"Collaborative Communication Between AI Systems" matching MCP servers:

• Systems MCP

  lethain

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  license

  B

  quality

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  maintenance

  An MCP server that allows users to run and visualize systems models using the lethain:systems library, including capabilities to run model specifications and load systems documentation into the context window.

  Last updated 2025-08-17

  2

  14

  MIT

• Agent Communication MCP Server

  mkXultra

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  license

  -

  quality

  B

  maintenance

  Enables AI agents to communicate with each other through Slack-like room-based channels with messaging, mentions, presence management, and long-polling for real-time collaboration.

  Last updated 2025-12-25

  18

  4

  MIT

• GDPR Compliance for AI Systems

  CSOAI-ORG

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  license

  A

  quality

  B

  maintenance

  Provides comprehensive GDPR compliance assessment tools for AI/ML systems, including lawful basis determination, DPIA generation, and data subject rights handling. It also crosswalks GDPR requirements to EU AI Act obligations with AI-specific considerations throughout.

  Last updated 2026-05-08

  6

  6

  MIT

• MCP Communication Server

  FuzzyCZX

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  license

  C

  quality

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  maintenance

  A Model Context Protocol server implementation that enables real-time data communication between web pages and client applications through WebSocket connections.

  Last updated 2025-06-22

  2

  2,967

  MIT

• Claude-Gemini Collaborative

  JamieWonderchild

  F

  license

  -

  quality

  C

  maintenance

  Enables seamless real-time collaboration between Claude Code and the Gemini CLI for discussing ideas and refining solutions. It provides tools to initiate collaborative sessions, consult Gemini with context preservation, and access conversation history.

  Last updated 2025-07-03

• AI-Collab-Memory

  sodam-ai

  A

  license

  A

  quality

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  maintenance

  An MCP server for managing work logs, research results, and task checkpoints to enable seamless collaboration and state recovery between AI agents. It provides a persistent memory layer for tracking project history and resuming workflows across different sessions or tools.

  Last updated 2026-03-02

  7

  3

• @monsoft/mcp-fal-ai

  Forge-Systems-Hub

  F

  license

  B

  quality

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  maintenance

  An MCP server that integrates with fal.ai to provide AI agents with tools for image generation, text processing, audio synthesis, and model management via a unified interface.

  Last updated 2026-04-28

  8

  9

• Confluence Communication

  KS-GEN-AI

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  license

  B

  quality

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  maintenance

  Enables querying and retrieving content from Confluence through CQL searches and page content fetching, allowing Claude to seamlessly access information stored in Confluence workspaces.

  Last updated 2026-04-23

  3

  13

  MIT

• Network AI

  Jovancoding

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  license

  A

  quality

  A

  maintenance

  Multi-agent swarm orchestrator for AI workflows. Exposes blackboard read/write, agent dispatch, permission gating (AuthGuardian), token budget enforcement (FederatedBudget), and audit log tools over MCP. Supports 14 AI framework adapters including LangChain, AutoGen, CrewAI, Codex, and A2A — mix any frameworks in one swarm with race-condition-safe shared state.(Traffic light for agents)

  Last updated 2026-05-26

  22

  2,495

  54

  MIT

• Cybersecurity AI MCP

  CSOAI-ORG

  A

  license

  A

  quality

  B

  maintenance

  Cybersecurity AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Last updated 2026-05-28

  5

  6

  MIT
• 

  Debugg AI MCPofficial

  debugg-ai

  A

  license

  A

  quality

  B

  maintenance

  Debugg AI MCP

  Last updated 2026-05-16

  20

  116

  68

• AI BOM MCP

  CSOAI-ORG

  A

  license

  A

  quality

  B

  maintenance

  AI Bill of Materials compliance tracking and SBOM generation for AI/ML systems

  Last updated 2026-05-28

  4

  MIT

• zkproofport-ai

  zkproofport

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  license

  A

  quality

  C

  maintenance

  Zero-knowledge proof generation MCP server. AI agents can prove identity claims (Coinbase KYC, Country, Google OIDC, Google Workspace, Microsoft 365) without revealing personal data. Runs in AWS Nitro Enclave TEE with x402 USDC payments.

  Last updated 2026-05-24

  6

  MIT

• Regex AI MCP

  CSOAI-ORG

  A

  license

  A

  quality

  B

  maintenance

  Regex AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Last updated 2026-05-28

  4

  5

  MIT

• Password AI MCP

  CSOAI-ORG

  A

  license

  A

  quality

  B

  maintenance

  Password AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Last updated 2026-05-28

  4

  5

  MIT

• Mimic AI

  miapre

  A

  license

  A

  quality

  B

  maintenance

  Transforms HTML into Figma designs using only the user’s design system, ensuring correct component usage or safe fallback to primitives, while continuously learning from each build to improve mapping accuracy and consistency.

  Last updated 2026-05-28

  45

  321

  2

  MIT

• Fathom AI MCP

  jerichosequitin

  A

  license

  A

  quality

  B

  maintenance

  An MCP server for the Fathom AI meeting intelligence API

  Last updated 2026-03-21

  5

  3

  MIT

• robotstxt-ai-mcp

  sharozdawa

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  license

  A

  quality

  B

  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-visibility-mcp

  sharozdawa

  A

  license

  A

  quality

  B

  maintenance

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

  Last updated 2026-03-22

  6

  8

  5

  MIT

• mymedi-ai-mcp-server

  MyMedi-AI

  A

  license

  A

  quality

  B

  maintenance

  Healthcare billing AI for agents — 12 tools for ICD-10/CPT/HCPCS code lookup (80K+ codes), prior auth prediction, medical NER, claims validation, HIPAA compliance auditing, and provider/drug enrichment. Pay-per-call via credits or USDC.

  Last updated 2026-04-23

  20

  20

  1

  MIT