"research" matching MCP servers:

Enables AI coding agents to deploy and manage full multi-service applications on Constructor from a single request, covering image builds, service configuration, start/stop lifecycle, logs, and file syncing on research desks. It handles browser-based sign-in and token renewal automatically so agents can inspect deployments and report results without manual setup.

A stdio MCP server that lets an AI client inspect a project, see available hosting providers, and check status, then — after explicit confirmation — deploy it live, research its market, and compose a prompt.md. Deploys run through each provider's own CLI on the user's logged-in account, so no provider credentials are ever handled by the server.

Get your research artifact ready for Artifact Evaluation before the deadline: scan the repo, scaffold the easy fixes, verify the run path, and generate the appendix.

Enables Codex on macOS to accelerate builds, tests, Docker, and research pipelines by compiling work into a typed intermediate representation and executing only conflict-checked, independent atoms in parallel while preserving task semantics. It provides live progress and time-saved reporting without changing permissions or automatically retrying timed-out side effects.

An MCP server that lets coding agents take a SwiftUI iOS subscription app from idea to the App Store, covering research and validation, design, code scaffolding, Supabase backend, App Store Connect and RevenueCat setup, localization, analytics, ASO, screenshots and TestFlight, with approval gates on irreversible actions and human-only submission.