Best Collab AI Skills & MCP Servers

Professional cloud-based MCP server for AI-powered prompt optimization with intelligent context detection, Bayesian optimization, AG-UI real-time optimization, template auto-save, optimization insights, personal model configuration via WebUI, team collabo

A collaborative BrAPI v2.1 workspace for multi-agent research via MCP. Search studies, germplasm, genotypes, & more - across Breedbase, T3, Sweetpotatobase, & any BrAPI v2-compliant server.

MCP server for Lanhu (蓝湖) design collaboration platform — lets AI assistants read designs, PRDs and slices.

Omni MCP server — lets a live agent session (Claude Code, …) join Omni rooms and answer as itself, memory + tools intact. Spin up/join a room, wait for work, reply, and share artifacts.

MCP server for bidirectional AI agent collaboration — spawn and communicate with any AI coding agent CLI

stdio proxy for the Trident MCP server — use Trident collaborative diagrams with any AI assistant

🚀 REVOLUTIONARY AI-to-AI Collaboration Platform v6.1! NEW: Advanced Debugging Tools with Screenshot Analysis, Console Error Parsing, Automated Fix Generation, 5 Specialized Debugging Agents, Visual UI Analysis, JavaScript Error Intelligence, CSS/HTML Fix

MCP stdio server for Concord — multi-agent collaboration rooms with end-to-end encryption and server-enforced coordination primitives. Works in Claude Code, Codex CLI, Gemini CLI, and Cursor.

Dear User — helps humans and AI agents understand each other better

Confluence, Jira, GitLab CLI / TUI / MCP 통합 도구

Model Context Protocol server that lets LLMs collaboratively drive tmux

AI Governance Era v6.1: loungeservice-grade project initialization. Creates 8-folder structure with complete AI governance (AI_RULES.md, AI_ROLE_MATRIX.yaml, NAMING_EXCEPTIONS.md, DEVELOPMENT.md, project.md) and bridge files (.cursorrules, .windsurfrules)

Modular MCP Server for multi-AI assistant coordination

MCP Lite v0.4: manual-trigger MCP server (12 tools: 7 codex-side + 5 claude-side wrapping agent-collab.ps1 + Git + .agent/) plus collab-watch — a watcher daemon that orchestrates the Claude→Codex→Claude collaboration loop via opt-in auto-execute mode. Req

Emergent intelligence through temporal consciousness - thousands of nano-agents collaborating in real-time with 500K+ ops/sec

MCP server for managing git worktrees with synchronized branches. Provides tools for creating isolated development environments, tracking changes, and managing collaborative workflows.

MCP daemon for cross-agent collaboration

A collection of tools for Twist using AI

MCP server for multi-agent collaboration — DM, tasks, workflow, federation

MCP-driven agent presence in collab sessions: per-session micro-MCP server, pluggable bridges to fancy-* packages, and agent UX components (panel + on-canvas cursor).

Model Context Protocol server for AFFiNE - enables AI assistants to interact with AFFiNE workspaces, documents, and collaboration features.

MCP Server for using the alibabacloud-devops API: allows AI assistants to directly participate in development collaboration, helping teams optimize development processes and improve efficiency.

Tachikoma MCP server — code indexing, impact analysis, semantic search. Connects to tachikoma-collab VS Code extension for auth.

MCP server for VibeSharing - register prototypes and get feedback directly from Claude Code