James P Hollingsworth

Use ast-grep for AST-based code pattern matching.

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Programmatic code style validation using AST analysis. Complements (not replaces) code-style rules by providing automated checking and instant feedback.

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Analyze code changes (commits, PRs, diffs) for security vulnerabilities using STRIDE analysis and CWE mapping

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AI-based complexity assessment for task analysis. Use when determining the appropriate workflow, phases, and validation depth for a task.

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Rules pertaining to Composer dependency management, promoting best practices for declaring and updating dependencies.

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Requires detailed type annotations for all Python functions, methods, and class members.

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Aims for high test coverage using pytest, testing both common and edge cases.

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Configuration management techniques

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Container orchestration expert including Docker, Kubernetes, Helm, and service mesh

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Rules for creating and maintaining Dockerfiles.

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Automated security scanner for external skill/agent content fetched from GitHub or web sources. Runs a 7-step PASS/FAIL security gate against fetched markdown/text content.

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Estimate per-turn token attribution across 6 categories in Claude Code sessions to show where context budget is spent

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Token-range severity zones (Green/Yellow/Orange/Red/Critical) with detection checklist, early warning indicators, and corrective routing actions for context window degradation

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Applies general rules for Convex development, emphasizing schema design, validator usage, index-first query patterns, function registration, and correct handling of system fields.

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C++ coding standards and best practices.

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Validate whether a proposed new artifact is feasible in the current stack before creator workflows run.

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Background orchestrator that drains the system-wide cron-actions-queue.jsonl queue safely, preventing LLM context pollution in the primary router.

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Structured debug log analysis for Claude Code sessions — auto-discovers most recent log, runs reducer, extracts error patterns, correlates with full log, produces observability report. Fills 5 identified gaps: hook error body capture, agent identity, file path tracking, stall correlation, success visibility.

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Systematic 4-phase debugging with root cause investigation. Use when fixing bugs to prevent random fixes.

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Multi-step autonomous research methodology for deep investigation tasks with structured synthesis

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Stop the Telegram channel daemon.

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Generates comprehensive documentation from code, APIs, and specifications. Creates API documentation, developer guides, architecture docs, and user manuals with examples and tutorials.

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Rules for Drizzle ORM schema design, query patterns, migration workflows, and relational query usage. Ensures type-safe, production-ready database interactions.

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Deeply analyzes Agent Studio framework structural health: catching phantom require() references, wrong module depth paths, missing skill/agent dependencies, bloated configurations, archived references in active code, stale catalog counts, and empty tool/skill directories.

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