Developer Tools Servers

J

Jakarta Migration

Remote

Automates Java EE to Jakarta EE migrations with dependency analysis, namespace refactoring from javax.* to jakarta.* packages, and runtime compatibility verification using OpenRewrite recipes.

Cross-platform MCP server for executing command-line operations and SSH connections on Windows and Linux systems through a standardized interface.

Grafana UI MCP Server

Official

Provides AI assistants with comprehensive access to Grafana's React component library, including TypeScript source code, MDX documentation, Storybook examples, test files, and design system tokens for building Grafana-compatible interfaces.

Enables AI agents to interact with Android devices through UI manipulation, screen capture, touch gestures, text input, and app management via ADB. Provides comprehensive mobile automation capabilities including element detection, navigation, and application control for Android device testing and interaction.

Hellō Admin

Official Remote

Create and manage Hellō authentication applications

Netmex MCP

Official

A lightweight and extendable MCP server toolkit that allows developers to build and integrate custom tools with AI assistants through automatic tool discovery from local directories or npm packages.

Galileo

Official Remote

Integrates with Galileo's evaluation and observability platform to enable dataset creation, prompt template management, experiment setup, log analysis, and step-by-step integration guides for monitoring LLM application performance.

Enables Claude to connect and interact with A2A Protocol agents, allowing discovery of agent capabilities, sending messages to remote agents, managing multi-turn conversations, and viewing artifacts returned by agents.

Allow dynamic search and execute any tools available on ACI.dev.

Fused MCP Agents

Official

A Python-based MCP server that allows Claude and other LLMs to execute arbitrary Python code directly through your desktop Claude app, enabling data scientists to connect LLMs to APIs and executable code.

Enables Bitcoin Lightning wallet integration with LLMs through Nostr Wallet Connect (NWC). Supports lightning payments, LNURL operations, and L402 authentication for AI-powered bitcoin transactions.

GroundDocs

Official

A version-aware Kubernetes documentation assistant that connects LLMs to trusted, real-time Kubernetes docs to reduce hallucinations and ensure accurate, version-specific responses.

Enables AI agents to orchestrate a team of sub-agents through tmux sessions for complex task delegation and parallel implementation. It provides tools for launching agents, monitoring their real-time status, and managing communication between them.

MCP-Upstage-Server

Official

Enables document processing through Upstage AI services including parsing various document formats, extracting structured information with custom schemas, auto-generating extraction schemas, and classifying documents into categories.

deployhq-mcp-server

Official

DeployHQ MCP Server

SignNow MCP Server

Official

https://github.com/signnow/sn-mcp-server MCP server for SignNow e-signature: templates, invites, embedded signing/editor, status & downloads.

Dock AI

Official Remote

Discover MCP endpoints for real-world entities by resolving business domains.

Execute bash commands with background job support.

A local, persistent memory system for AI coding assistants that stores decisions, patterns, and session context via MCP tools. It enables cross-session memory management using SQLite and optional vector search without external dependencies or cloud storage.

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WordPress.org Trac

Remote

Integrates with WordPress.org Trac instances across Core, Meta, Plugins, Themes, bbPress, BuddyPress, and GlotPress to search tickets, retrieve detailed information with comments, access changeset diffs, monitor timeline activity, and query metadata.

A

AgentsKB

Remote

Expert-level knowledge base with researched answers from official sources