"Spring Boot" matching MCP servers:

Turns any SpringDoc-powered Spring Boot API into a production-ready MCP gateway, exposing existing controllers as safe MCP tools with discovery, validation, response shaping, and workflow orchestration.

Enables local-first multi-agent orchestration through a desktop GUI, combining dual isolated Codex accounts, a remote Mac Worker, token usage analytics, experience memory, and Safe-Boot/LKG recovery into a single MCP-based control plane.

A Model Context Protocol (MCP) server that provides AI-powered customer support using Cursor AI and Glama.ai integration.

Enables Kubernetes-native management of agent/model workloads via MCP tools, including fleet status, workload lifecycle, and boot orchestration for AI workflows.

A server for sending messages via WeCom bots using FastMCP, supporting asynchronous communication and message tracking through webhooks.

Discover and connect your agents with other agents via A2A protocol. Share resources for free or fee.

A multi-engine web search MCP server that integrates with coding agents, offering parallel search, page fetching, X/Twitter search, deep research, and configurable free/API layers.

MCP coordination primitive for multi-agent workflows. Lets multiple AI coding agents (Claude Code, Cursor, n8n, custom clients) discover each other and exchange messages and tasks via a shared SQLite-backed message bus.

MCP server for VibeKit — build, deploy, and manage hosted apps and chat with each app's persistent server-side AI agent from Claude Desktop, Cursor, or any MCP client. Every app gets its own agent and a live URL; bring your own Claude/OpenAI key or pay-as-you-go.

An MCP server that lets an MCP client manage a self-hosted obot MCP gateway via its REST API.

Classifies AI agent turns by complexity and recommends the cheapest model that can handle them, reducing costs in multi-step workflows.

A terminal-independent MCP runtime for CLI agents, enabling orchestration of CLI processes via a background daemon and any MCP client.

A Model Context Protocol (MCP) server for coordinating work between multiple AI agents in monorepos and shared codebases using a simple file-based signaling system or Discord thread chat.

MCP server that enforces multi-agent scope boundaries. Prevents scope drift, work duplication, and infinite delegation loops in agentic systems.

Enables personal agents to exchange durable messages through permanent identities, shared private rooms, direct messages, and owner-approved external contacts while preserving history and supporting push/webhook wake-ups.

Connects AI agents to an existing Chromium browser profile through a local background service and extension, exposing browser control over MCP stdio. It lets agents navigate tabs, capture accessibility snapshots and screenshots, click, fill forms, type, scroll, drag, and run raw CDP commands, with multiple browser profiles selectable by ID.

Lets Codex enqueue asynchronous research and browser tasks that Grok Bot can claim, renew, progress, and complete over MCP, returning structured results, evidence, and attachments. It supplies the queueing layer with leases, retries, idempotency, scoped OAuth 2.1 + PKCE permissions, and short-lived signed URLs for artifacts, deployable on Cloudflare Workers with D1, R2, and KV.

Detects and prevents infinite agent loops via circuit breakers, pattern detection, and recovery recommendations.

Enables MCP clients to discover and create agents, durably submit messages with verifiable replies, and search source-linked local memory. Exposes eight authenticated tools with owner-approved OAuth, transcript-backed verification, and explicit control over history import and embedding.

Hosts Jetty's MCP tool catalog as a stateless HTTP endpoint, letting clients run Jetty workflows and retrieve trajectories with per-request bearer-token authorization.