Manifest Generator

Name: Manifest Generator
Availability: InStock
Author: daffy0208

Generate YAML capability manifests from skill and MCP descriptions.

34|7|Updated Oct 22, 2025

Search Tags:#automation #documentation #validation #codex #ai #orchestration #manifest

Ready to run

npx skills add https://github.com/daffy0208/ai-dev-standards --skill manifest-generator

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: Manifest Generator
Source: https://github.com/daffy0208/ai-dev-standards/tree/main/SKILLS/manifest-generator
Command: npx skills add https://github.com/daffy0208/ai-dev-standards --skill manifest-generator

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires codex, and includes scripts (resource) components.

What problem does it solve?

This Skill eliminates the manual effort of writing capability manifests for AI skills and MCP resources, ensuring consistent documentation across your entire AI ecosystem.

Core Features & Use Cases

Semantic Analysis: Uses Codex to intelligently infer preconditions, effects, and relationships from skill descriptions.
Schema Validation: Automatically validates generated manifests against the capability manifest schema.
Use Case: Imagine you have 59 skills and 50 MCP servers that need capability manifests. Use this Skill to automatically generate all 109 manifests in minutes instead of weeks.

Quick Start

Use the Manifest Generator skill to create a capability manifest for the rag-implementer skill directory.

Frequently Asked Questions about Manifest Generator

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I automatically generate capability manifests for my skills and MCP servers?▼

Capability manifests document AI skill and MCP server functions for discovery and orchestration. The Manifest Generator uses Codex to extract preconditions, effects, and domains from skill descriptions and YAML documentation, automatically producing schema-validated manifests in minutes instead of manual writing.

What information does the Manifest Generator extract from skill descriptions?▼

The tool analyzes skill and MCP descriptions to extract preconditions, effects, domains, compatibility requirements, risk assessments, and success signals. It ingests SKILL.md and README.md files, applies semantic analysis via Codex, and outputs structured YAML manifests conforming to the capability-manifest schema.

Can I use the Manifest Generator to validate existing manifests against the schema?▼

Yes. The Manifest Generator validates generated manifests against the capability-manifest schema and detects drift between descriptions and registered manifests, ensuring documentation stays synchronized as skills and MCPs evolve.

How do I bootstrap manifests for multiple skills and MCPs at scale?▼

Use the Manifest Generator to batch-process skill and MCP directories. The tool automatically generates capability manifests for dozens of resources in minutes, eliminating weeks of manual documentation work across large AI ecosystems.

What does the Manifest Generator require as input?▼

Provide skill or MCP directories with description files (SKILL.md, README.md) and optional implementation context. The Manifest Generator uses Codex to analyze these inputs and produce YAML-formatted capability manifests with extracted metadata and validation results.

Why use automated manifest generation instead of writing manifests manually?▼

Automated generation ensures consistency across all skills and MCPs, reduces documentation drift, scales to dozens of resources without time overhead, and applies standardized semantic analysis to extract capabilities uniformly across your entire AI ecosystem.