Manifest Generator

About

Manifest Generator leverages advanced semantic analysis to analyze codebases and documentation, automatically producing detailed capability manifests for AI skills and Model Context Protocol (MCP) servers. By inferring preconditions, effects, technical domains, and complex relationships from raw descriptions and implementations, it drastically reduces the manual effort required to bootstrap orchestration systems. This skill ensures consistency across large tool libraries, validates output against standardized schemas, and helps developers maintain alignment between their documentation and actual code behavior.

Key Features

• Detects domain categorization and skill relationships
• Extracts state-changing effects and side effects
• Infers technical preconditions and execution dependencies
• Validates manifests against standardized JSON schemas
• Evaluates operational risks including cost, latency, and safety levels
• 1 GitHub stars

Use Cases

• Detecting drift between skill descriptions and their actual implementations
• Bootstrapping manifests for large libraries of AI skills and MCP servers
• Automatically generating documentation for new AI-native components