Vercel has open‑sourced json‑render, a framework it calls "Generative UI" that lets AI models produce structured user interfaces from natural language prompts. The library uses Zod schemas to define a catalog of allowed components and actions, and an LLM generates a JSON specification that the renderer maps to real implementations. json‑render supports React, Vue, Svelte, Solid, React Native and more, and ships with 36 pre‑built shadcn/ui components. The project has already garnered 13,000 stars and 200 releases, and has sparked discussion on the future of constraint‑based UI generation and the role of AI in the rendering layer.
A Model Context Protocol (MCP) service that provides access to Ansible Automation Platform (AAP) APIs through OpenAPI specifications.
This article compares Model Context Protocol (MCP), Function Calling, and OpenAPI Tools for integrating tools and resources with language models, outlining their strengths, limits, security considerations, and ideal use cases.
Interact with opencode server over HTTP. The `opencode serve` command runs a headless HTTP server that exposes an OpenAPI endpoint that an opencode client can use.
This article details five major updates to Gradio MCP servers, including seamless local file support, real-time progress notifications, OpenAPI spec to MCP conversion, improvements to authentication, and modifying tool descriptions. It highlights how these improvements enhance the development and hosting of AI-powered MCP servers on Hugging Face Spaces.
This article details the author's insights into AI function calling, its challenges, and the Agentica framework developed to address them, emphasizing the importance of JSON schema understanding, compiler support, and a document-driven approach.
This repository provides reference OpenAPI Tool Server implementations, making it easy and secure for developers to integrate external tooling and data sources into LLM agents and workflows.
- Filesystem Access (servers/filesystem) - Manage local file operations safely with configurable restrictions.
- Git Server (servers/git) - Expose Git repositories for searching, reading, and possibly writing via controlled API endpoints.
- WIP: Database Server (servers/database) - Query and inspect database schemas across common DB engines like PostgreSQL, MySQL, and SQLite.
- Memory & Knowledge Graph (servers/memory) - Persistent memory management and semantic knowledge querying using popular and reliable storage techniques.
- WIP: Web Search & Fetch (servers/web-search) - Retrieve and convert web-based content securely into structured API results usable by LLMs.
- Filesystem Access (servers/filesystem) - Manage local file operations safely with configurable restrictions.
- Git Server (servers/git) - Expose Git repositories for searching, reading, and possibly writing via controlled API endpoints.
- WIP: Database Server (servers/database) - Query and inspect database schemas across common DB engines like PostgreSQL, MySQL, and SQLite.
- Memory & Knowledge Graph (servers/memory) - Persistent memory management and semantic knowledge querying using popular and reliable storage techniques.
- WIP: Web Search & Fetch (servers/web-search) - Retrieve and convert web-based content securely into structured API results usable by LLMs.
A Fortune 50 CTO evaluates the pros and cons of OpenAPI and GraphQL API standards, and their relevance to data governance.
