By shihwesley
Ambient dev environment management — auto-switches between dev, test, staging, and prod using Docker containers, sidecars, and task-aware classification. Provides /orbit commands for explicit control.
Admin access level
Server config contains admin-level keywords
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npx claudepluginhub shihwesley/shihwesley-plugins --plugin orbitResearch pipeline + sandboxed Python execution for Claude Code. Turns any topic into agent expertise: structured question tree → source discovery → zero-context fetch (content never enters LLM context) → .mv2 indexing → REPL-based distillation → compact expertise artifact. Also runs Python in isolated Docker containers for code execution, DSPy sub-agents, and data analysis.
Maps codebases of any size using parallel Sonnet subagents with Merkle-tree change detection. Generates docs/CODEBASE_MAP.md with architecture diagrams, module guides, data flows, and navigation guides. Creates docs/.mercator.json merkle manifest for O(1) staleness checks — compare a single root hash to know if anything changed. Post-commit hook auto-refreshes hashes in ~2 seconds with zero API tokens. Supports incremental updates: only re-explores changed modules. Works without git via pure hash-based diff.
Reverse engineer and extract capabilities from any source — repos, configs, binaries, articles — into your agent workflow. Security scanning, manifest tracking, cross-agent restore.
TLDR-aware code simplifier — uses AST summaries for context, full reads only for target files. 80%+ token savings on large codebases. Merkle-integrated for O(1) change detection when used with mercator-ai.
Ambient .tech.md generation — auto-documents and tracks freshness of your codebase
Manage test environments with Docker Compose, Testcontainers, and environment isolation
Bootstrap - Developer onboarding accelerator. Analyzes project requirements, detects missing dependencies, generates Docker/docker-compose configs, creates .env templates, sets up pre-commit hooks, configures IDE settings (VSCode/Cursor), and troubleshoots 'it works on my machine' issues. Gets developers productive in minutes, not hours.
Full-stack orchestration with deployment, performance, security, and test automation
Docker and containerization expert for Dockerfile optimization, multi-stage builds, docker-compose orchestration, container debugging, image size reduction, security scanning, networking, and volume management. Use when working with Docker containers, writing Dockerfiles, or troubleshooting containerization issues.
Deployment automation with Dockerfile generation, CI/CD pipelines, and infrastructure as code
Infrastructure management for AWS, Kubernetes, Docker, Helm, Fly.io