agent-development

To create an autonomous Claude Code agent, generate a markdown file with consistent frontmatter, trigger examples, and a system prompt aligned to project standards. This produces a ready-to-import configuration validated against safety guardrails.

The best way to structure frontmatter for Claude Code plugins is defining metadata fields like name, description, model, color, and tools. Applying consistent frontmatter ensures reliable agent activation and alignment with CLAUDE.md patterns.

Writing trigger examples for an autonomous agent involves providing well-structured conversational prompts that match user needs. These examples ensure reliable agent activation when specific conditions are met in a chat interface.

Yes, you can validate agent metadata against project conventions. The validation process checks frontmatter structure and system prompts for alignment with guidelines and performs toxicity checks to enforce safety guardrails.

Yes, a system prompt is required for Claude Code agent development. It defines core responsibilities, processes, edge cases, and output formats, ensuring the autonomous agent operates robustly within the intended project scope.

Claude Code plugin agents fail to trigger when frontmatter is inconsistent or triggering examples are poorly structured. Generating well-structured trigger examples and validating metadata against project conventions resolves activation failures.