"Deep research on Gemini" matching MCP servers:

Enables parallel execution of shell commands and AI coding agents (Claude, Gemini, Codex) across lists of items like files or URLs, with batched processing and real-time streaming output for batch operations.

Provides transactional intelligence for AI agents, enabling safe tool execution with pre-flight invariant checks, sub-second filesystem snapshots/rollback, causal tracing, belief contradiction detection, and 15 native MCP tools for Claude Code.

Terminal multiplexer MCP server for orchestrating parallel AI agents. Manages workspaces, panes, surfaces with send_input/read_screen/spawn_agent/stop_agent tools. Supports Claude Code, Codex, Gemini, Cursor CLI agents with lifecycle management, browser automation, and agent status push via Claude --channels.

A cross-platform MCP server providing secure, user-approved privilege escalation for Cursor agents, with tools for running commands as admin on Windows and root on Linux.

MCP server for Oracle Linux OS operations, providing tools for package management, kernel, storage, network, and security tasks via dbxcli.

About AI/ML-powered diagnostic engine for SRE Observability on Konflux and OpenShift. It uses the Model Context Protocol (MCP) and 40+ tools to analyze logs, metrics, and traces, enabling automated RCA and predictive analysis.

Enables remote command execution, scripting, file operations, and persistent tmux sessions on a VPS via MCP protocol.

MCP server for running shell commands on a Linux development board via UART serial.

Enables AI agents to debug and repair historical Solaris/SPARC systems by providing an out-of-band control plane with guest DTrace, QEMU monitor access, SPARC-aware GDB, host eBPF/perf tracing, and an immutable evidence ledger for cross-layer hypothesis testing.

Gives Notion Custom Agents real file tools and a real terminal over the Model Context Protocol, enabling them to read, edit, and run commands directly on the user's machine.

Enables ChatGPT to work with explicitly registered projects on a Windows device through a secure, self-hosted bridge.

Enables Claude to execute PowerShell commands and scripts in a persistent interactive terminal on Windows, with real-time output streaming to a web terminal.

Enables AI assistants to securely connect to and execute commands on a remote Linux server via Cloudflare Tunnel, with bearer-token authentication.

Enables AI clients to securely reach and control tools running on your own computers through a relay and outbound device agent.

An MCP server that acts as a boundary agent, giving LLMs and automation systems controlled SSH-based access to remote machines for tasks like administration, diagnostics, and security research.

MCP server that enables AI agents to execute commands on remote machines via SSH with secure credential handling, multiple host support, and configurable security guards.

Enables executing commands on remote SSH hosts, with full support for bastion/jump hosts and ~/.ssh/config, plus Slurm job management and rsync.

A local MCP server that enables LLMs to execute shell commands on remote Linux and Windows systems via SSH with configurable timeout and authentication options.

Enables AI agents to remotely run a full Bash shell in Termux on Android, allowing file management, package installation, tests, Git, and other shell operations through a temporary ngrok tunnel.

Enables ChatGPT and Gemini on the web to read and modify local files and run PowerShell commands on a Windows PC through a locally hosted MCP bridge, with OAuth/DCR authorization and a private local dashboard.

Enables AI agents to securely execute commands on remote hosts via SSH and SFTP, with persistent shells, file transfers, screenshots, and an audit log.

Enables a remote omp client to invoke the host omp's tools over HTTP using the MCP protocol, with no LLM API calls on the host.

Enables AI assistants to execute commands and transfer files on remote servers over SSH connections.

Read-only systemd inspection for Claude on Linux — list units, status, journal, failed units, unit files.

Exposes every non-interactive GNU screen operation as MCP tools, letting an assistant list, create, send commands or files to, capture output from, clean up, and kill sessions. Works transparently for sessions on the local machine or on remote hosts reachable over SSH, using the recorded host registry, so remote sessions need no special transport.

Enables agents to use secrets without exposing them, by injecting values into commands and redacting them from all outputs and transcripts.

An MCP server that enables AI assistants to perform development operations on remote servers via SSH, including executing commands, managing files, and browsing directories.

Provides a Dockerized MCP worker that gives Poke AI assistants persistent terminal control and filesystem access on your machine, with automatic tunnel connection and optional command notifications.

Enables secure SSH-based operations on Oracle Linux 8+ hosts through a curated, YAML-defined capability catalog, with typed parameters, two-phase confirmations for mutations, and full audit logging.

MCP server for remote machine operations via SSH, providing a single tool to execute any shell command on remote machines with real-time progress streaming.