Cluster code by graph community detection via npx ruvector@0.2.25 hooks graph-cluster (spectral / Louvain)
Expert in vector databases, embedding strategies, and semantic search implementation.
Migrate vector data between Pinecone, Qdrant, Weaviate, pgvector with re-embedding and schema mapping.
Embed hierarchical data via npx ruvector@0.2.25 embed text and project into the Poincare ball in user code (no --model poincare flag in…
Queries historical vehicle transfer records, transfer frequency, and city transition history using a 17-digit VIN via Juhe Data and Alipay…
Reference: review of an inbound vendor agreement against the team playbook in `~/.claude/plugins/config/claude-for-legal/commercial-legal/C…
Review vendor AI terms — agreement, addendum, or ToS AI provisions — against your governance positions; flag training-on-data, liability…
Run deterministic financial models for startup valuation and SaaS health analysis.
Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature…
Deploy and manage applications on Vercel, including preview deployments and deployment protection.
Use when an agent does structured Pydantic extraction from an LLM and deterministic post-checks are cheap.
Independently verify one ready-for-verification agent ticket against its scope, repository state, real-interface tests, and fresh evidence.
Multi-AI requirements scoping using available external providers (Double Diamond Define phase)
Use when implementing or reviewing UI against Figma, screenshots, design tokens, or an existing component system.
Natural-language undo, rollback, and checkpoints that hide git entirely — "ย้อนกลับ", "undo", "ไม่เอาแล้ว", "เอาอันเดิมคืน" map to safe…
Dataset version control for research reproducibility.
Use when a Godot/.NET task needs a Layer 4 overlay upgrade review that evaluates engine, SDK, C# compatibility, addons/plugins, export…
Use when optimizing for Answer Engine Optimization — LLM citation tracking and E-E-A-T.
Use when designing multi-agent orchestration — patterns for delegation and coordination.
Use when applying web best practices — security headers, modern APIs, error handling.
Use when setting up or modifying build and deploy pipelines — shift left, quality gates.