"How to implement intent recognition in MCP" matching MCP servers:

• How-To-Cook

  xiaobenyang-com

  A

  license

  B

  quality

  D

  maintenance

  An AI recipe recommendation server based on the MCP protocol, providing functions such as recipe query, classification filtering, intelligent dietary planning, and daily menu recommendation.

  Last updated 2026-01-09

  5

  1

  Apache 2.0

• Search Intent MCP

  captainChaozi

  A

  license

  C

  quality

  D

  maintenance

  An MCP-based service that analyzes user search keywords to determine their intent, providing classifications, reasoning, references, and search suggestions to support SEO analysis.

  Last updated 2025-03-31

  1

  22

  2

  ISC

• MCP Image Recognition Server

  mario-andreschak

  A

  license

  A

  quality

  D

  maintenance

  Provides image recognition capabilities using Anthropic Claude Vision and OpenAI GPT-4 Vision APIs, supporting multiple image formats and offering optional text extraction via Tesseract OCR.

  Last updated 2025-04-12

  3

  39

  MIT

• In Memoria

  pi22by7

  A

  license

  -

  quality

  D

  maintenance

  Persistent memory and pattern learning for AI coding assistants via MCP.

  Last updated 2025-12-23

  67

  169

  MIT

• Image Recognition MCP Server

  mcp-s-ai

  A

  license

  -

  quality

  C

  maintenance

  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

  3

  5

  ISC

• image-recognition-mcp

  llt22

  A

  license

  -

  quality

  B

  maintenance

  Gives vision-less LLMs the ability to recognize clipboard screenshots and images by proxying to an OpenAI-compatible vision model.

  Last updated 2026-06-19

  20

  ISC

• MCP Image Recognition Server

  glasses666

  F

  license

  -

  quality

  C

  maintenance

  Enables image analysis and recognition through multiple LLM vision models (Gemini, GPT-4o, Qwen-VL, Doubao) by accepting image URLs or Base64 data and returning text descriptions or answers to questions about the images.

  Last updated 2025-12-03

  1

• amazon-in-mcp

  justadityaraj

  A

  license

  A

  quality

  A

  maintenance

  MCP server for amazon.in — cheapest in-stock, best-value picks, and price history links.

  Last updated 2026-05-24

  40

  3

  23

  1

  MIT

• Train in Silence

  hlpun

  A

  license

  B

  quality

  C

  maintenance

  Enables users to describe their LLM fine-tuning job once and get the cheapest, fastest, and most balanced GPU options across a dozen cloud providers in seconds.

  Last updated 2026-05-08

  7

  100

  MIT

• All-in-MCP

  isomoes

  A

  license

  C

  quality

  B

  maintenance

  Enables academic research through paper search across multiple databases (IACR, CryptoBib, Crossref, Google Scholar), PDF processing, and GitHub repository browsing. Features modular architecture with FastMCP-based proxy server routing to specialized academic tools.

  Last updated 2026-02-07

  7

  2

  MIT

• codex-in-claude

  briandconnelly

  A

  license

  -

  quality

  B

  maintenance

  Call OpenAI Codex from Claude Code for independent second opinions, structured code review, and delegated coding tasks through a FastMCP plugin that drives the codex CLI safely.

  Last updated 2026-06-19

  MIT

• @zeph-to/mcp-server

  zeph-to

  A

  license

  A

  quality

  A

  maintenance

  MCP server for AI agents to send notifications, copy to clipboard, request confirmations, and collect text input from users across their devices.

  Last updated 2026-06-07

  10

  46

  Apache 2.0

• near-intent-swaps

  IQAIcom

  F

  license

  A

  quality

  C

  maintenance

  MCP server enabling AI agents to perform cross-chain token swaps through NEAR's intent-based architecture using the Defuse Protocol, with token discovery, quote retrieval, swap execution, and status tracking.

  Last updated 2026-06-16

  5

  9

  1

• Realty In Au MCP Server

  BACH-AI-Tools

  A

  license

  B

  quality

  D

  maintenance

  Enables access to Australian real estate data through the Realty In Au API, supporting property listings, agent/agency information, property details, school lookups, and property search with various filters.

  Last updated 2025-12-07

  2

  13

  MIT

• Realty In Ca1 MCP Server

  BACH-AI-Tools

  A

  license

  B

  quality

  D

  maintenance

  Enables users to access the Realty In Ca1 API to search for residential and commercial property listings, view detailed property information, and retrieve neighborhood demographics or statistics. It supports filtering by geographic location, price range, building type, and other real estate characteristics.

  Last updated 2025-12-07

  MIT

• mcp-all-in-one

  vtxf

  A

  license

  -

  quality

  D

  maintenance

  Aggregates multiple MCP services into a single unified interface with self-configuration capabilities, enabling dynamic addition and removal of tools via conversation.

  Last updated 2025-11-05

  30

  68

  MIT

• openapi-to-mcp

  kirkwat

  A

  license

  -

  quality

  B

  maintenance

  A minimal MCP server that auto-generates tools from your OpenAPI spec, optimized for Vercel.

  Last updated 2026-05-01

  16

  7

  MIT

• OpenAPI to MCP

  EvilFreelancer

  A

  license

  -

  quality

  F

  maintenance

  A standalone proxy that transforms any OpenAPI or Swagger-described REST API into an MCP server by mapping API operations to executable MCP tools. It enables AI clients to interact with existing web services through automated HTTP requests based on their official documentation.

  Last updated 2026-02-21

  16

  16

  MIT

• Build in Public MCP Server

  lucianfialho

  A

  license

  -

  quality

  D

  maintenance

  Enables sharing coding progress on Twitter by analyzing sessions and generating tweet suggestions, with tools for posting tweets, threads, and OAuth authentication.

  Last updated 2026-03-21

  16

  9

  MIT

• rest-to-mcp

  viktormarinho

  A

  license

  -

  quality

  D

  maintenance

  A bridge that enables any LLM to access and interact with documented REST APIs through the Model Context Protocol (MCP).

  Last updated 2025-03-17

  4

  6

  MIT