What is the 'Neural Link'?

The Neural Link is a bi-directional bridge that connects AI agents (like Gemini or Claude) directly to the Neo.mjs runtime. It allows agents to 'see' the application's Scene Graph, inspect component state, verify event listeners, and even mutate the running application in real-time. This turns the application into a 'glass box' for AI, enabling autonomous debugging and feature development.

Why is Neo.mjs called an 'Application Engine' instead of a framework?

Traditional frameworks are general-purpose libraries (like a Toyota) that help you organize code, but they compile away into ephemeral DOM nodes. Neo.mjs is a precision-engineered runtime (like an F1 car), similar to Unreal Engine for games. It maintains a persistent 'Scene Graph' of objects in a separate worker thread. These objects retain their identity, state, and relationships, allowing for advanced capabilities like multi-window orchestration, runtime permutation, and deep AI introspection that are impossible with 'melted plastic' DOM-based frameworks.

What is 'Context Engineering'?

Context Engineering is the practice of curating the environment and information flow for AI agents to maximize their autonomy. In Neo.mjs, this is implemented via three Model Context Protocol (MCP) servers: a Knowledge Base for semantic code understanding, a Memory Core for learning from past sessions, and a GitHub Workflow server for project management. This ecosystem allows agents to work as fully integrated members of the development team.

What is 'Object Permanence' in the context of Neo.mjs?

In Neo.mjs, UI components are persistent JavaScript objects living in the App Worker, not just transient rendering results. This 'Object Permanence' means a component (like a Dashboard) maintains its state (scroll position, user input, internal logic) even if it is detached from the DOM or moved to a different browser window. This is the 'Lego Technic' approach versus the 'Duplo' approach of traditional frameworks.

What is an 'Agent Operating System'?

Neo.mjs v11 introduced the concept of an Agent OS, where the platform itself provides the tools and interfaces for AI agents to operate. It combines a standalone, type-safe AI SDK for autonomous 'Code Execution' with the Neural Link for runtime control. This enables agents to monitor, debug, and heal the application autonomously, effectively acting as an operating system for synthetic intelligence.

How does Neo.mjs handle multi-window applications?

Neo.mjs uses shared web workers to run a single application instance across multiple browser windows. All windows share the same application state and data in real-time. Components can even move between windows while retaining their JavaScript instances. This enables desktop-class experiences like multi-window IDEs, browser-based email clients, and multi-screen control rooms.

What makes Neo.mjs different from React, Angular, or Vue?

Neo.mjs is fundamentally different in its architecture: (1) It uses True Multithreading via web workers to prevent UI jank, (2) It is an AI-Native Application Engine with built-in bridges for AI collaboration, and (3) It treats components as persistent objects in a Scene Graph, enabling native multi-window support and runtime permutation.

Frontmatter

id	7841
title	Fix list_issues tool schema validation error
state	Closed
labels	bugai
assignees	tobiu
createdAt	Nov 21, 2025, 2:02 PM
updatedAt	Nov 21, 2025, 2:35 PM
githubUrl	https://github.com/neomjs/neo/issues/7841
author	tobiu
commentsCount	1
parentIssue	null
subIssues	[]
subIssuesCompleted	0
subIssuesTotal	0
blockedBy	[]
blocking	[]
closedAt	Nov 21, 2025, 2:35 PM

Fix list_issues tool schema validation error

Name: Neo.mjs Application Engine
Author: Neo.mjs

Closed v11.8.0 bugai

tobiu commented on Nov 21, 2025, 2:02 PM

The list_issues tool fails with a schema validation error because the IssueService.listIssues method returns raw GraphQL response structures for labels and assignees (nested under nodes), whereas the OpenAPI schema expects flat arrays.

Error: data/issues/0/labels must be array data/issues/0/assignees must be array

Fix: Transform the GraphQL response in IssueService.listIssues to map labels.nodes to labels and assignees.nodes to assignees before returning the data.

tobiu added the bug label on Nov 21, 2025, 2:02 PM

tobiu added the ai label on Nov 21, 2025, 2:02 PM

tobiu assigned to @tobiu on Nov 21, 2025, 2:03 PM

tobiu Nov 21, 2025, 2:34 PM

Input from Gemini:

✦ Fixed the list_issues schema validation error by:

Creating a new, optimized GraphQL query FETCH_ISSUES_LIST in issueQueries.mjs that fetches only the required fields.

Updating IssueService.mjs to use this new query.

Implementing in-place transformation in IssueService.listIssues to flatten labels and assignees from GraphQL nodes to simple arrays, strictly matching the OpenAPI schema.

The tool now returns correctly formatted data.

tobiu referenced in commit ade50ef - "Fix list_issues tool schema validation error #7841" on Nov 21, 2025, 2:35 PM

tobiu closed this issue on Nov 21, 2025, 2:35 PM