master-skill

BrowserGym exposes open-ended browser tasks and benchmarks such as MiniWoB, WebArena, WorkArena, and VisualWebArena through a consistent Gym interface. Researchers can install only the core environment or add benchmark-specific packages, then run agent–environment loops with Chromium controlled through Playwright. It is designed as research infrastructure rather than a consumer automation product, and individual benchmark suites require their own setup.

ToolGen represents tools as dedicated vocabulary tokens so a model can select tools, call them, and continue generating language within one process. The repository includes models, data for its three-stage training procedure, and evaluation code for research reproduction. Its local inference example also requires a ToolBench key and a StableToolBench deployment.

Ask about a topic and last30days searches recent discussions across Reddit, X, YouTube, Hacker News, Polymarket, GitHub, and the wider web, then synthesizes cited findings using signals such as votes, comments, or market odds. It can fall back to web-only research without keys, while richer sources require your own API credentials, browser sessions, or helper tools, and it runs in many Agent Skills hosts or as a Claude Desktop MCP bundle.

Onyx is a self-hosted AI workspace for teams that want to use different LLMs through one interface and ground answers in organizational knowledge. It can index application data through more than 50 connectors or connect agents to external systems through MCP, with additional support for research workflows and code execution. Lite mode keeps a smaller chat-and-agents stack, while the standard deployment adds vector and keyword indexes plus background synchronization workers for a fuller knowledge workflow.