"Generating a series of images using MCP from a sample image" matching MCP servers:

• CHOFF-A-MCP (Anamnesis)

  dd-dent

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  security

  A

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  Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.

  Last updated 2025-07-03

  1

  MIT

• A-Share MCP Server

  firmmaple

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  security

  A

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  Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.

  Last updated 2025-07-17

  23

  MIT

• No-as-a-Service (NoaaS)

  Koneisto

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  A

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  Provides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.

  Last updated 2026-01-21

  4

  MIT

• A-MEM: Agentic Memory System

  tobs-code

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  security

  F

  license

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  quality

  Provides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.

  Last updated 2026-02-03

  6

• Chainflip Broker as a Service

  CumpsD

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  security

  A

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  Cross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.

  Last updated 2026-03-21

  10

  MIT

• A-Share MCP Server

  24mlight

  A

  security

  A

  license

  C

  quality

  A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  641

  MIT

• A Share MCP

  24mlight

  A

  security

  A

  license

  C

  quality

  A Model Context Protocol server providing tools for querying A-share stock market data, including historical prices, financial reports, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  641

  MIT

• openai-images-mcp

  sam-david

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  security

  F

  license

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  An MCP server for generating and editing images using OpenAI's GPT Image and DALL·E models. It provides tools for image generation, editing, variation creation, and model listing with support for multiple AI models.

  Last updated 2026-04-18

• MCP Server - Images

  rmrfslashbin

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  A Model Context Protocol server that enables AI-powered image generation through Stability AI and Black Forest Labs APIs, allowing users to create images from detailed text prompts with customizable settings and comprehensive metadata tracking.

  Last updated 2025-07-19

  MIT

• TSCodex MCP Images

  unbywyd

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  security

  F

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  Enables comprehensive image processing, stock image search from Pexels and Pixabay, and AI image generation using OpenAI DALL-E with support for resizing, format conversion, color extraction, and watermarking.

  Last updated 2026-01-15

  11

• stock-images-mcp

  jeanpfs

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  security

  A

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  B

  quality

  MCP server to search and download stock images from Pexels, Unsplash, and Pixabay

  Last updated 2026-02-11

  2

  21

  1

  MIT

• MCP for IIIF Images

  mikeapp

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  security

  A

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  B

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  Provides tools to fetch IIIF manifests and retrieve specific image regions or scaled images for analysis. This server enables detailed interaction with International Image Interoperability Framework resources, supporting tasks like image description and transcription.

  Last updated 2025-07-24

  3

  5

  MIT

• MCP Weather Sample

  sun873087

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  security

  A

  license

  B

  quality

  A demonstration project for Model Context Protocol (MCP) that integrates weather services with multiple AI models (Claude, GPT, Gemini), enabling natural language queries for weather alerts and forecasts.

  Last updated 2025-07-30

  2

  3

  MIT

• Hono MCP Sample Server

  y-moriya

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  security

  F

  license

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  quality

  A sample Model Context Protocol server built with Hono framework that provides weather and news resources, calculator and string reversal tools, and code review prompt templates.

  Last updated 2025-11-23

• MCP Server Sample

  antonscap

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  security

  A

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  B

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  An educational implementation of a Model Context Protocol server that demonstrates how to build a functional MCP server integrating with various LLM clients.

  Last updated 2025-05-16

  1

  2

  MIT

• Google Images Search MCP

  srigi

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  security

  A

  license

  B

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  MCP server for searching images with Google

  Last updated 2025-08-02

  2

  17

  11

  MIT

• Sample MCP Server

  satinath-nit

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  security

  F

  license

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  AI assistant application that integrates FastMCP server with MongoDB Atlas knowledge base, enabling direct MCP tool calling for document search and retrieval through a complete REST API.

  Last updated 2025-07-12

• Document Q&A MCP Server

  SY-MR-CODER

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  security

  A

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  A Python-based MCP server that enables document-based question answering by processing PDF, TXT, and Markdown files through OpenAI's API. It provides hallucination-free responses based strictly on document content using semantic search and includes a web interface for management.

  Last updated 2026-01-17

  MIT

• MCP Image Server

  IA-Programming

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  security

  A

  license

  A

  quality

  A Model Context Protocol server that enables fetching and processing images from URLs, local file paths, and numpy arrays, returning them as base64-encoded strings with proper MIME types.

  Last updated 2025-07-13

  1

  18

  MIT

• Langflow Document Q&A Server

  GongRzhe

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  security

  A

  license

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  quality

  Enables querying documents through a Langflow backend using natural language questions, providing an interface to interact with Langflow document Q\&A flows.

  Last updated 2025-04-16

  1

  15

  MIT

• MCP Sample Server

  happyteam-dx1

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  security

  F

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  A simple Model Context Protocol server providing basic utility tools including timezone-aware time retrieval and basic arithmetic calculations (add, subtract, multiply, divide).

  Last updated 2025-12-25

  2

  4

• A-SOC Trust MCP Server

  agntor

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  security

  A

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  Provides agent certification and trust verification tools for AI agents, enabling certification checks, trust score calculations, audit ticket issuance, and emergency kill switch activation through the A-SOC trust network.

  Last updated 2026-02-16

  1

  MIT

• MCP of MCPs

  eliavamar

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  security

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  A meta-server that aggregates multiple MCP servers into a single interface, reducing token usage by 98%+ through progressive tool discovery and direct code execution that processes data between tools without consuming context window space.

  Last updated 2026-03-18

  16

  9

  Apache 2.0

• Image MCP Server

  iplanwebsites

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  security

  F

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  An MCP server that provides AI image generation capabilities using OpenAI and Replicate APIs with support for customizable prompts and dimensions. It features specialized tools for generating square, landscape, and portrait images through simple natural language commands.

  Last updated 2025-06-16

  5

  11

• Sample Data MCP

  cdelashmutt-pivotal

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  security

  F

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  Generates fixed-length test data records with customizable field types including strings, enums, integers, dates, and fillers. Helps developers create realistic test datasets with specified formats and constraints.

  Last updated 2025-08-19

  1

  1

• Document Q&A MCP Server

  sprchr

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  A

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  Enables document-based question answering using OpenAI's GPT-4 with semantic search and embeddings. Upload PDF, TXT, or Markdown files and get answers strictly based on document content with source attribution and confidence scores.

  Last updated 2026-01-05

  MIT

• image-tools-mcp

  kshern

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  security

  A

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  Image Tools MCP is a Model Context Protocol (MCP) service that retrieves image dimensions and compresses images from URLs and local files using the TinyPNG API. It supports converting images to formats like webp, jpeg/jpg, and png, providing detailed information on width, height, type, and compressi

  Last updated 2025-06-26

  2

  14

  8

  MIT

• Two Truths and a Twist

  ErgodicLabs

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  security

  A

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  An MCP-based trivia game server where AI creates rounds with two true statements and one false 'twist' about various topics, letting players guess which statement is false.

  Last updated 2025-04-09

  5

  MIT

• Smart Image Generator

  shinpr

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  security

  A

  license

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  quality

  Enables AI assistants to generate and edit images using Google's Gemini 2.5 Flash Image API with intelligent prompt enhancement. Supports text-to-image generation, image editing with natural language instructions, and advanced features like character consistency and multi-image blending.

  Last updated 2026-04-08

  1

  636

  95

  MIT

• Image Generation MCP

  12-days-of-shipmas-2025

  A

  security

  A

  license

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  quality

  Generates blog and social media images using Google's Gemini AI with pre-configured platform presets for Ghost, Medium, Instagram, Twitter, LinkedIn, YouTube, and more.

  Last updated 2025-12-31

  2

  9

  MIT

• GPT Image 1 MCP

  CLOUDWERX-DEV

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  security

  A

  license

  D

  quality

  A Model Context Protocol server that enables generating and editing images using OpenAI's gpt-image-1 model, allowing AI assistants to create and modify images from text prompts.

  Last updated 2025-05-07

  2

  48

  18

  MIT

• You Need A Budget (YNAB) MCP

  Jtewen

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  security

  A

  license

  A

  quality

  An MCP to give AI agents extensive knowledge of your personal finances and control of your budgeting.

  Last updated 2025-06-19

  14

  9

  MIT

• Wikimedia-Search-Images

  xiaobenyang-com

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  security

  A

  license

  B

  quality

  This MCP server enables AI assistants to search for images on Wikimedia Commons, providing detailed metadata and optional thumbnail combinations to assist AI models in visual comparisons.

  Last updated 2026-01-09

  1

  2

  Apache 2.0

• Image Viewer MCP

  itrimble

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  security

  F

  license

  A

  quality

  A Model Context Protocol server that enables Claude to display and interact with images from the local filesystem, allowing users to view images directly in conversations and retrieve image metadata.

  Last updated 2025-05-29

  3

  2

• OpenRouter Image MCP Server

  WeiYu021

  A

  security

  -

  license

  A

  quality

  Enables generating and editing images using OpenRouter's API with Gemini 2.5 Flash Image model. Supports custom aspect ratios, iterative editing, and reference images for style transfer.

  Last updated 2025-10-10

  6

  13

  MIT

• DuckDB-RAG-MCP-Sample

  nananaman

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  security

  A

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  quality

  An MCP server that enables RAG (Retrieval-Augmented Generation) on markdown documents by converting them to embedding vectors and performing vector search using DuckDB.

  Last updated 2025-04-20

  4

  Apache 2.0

• SeeDream Image MCP

  wearzdk

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  A

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  Generates high-quality images using Volcano Engine's SeeDream 4.0 model with AI-powered prompt generation. Supports custom dimensions and intelligent reference images for seamless image creation in MCP-enabled clients.

  Last updated 2025-12-06

  2

  18

  MIT

• A VMware ESXi/vCenter

  bright8192

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  security

  A

  license

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  quality

  A VMware ESXi/vCenter management server based on MCP (Machine Control Protocol), providing simple REST API interfaces for virtual machine management.

  Last updated 2025-07-01

  57

  MIT

• mcp-image-downloader

  qpd-v

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  security

  A

  license

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  quality

  Enables AI assistants to download images from URLs and perform basic image optimization tasks.

  Last updated 2024-12-19

  2

  7

  16

  Apache 2.0

• proof-of-commitment

  piiiico

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  security

  F

  license

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  quality

  Supply chain risk scoring for npm, PyPI, and GitHub repos

  Last updated 2026-04-18

  1

  MIT

• openai-gpt-image-mcp

  199-mcp

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  security

  A

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  An MCP server that enables image generation and editing using OpenAI's DALL-E models with support for text prompts, inpainting, and outpainting. It includes advanced features like automatic aspect ratio mapping and intelligent file management to handle large image payloads.

  Last updated 2025-06-18

  5

  MIT

• Gemini Image MCP

  jk7g14

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  security

  F

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  B

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  Enables image generation and multi-turn editing sessions using the Gemini API within MCP-compatible environments. Users can create, modify, and configure images through natural language commands, supporting features like aspect ratio adjustments and session-based image transformations.

  Last updated 2026-02-09

  5

• Z-Image Studio

  iconben

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  security

  A

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  quality

  A local text-to-image generation server that enables AI agents to generate images, manage models, and browse history using the Z-Image-Turbo model. It supports hardware acceleration across NVIDIA, Apple Silicon, and AMD GPUs via multiple MCP transport protocols.

  Last updated 2026-04-15

  106

  Apache 2.0

• Image Worker MCP

  BoomLinkAi

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  security

  A

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  quality

  A lightweight MCP server for image processing and cloud uploads that automates resizing, converting, optimizing, and uploading images to services like AWS S3, Cloudflare R2, and Google Cloud Storage.

  Last updated 2025-07-24

  16

  18

  MIT

• Image Recognition MCP Server

  mcp-s-ai

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  security

  F

  license

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  quality

  Enables AI assistants to analyze and describe images from URLs using OpenAI's vision models through the Model Context Protocol.

  Last updated 2025-09-10

  8

  5

• mcp-chain-of-thought

  liorfranko

  A

  security

  A

  license

  B

  quality

  mcp-chain-of-thought

  Last updated 2025-05-07

  15

  44

  21

  MIT

• SeeDream Image MCP

  hongxianzhi

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  security

  A

  license

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  quality

  Enables AI-powered image generation using Volcano Engine's SeeDream 4.0 model. Supports custom sizes, reference images, and automatic prompt generation without complex prompting.

  Last updated 2026-01-11

  6

  MIT

• MCP Image Validator

  AronMav

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  security

  F

  license

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  quality

  Enables Claude and other MCP clients to analyze and describe images using the Qwen3-VL vision model (235B parameters) through Ollama Cloud API, supporting multiple image formats without requiring local GPU.

  Last updated 2025-11-03

• OpenAI GPT Image MCP

  SureScaleAI

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  security

  A

  license

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  quality

  An MCP tool server that enables generating and editing images through OpenAI's image models, supporting text-to-image generation and advanced image editing (inpainting, outpainting) across various MCP-compatible clients.

  Last updated 2025-05-31

  101

  MIT

• MCP Image Gen

  Legorobotdude

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  security

  F

  license

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  quality

  Generates images from text prompts using Google's Gemini AI models with customizable aspect ratios and resolutions up to 4K, automatically saving images locally.

  Last updated 2026-02-27

  81

  1