Manifest Generator

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.

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.

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.

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.

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.

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.