT
• 

  airasofficial

  airas-org

  A

  license

  -

  quality

  B

  maintenance

  MCP server for AIRAS, an open-source research automation platform. It provides tools for paper search, retrieval, hypothesis generation, experiment execution, and paper writing, enabling automated or interactive research directly from MCP clients.

  Last updated 2026-08-05

  32

  MIT