AI / ML MCP Servers

LLM-native optimization solver: LP, MIP, portfolio & scheduling via HiGHS/OR-Tools.

Run commands, transfer files and browse assets on a JumpServer v4 bastion from your AI assistant.

Multi-provider media generation — images, video, audio, and transcription via a unified interface

Secure encoding-aware local workspace runtime for AI agents

MCP server connecting AI assistants to Autodesk Revit through a local bridge.

Shared cross-LLM long-term memory over MCP: semantic recall, sessions, and media (pgvector).

Contact point for AI agents: describe a missing capability or need; a human operator helps.

QNX Agent

Qi-NX — reverse-engineering agents for DeepSeek Harness A reverse-engineering toolkit for DSH: three selectable Agent presets, an MCP server exposing the analysis tools, and a dependency-light Python toolkit for binaries and firmware.

BasicOpsMcpServer

An MCP server that exposes a set of basic utility tools to AI agents.

Fail-closed, read-only PostgreSQL and MongoDB access for AI agents over MCP.

Forever Plugin

MCP plugin for Forever - Claude Memory System

Guard AI agents' PostgreSQL/MySQL access via MCP: SQL audit, auth, masking, write approval

AI video studio for agents — script to MP4, b-roll sourcing, Gemini QA. 43 tools.

Self-hosted Obsidian-compatible markdown vault with a web UI and a 63-tool MCP server for AI agents

AI-powered website change monitoring - manage monitors and alerts via MCP.

SCADA station on your computer that an AI assistant reads, configures and operates over MCP.

Pipeshub AI

The open-source context layer for AI agents. PipesHub turns your company's knowledge (Slack, Drive, Jira, GitHub, Microsoft 365 and 40+ connectors) into a permission-aware workspace that agents can search, grep, navigate and cite. MCP, SDKs and built-in agents. Self-hosted.

Database Sentinel

Open-source security audits for Supabase: a read-only MCP server, a CLI agent and a Claude Skill. Finds RLS misconfigurations, exposed keys and risky functions, and returns a scored report with fix SQL. Hosted version: Locksoup.

Inubit MCP Server

Local stdio MCP server for operating and diagnosing INUBIT 8.1 integration servers from AI assistants such as Claude Code

A 659 KB Rust binary driving the OS WebView — no Chromium. 16 MCP tools for AI agents.