"Collaborative Communication Between AI Systems" matching MCP servers:

• Design Systems MCP Server

  southleft

  A

  license

  -

  quality

  D

  maintenance

  Enables AI-powered access to authoritative design systems knowledge, including W3C standards, WCAG guidelines, and best practices from 188+ curated entries via semantic vector search.

  Last updated 2026-07-25

  16

  193

  MIT
• 

  Aiqbee AIofficial

  AIQBee

  A

  license

  -

  quality

  D

  maintenance

  Enables AI assistants to search, create, and manage knowledge graphs in Aiqbee brains for architecture, portfolio, and digital strategy.

  Last updated 2026-03-07

  7

  MIT

• ai-rotom

  nonz250

  A

  license

  -

  quality

  A

  maintenance

  MCP server for Pokémon battle advising: provides type matchups, damage calculation, party analysis, and move/ability data for AI agents like Claude Code and Codex.

  Last updated 2026-07-24

  14

  MIT

• JMComic AI

  hect0x7

  A

  license

  -

  quality

  A

  maintenance

  MCP server enabling AI agents to search, download, and manage JMComic manga via natural language, with dynamic configuration and skill injection.

  Last updated 2026-07-15

  78

  MIT

• ai-brain

  TheJoshGriffith

  A

  license

  -

  quality

  B

  maintenance

  Enables AI assistants like Claude and Codex to read, write, search, and traverse Markdown notes stored in a self-hosted knowledge base.

  Last updated 2026-07-28

  20

  MIT

• sovereign-ai-act-mcp

  saidbazyar

  A

  license

  A

  quality

  A

  maintenance

  Official MCP server for the EU AI Act. Search and access Articles, Recitals, Annexes, timelines, obligations, prohibited practices, GPAI requirements, conformity assessments, and compliance information across all 24 official EU languages.

  Last updated 2026-06-15

  4

  86

  MIT

• ai-first-scraper-mcp

  yubinkim444

  A

  license

  A

  quality

  B

  maintenance

  Ad-free web scraping and search exposed as 3 MCP tools. fetch_page, fetch_pages_batch, search_web. Works with Claude Desktop, Cursor, Cline.

  Last updated 2026-05-19

  3

  2

  MIT
• 

  automatelab-ai-seoofficial

  AutomateLab-tech

  A

  license

  A

  quality

  A

  maintenance

  Vendor-agnostic MCP server that audits, scores, and rewrites web pages for AI-citation eligibility. No API keys. No registration. Works in Claude Desktop, Cursor, Cline, Windsurf, VS Code (Copilot / Continue), and any client that speaks the Model Context Protocol.

  Last updated 2026-06-08

  20

  150

  3

  MIT

• Scouts-AI-MCP

  kecven

  A

  license

  A

  quality

  B

  maintenance

  Model Context Protocol server exposing the SCOUTS-AI web search API as a single web_search tool for AI agents. No API key required.

  Last updated 2026-06-15

  1

  MIT

• ai-daily-insights-mcp

  WhaleCupl

  A

  license

  A

  quality

  B

  maintenance

  Enables listing, reading, and searching daily AI news from AI Daily Insights with structured tools and no API key required.

  Last updated 2026-07-03

  6

  29

  MIT

• Gondola AI

  gondola-ai

  A

  license

  A

  quality

  A

  maintenance

  Travel award search: compare cash vs points on hotels, flights & cars, cents-per-point, and book

  Last updated 2026-07-24

  34

  7

  MIT

• AI-MemoryHub MCP Server

  Traceless-zero

  A

  license

  A

  quality

  C

  maintenance

  Provides a hybrid memory architecture with a thin SQLite index and Markdown cold storage, enabling AI agents to write, query, link, and rebuild long-term memories via MCP tools, model-agnostic and zero third-party dependencies.

  Last updated 2026-07-27

  7

  MIT

• robotstxt-ai-mcp

  sharozdawa

  A

  license

  A

  quality

  C

  maintenance

  Analyze and generate robots.txt files with AI crawler awareness. Fetch any site's robots.txt, detect which AI bots (GPTBot, ClaudeBot, PerplexityBot, Google-Extended) are blocked or allowed, and generate optimized robots.txt with toggle controls for 20+ AI crawlers.

  Last updated 2026-03-22

  5

  MIT

• ai-furniture-hub

  ONE8943

  A

  license

  A

  quality

  D

  maintenance

  MCP server for AI agents providing 300 curated Japanese home & lifestyle products across 31 categories. Features mm-precision dimension search, related-item chains (1 product → 3-5 accessories), shelf+storage coordination, and Rakuten/Amazon affiliate links.

  Last updated 2026-04-16

  15

  65

  1

  MIT
• 

  Dock AI MCPofficial

  dock-ai

  F

  license

  A

  quality

  D

  maintenance

  Discover which MCP servers can interact with real-world entities like restaurants, hotels, and salons by querying the Dock AI registry using domain names.

  Last updated 2026-01-27

  1

  2

• ai-visibility-mcp

  sharozdawa

  A

  license

  A

  quality

  C

  maintenance

  Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini.

  Last updated 2026-03-22

  6

  18

  8

  MIT

• wingolf-ai-mcp

  sonzin

  F

  license

  A

  quality

  B

  maintenance

  MCP server integrating Google Search Console, Google Analytics 4, and GitHub, enabling AI clients to query search analytics, traffic data, and repository information.

  Last updated 2026-06-25

  1

• grounding-ai

  andyliszewski

  A

  license

  A

  quality

  A

  maintenance

  Ingests pdf and epub documents for LLM-retrieval (RAG)

  Last updated 2026-06-05

  2

  1

  MIT

• maxaeo-ai-visibility-mcp

  maxaeo

  A

  license

  A

  quality

  A

  maintenance

  Enables AI agents to check whether a public website is crawlable, understandable, and ready for AI search workflows through local-only audits of robots.txt, sitemaps, metadata, and llms.txt.

  Last updated 2026-07-03

  3

  72

  1

  MIT

• ai-mcp-toolkit

  vyavahare-kishor

  F

  license

  A

  quality

  C

  maintenance

  An MCP server providing tools for web research, code review, and concept explanation, callable by any MCP-compatible client.

  Last updated 2026-06-24

  3