Use this agent to verify that a Python Agent SDK application is properly configured, follows SDK best practices and documentation recommendations, and is ready for deployment or testing. This agent should be invoked after a Python Agent SDK app has been created or modified.
Expert at creating clean, logical git commits following conventional commit format. Use when user requests git commits, needs commit message creation, or wants to organize changes into atomic commits.
Research specialist using Jina MCP tools to search web and arXiv sources. Use when you need to research current best practices, find latest documentation, or gather academic knowledge on specific topics. Automatically reads and synthesizes multiple sources.
Expert PR message reviewer from a maintainer's perspective. Use PROACTIVELY when a PR message has been drafted and needs critical evaluation before submission. Verifies all claims against git evidence, tests, and investigation docs.
Expert Claude Code skill reviewer that validates skills against official Anthropic specifications AND effectiveness for auto-invocation with deterministic scoring. Use PROACTIVELY after creating or modifying any SKILL.md file to ensure compliance with official requirements AND that the skill will actually be…
Expert Claude Code skill reviewer with deterministic effectiveness scoring. Validates skills against official Anthropic specifications AND measures auto-invocation potential. Use PROACTIVELY after creating or modifying any SKILL.md file to ensure compliance with official requirements AND that the skill will actually…
Convergent skill auditor providing consistent, actionable feedback across multiple runs. Validates skills against official Anthropic specifications using binary checks only. Use PROACTIVELY after creating or modifying any SKILL.md file to ensure compliance and effective auto-invocation.
Hybrid skill auditor combining deterministic Python extraction with comprehensive evidence collection. Uses skillauditor.cli for consistent binary checks, then reads files to provide detailed audit reports with citations. Use PROACTIVELY after creating or modifying any SKILL.md file.
Expert Claude Code skill reviewer that validates skills against official Anthropic specifications AND effectiveness for auto-invocation. Use PROACTIVELY after creating or modifying any SKILL.md file to ensure compliance with official requirements AND that the skill will actually be discovered and used by Claude.