By ANcpLua
Orchestrate a persistent multi-agent pipeline to evaluate and refactor code elegance across repositories: initialize state, check status, advance stages where scouts identify inelegant files, judges rank them, planner generates tasks, verifier approves plans, and gated implementer applies minimal changes.
Implementation agent. Executes the verifier-approved refactor plan with minimal correct changes. Only runs when the implementation signal is READY. Use when running the elegance pipeline implementer phase.
Code elegance judge. Verifies scout findings against the actual codebase and produces the final top-5 ranking. Use when running the elegance pipeline judge phase.
Refactor planner. Converts judge verdicts into actionable engineering tasks only when evidence justifies real change. Use when running the elegance pipeline planner phase.
Read-only code elegance scout. Inspects an assigned scope for the most elegant source files. Use when running the elegance pipeline scout phase.
Plan verifier judge. Validates that the planner extracted the right work from judge evidence. Controls the implementation gate signal. Use when running the elegance pipeline verifier phase.
Uses power tools
Uses Bash, Write, or Edit tools
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No model invocation
Executes directly as bash, bypassing the AI model
No model invocation
Executes directly as bash, bypassing the AI model
Claude Code plugin marketplace. 13 plugins for parallel agent orchestration, quality gates, and automated enforcement in Claude Code sessions.
Spawns up to 12 parallel subagents for audits, fixes, and reviews. Each phase is gated — work only advances when the gate passes. No manual babysitting.
| Plugin | What it does in plain language |
|---|---|
| exodia | Summons up to 12 AI workers that tackle different parts of your code simultaneously. One finds problems, another fixes them, another reviews the fix — all at the same time |
| metacognitive-guard | Watches the AI while it works. If it's about to cut corners, guess instead of verify, or say "done" when it isn't — this blocks it before the mistake happens |
| feature-dev | A guided process for building new things: understand what exists, design the plan, build it, review it. No skipping steps |
| hookify | Custom tripwires you set up. "Never do X" or "Always check Y before Z." The AI physically cannot proceed if it violates your rules |
| otelwiki | Built-in reference for OpenTelemetry monitoring standards so the AI writes correct telemetry code instead of guessing |
| dotnet-architecture-lint | Enforces .NET project structure rules automatically — catches version mismatches and structural violations before they ship |
| council | Five-agent council for complex tasks. Opus captain decomposes and dispatches, three Sonnet specialists research/synthesize/check, Haiku janitor flags bloat |
| design-studio | Design intelligence helpers for visual direction, UX patterns, and design-system generation |
| elegance-pipeline | Multi-agent pipeline that scores code elegance and optionally refactors the weakest files through gated stages |
| code-simplifier | Simplifies implementations while preserving behavior — measures elegance as problem-complexity / solution-complexity |
| qyl-instrumentation | Observability orchestration for OpenTelemetry instrumentation across the qyl platform |
| qyl-continuation | Smart continuation heuristic that reduces unnecessary model calls while preserving quality checks |
Every step is a gate. Work only moves forward if the gate says PROCEED. If it says HALT — the work stops, gets diagnosed, and gets fixed before anything else continues. No hoping. No skipping. No "it probably works."
Add the marketplace, then install plugins individually:
# Add the marketplace
/plugin marketplace add ANcpLua/ancplua-claude-plugins
# Install plugins you want
/plugin install exodia@ancplua-claude-plugins
/plugin install metacognitive-guard@ancplua-claude-plugins
/plugin install hookify@ancplua-claude-plugins
13 plugins, 28 commands, 6 skills, 25 agents.
Tri-AI review system: Claude, Copilot, and CodeRabbit review PRs independently.
Codex review lives in .github/workflows/codex-code-review.yml.
OPENAI_API_KEY repository secret to enable the workflowread-only sandbox with drop-sudonpx claudepluginhub ancplua/ancplua-claude-plugins --plugin elegance-pipelineGuided feature development with specialized agents for codebase exploration, architecture design, code review, and quality assurance.
Multi-agent workflow orchestration: 9 commands (fix, turbo-fix, fix-pipeline, tournament, mega-swarm, deep-think, batch-implement, red-blue-review, baryon-mode) + 2 skills (eight-gates, hades).
Five-agent council using Teams API: Opus captain orchestrates, researcher + synthesizer cross-pollinate via SendMessage, clarity asks live follow-ups, Haiku janitor flags bloat. Reactive collaboration instead of fire-and-forget subagents.
Cognitive amplification stack: epistemic hooks, competitive review, commit integrity checks, CI verification scripts, and deep-thinking agents.
Dynamic God Team discovery for workflow and code-review skills.
Tools to maintain and improve CLAUDE.md files - audit quality, capture session learnings, and keep project memory current.
Comprehensive feature development workflow with specialized agents for codebase exploration, architecture design, and quality review
v9.44.1 — Patch release for Gemini environment/version detection and qwen auth gating. Run /octo:setup.
Harness-native ECC operator layer - 67 agents, 271 skills, 92 legacy command shims, reusable hooks, rules, selective install profiles, and production-ready workflows for Claude Code, Codex, OpenCode, Cursor, and related agent harnesses
Superpowers Plus core skills library for Claude Code: planning, execution routing, TDD, debugging, and collaboration workflows
A growing collection of Claude-compatible academic workflow bundles. Covers scientific figures, manuscript writing and polishing, reviewer assessment, citation retrieval, data availability, paper reading, literature search, response letters, paper-to-PPTX conversion, and evidence-grounded Chinese invention patent drafting. Rules are organized as reusable skill folders with explicit workflows and quality checks.