Validate statistical research outputs for formulation quality, method-to- problem alignment, theory presence, experimental evidence, fair comparison, artifact completeness, and final-claim consistency.

Run the ResearchClaw autonomous research pipeline from a topic, config, and output directory.

Track keyword rankings and SERP feature changes in traditional search and AI responses over time. 排名追踪/SERP监控

Optimize content for AI citations in ChatGPT, Perplexity, AI Overviews, Gemini, Claude. AI引用优化/GEO优化/AI搜索

Use when asked to fix short descriptions of Python type members.

Use when a Slate Yjs collaboration behavior is suspicious and Potion should be used as a live reference implementation through dev-browser, especially for offline/reconnect, selection, or history scenarios.

Mine external editor repositories for portable editor-behavior tests with ClawSweeper-style discipline: multi-pass exhaustive inventory, confidence scoring, framework-specific skip reasons, Slate/Plate coverage mapping, license-aware invariant extraction, and copy/refactor/create decisions.

Analyzes code changes from an architectural perspective for pattern compliance and design integrity. Use when reviewing PRs, adding services, or evaluating structural refactors.

Terraform IaC expert for providers, modules, state management, and planning

SQLite expert for WAL mode, query optimization, embedded patterns, and advanced features

Redis expert for data structures, caching patterns, Lua scripting, and cluster operations

Technical interview preparation expert for algorithms, system design, and behavioral questions

Docker expert for containers, Compose, Dockerfiles, and debugging

CSS expert for flexbox, grid, animations, responsive design, and modern layout techniques

Compliance expert for SOC 2, GDPR, HIPAA, PCI-DSS, and security frameworks

CI/CD pipeline expert for GitHub Actions, GitLab CI, Jenkins, and deployment automation

AWS cloud services expert for EC2, S3, Lambda, IAM, and AWS CLI

Expert knowledge for AI Twitter/X management — API v2 reference, content strategy, engagement playbook, safety, and performance tracking

Expert knowledge for AI lead generation — web research, enrichment, scoring, deduplication, and report generation

Expert knowledge for AI intelligence collection — OSINT methodology, entity extraction, knowledge graphs, change detection, and sentiment analysis