What's on the bench.
Auto Review Loop LLM
Autonomous research review loop using any OpenAI-compatible LLM API. Configure via llm-chat MCP server or environment variables. Trigger with "auto review loop llm" or "llm review".
Auto Review Loop
Autonomous multi-round research review loop. Repeatedly reviews via external reviewer backend (Codex or manual), implements fixes, and re-reviews until positive assessment or max rounds reached. Use when user says "auto review loop", "review until it passes", or wants autonomous iterative improvement.
Auto Paper Improvement Loop
Autonomously improve a generated paper via GPT-5.5 xhigh review → implement fixes → recompile, for 2 rounds. Use when user says "改论文", "improve paper", "论文润色循环", "auto improve", or wants to iteratively polish a generated paper.
Arxiv
Search, download, and summarize academic papers from arXiv. Use when user says "search arxiv", "download paper", "fetch arxiv", "arxiv search", "get paper pdf", or wants to find and save papers from arXiv to the local paper library.
Alphaxiv
Quick single-paper lookup via AlphaXiv LLM-optimized summaries with tiered source fallback. Use when user says "explain this paper", "summarize paper", pastes an arXiv/AlphaXiv URL, or provides a bare arXiv ID for quick understanding - not for broad literature search.
Ablation Planner
Use when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed for paper submission.
Workspace
Dynamic multi-repo and monorepo awareness for Claude Code. Analyze workspace topology, track API contracts, and maintain cross-repo context.
Web Payments
Stripe Checkout, subscriptions, webhooks, customer portal
User Journeys
User experience flows - journey mapping, UX validation, error recovery
UI Web
Web UI - glassmorphism, Tailwind, dark mode, accessibility
UI Testing
Visual testing - catch invisible buttons, broken layouts, contrast
UI Mobile
Mobile UI patterns - React Native, iOS/Android, touch targets
Team Coordination
Multi-person projects - shared state, todo claiming, handoffs
Supabase
Core Supabase CLI, migrations, RLS, Edge Functions
Site Architecture
Technical SEO - robots.txt, sitemap, meta tags, Core Web Vitals
Shopify Apps
Shopify app development - Remix, Admin API, checkout extensions
Session Management
Context preservation, tiered summarization, resumability
Reddit API
Reddit API with PRAW (Python) and Snoowrap (Node.js)
Reddit Ads
Reddit Ads API - campaigns, targeting, conversions, agentic optimization
React Web
React web development with hooks, React Query, Zustand
React Native
React Native mobile patterns, platform-specific code
Python
Python development with ruff, mypy, pytest - TDD and type safety
Pwa Development
Progressive Web Apps - service workers, caching strategies, offline, Workbox
Project Tooling
gh, vercel, supabase, render CLI and deployment platform setup