Tag: architecture
LobeHub project architecture and structure guide
Provides a comprehensive, developer-focused overview of the LobeHub monorepo structure, detailing the tech stack, directory layout, and data flow from client to database. This guide is essential for understanding project organization and lo…
Generate executable ADRs for agentic coding
This skill guides the creation of Architecture Decision Records (ADRs) that function as executable specifications for coding agents. It enforces a rigorous, multi-phase workflow, ensuring decisions are explicit, measurable, and include a de…
Guide to building production MCP servers
This guide outlines mandatory best practices and architectural patterns for developing robust MCP servers using the mcp-use framework. It provides detailed reference material for implementing tools, data resources, prompts, and interactive …
CloudBase platform overview and capability selection
This skill provides a high-level conceptual overview of the CloudBase platform, guiding developers through service selection, cross-platform differences, and best practices before implementation. It helps determine the appropriate specializ…
Structured Workflow for Complex Feature Development
This skill enforces a structured development lifecycle for complex, multi-module changes. It guides the agent through defining requirements, designing architecture, and creating actionable tasks before any code is written, ensuring explicit…
CloudBase platform overview and capability selection
This skill provides foundational knowledge and conceptual guidance across the entire CloudBase ecosystem. It helps developers select the correct platform, service, or specialized skill (e.g., Web, Mini Program, storage) before implementing …
Codebase Architecture and Execution Flow Explorer
This tool allows developers to deeply explore unfamiliar codebases by tracing execution flows, mapping symbol dependencies, and understanding architectural components. It provides a comprehensive view of how specific concepts or functions o…
Explore, Plan, and Spec Features for MCP Server
This skill provides a structured workflow for developers to explore, plan, and generate specifications for changes within the Apify MCP server codebase. It facilitates deep code understanding, architectural design, and the creation of actio…
LobeHub project architecture and codebase overview
Provides a comprehensive, up-to-date map of the LobeHub monorepo structure, detailing key directories, the full tech stack, and data flow patterns for experienced developers. It helps users understand project organization, locate specific f…
LobeChat Data Fetching Architecture Guide
A structured architecture for managing data fetching using a service layer, Zustand stores, and SWR. It provides patterns for API encapsulation, cache invalidation, and synchronising client-side state with server-side data.
Electron Desktop Application Development Guide
This guide outlines the architectural pattern for building LobeHub desktop features using Electron, detailing the separation between the Main, Renderer, and Preload processes. Developers can implement new functionality by creating IPC contr…
Executable Architecture Decision Record Generation
This skill guides the creation of Architecture Decision Records (ADRs) that serve as executable specifications for coding agents. It enforces a rigorous, multi-phase workflow, ensuring decisions are measurable, self-contained, and include a…
LangWatch Feature Map Synchronization and Registry
This skill manages the canonical feature map for the LangWatch ecosystem. It ensures all surfaces—including APIs, UI routes, CLI commands, and MCP tools—are synchronized and correctly registered, maintaining architectural consistency across…
Automated diagnosis of complex system architecture issues
This skill diagnoses and manages complex operational failures, covering areas from architectural flaws and deployment errors to autonomy and ROI concerns. It guides the agent to utilize specialized tools for systematic debugging and process…
Blueprint Intelligence: Extracting Architectural Data
This tool uses local vision AI to parse architectural blueprints and floor plans, extracting structured data such as room dimensions, materials, and structural elements. It accepts image URLs or base64 inputs and returns detailed JSON analy…
Batch analysis of architectural blueprints
This skill facilitates the batch analysis of up to 500 architectural blueprints via a dedicated API endpoint. Users can specify the analysis type, selecting from options such as 'full', 'dimensions', 'rooms', or 'materials' for comprehensiv…
Agentic Technical RFC and Design Generator
This skill guides the user through the entire lifecycle of technical decision-making, generating a validated Request for Comments (RFC) document. It mandates deep research, alternative analysis, and evidence-based rationale before producing…
System-aware Codebase Analysis and Refactoring Skill
This skill provides deep, evidence-based system understanding by analysing control and data flows, architectural boundaries, and code quality against established principles. It generates a comprehensive artifact detailing the codebase's hea…
Persistent codebase context inventory and knowledge base
This skill inventories a codebase by extracting structured entities—such as architectural decisions, dependencies, and team context—and storing them persistently in Neotoma memory. It ensures agents maintain deep, cross-session understandin…
Generate structural design documents for systems
This skill generates a comprehensive structural design document, committing to module boundaries, data contracts, and system architecture before any implementation begins. It forces global decision-making and proactively audits the prompt f…
Derive Isolated Contracts from Design Documents
This skill processes a system design document to derive a set of complete, per-module contracts (manifests). It hardens implicit assumptions, defines behavioral guarantees, and ensures each module contract is fully isolated for independent …
Developer Wisdom Crystallizer for Knowledge Sharing
This skill helps developers distill valuable, scattered technical experiences—such as architectural decisions, pitfalls, and patterns—from code discussions. It structures these insights into searchable 'consciousness fragments' for collecti…
Pipeline Operational Context Loader
This skill loads comprehensive operational context, including architectural rules, model selection guidelines, and critical constraints for complex data pipelines involving OCR, translation, and Lambda workers. It ensures developers are awa…
Explore codebases and trace execution flows
This skill enables developers to deeply explore unfamiliar codebases by tracing execution flows, understanding architectural components, and mapping symbol dependencies. It provides structured access to process traces and component relation…