Badge system-prompts-and-models-of-ai-tools collects 20,000+ lines of prompts, tooling, and model artifacts used across real-world agents like Claude Code, Manus, Replit, Warp, and more. Similar to how Activepieces exposes MCP servers for agent orchestration, this repo surfaces system prompts, tool definitions, and model references in the open — invaluable if you want to learn how high performing...
Badge Parlant promises to stop the “roll of the dice” approach by enforcing contextual guidelines that activate based on conversation state, keeping LLMs grounded and consistent for regulated workflows. Repository snapshot and architecture overview. Parlant focuses on Conversation Modeling, where modular, natural language guidelines are matched to the current context and enforced...
Badge PageIndex argues that similarity is not the same as relevance, and it offers a vectorless, reasoning based approach to retrieval that builds a hierarchical page index and uses LLM-driven tree search to find the most relevant sections. The claim is bold, it reports 98.7% on FinanceBench, and the repo is worth a close look if you work with complex documents. Repository snapshot and example...
Badge OpenWork is an opinionated desktop interface for deepagentsjs, it exposes filesystem planning, subagent delegation, and direct tool access so agents can run complex, autonomous workflows on your machine. Repository snapshot and desktop UI preview. openwork gives AI agents direct access to your filesystem and the ability to execute shell commands. Always review tool calls before approving...
Badge MCP Apps is an extension proposal, SEP-1865, that aims to standardize interactive user interfaces inside MCP hosts. The effort includes contributions and coordination with MCP-UI creators and maintainers from major platforms, and it promises to bring rich, interactive UIs into agent workflows on Claude, ChatGPT, and other MCP hosts. Overview and technical preview. MCP Apps moves beyond text...
