A native desktop application for developing, testing, and debugging Model Context Protocol servers.

Model Context Protocol (MCP) Client for Apify's Actors

The evaluation benchmark on MCP servers

A command-line interface for interacting with MCP (Model Context Protocol) servers using both stdio and HTTP transport.

MCPify is an AI enablement compiler that transforms existing applications into AI-native, agent-operable systems.

Testing and evaluation platform to chat, inspect, and debug MCP servers, MCP apps, and ChatGPT apps.

Harness the power of local LLMs with this TUI MCP Client for Ollama. Featuring all core MCP primitives (tools, prompts, resources), agent mode, multi-server, model switching, streaming responses, human-in-the-loop, thinking mode, model params config, system prompts, and saved preferences.

CI-native security testing for MCP servers. Attack simulation, schema drift detection, and health scoring before agents depend on them.

Runtime intelligence system that makes MCP servers debuggable, testable, and safe to run in production.

Build Secure and Compliant AI agents and MCP Servers. YC W23

Visual testing tool for MCP servers

Tamper-evident integrity monitor for the MCP config & server files your local AI agents load.

Unified execution environment for Python code, shell commands, and programmatic MCP tool calls.

Open-source adversary emulation for AI agents and MCP servers.

ColecoVision emulator, debugger and embedded MCP server for macOS, Windows, Linux, BSD and RetroArch.

Natural Context Provider (NCP). Your MCPs, supercharged. Find any tool instantly, load on demand, run on schedule, ready for any client. Smart loading saves tokens and energy.

Local codebase intelligence CLI + MCP server for AI coding agents: SQLite code graph, 28 languages, 287 commands, 246 MCP tools, change-safety gates, audit evidence, zero API keys.

Android in docker solution with noVNC supported, video recording and mcp server

TDA - Thread Dump Analyzer (for Java). Analyze your Thread Dumps with a GUI or use it as MCP Server.

A self-hosted sandbox for red teams to test payloads against modern detection before deployment. MCP integration lets an LLM agent drive analysis end to end.

lnwjud — local AI-agent runtime & MCP gateway

Codebase intelligence for AI. Detects patterns & conventions + remembers decisions across sessions. MCP server for any IDE. Offline CLI.

Agent-managed GitHub merge queue for Codex, Claude Code, Cursor, and MCP clients

CLI for Hookdeck: forward webhooks to localhost (ngrok alternative), manage and query Event Gateway resources (sources, connections, destinations, events), run the MCP server for AI agents. Free for dev.