Agent skills by ruvnet

Extract entities and relations from source files to build a knowledge graph

Pathfinder traversal of the knowledge graph starting from a seed entity

Configure RuVLLM local inference with model selection, MicroLoRA fine-tuning, and SONA adaptation

Run Ruflo background workers using Claude Code native /loop scheduling

Run an Anthropic Claude Managed Agent — a cloud agent harness (container + filesystem + tools), the cloud counterpart of the local wasm-agent runtime

Ingest and normalize market data into OHLCV vectors with HNSW indexing

Detect and classify candlestick patterns from ingested OHLCV data

Bridge Claude Code auto-memory into AgentDB with ONNX embeddings, deduplicate, and enable unified cross-project search

AgentDB memory system with HNSW vector search. Use when: need to store patterns, search for solutions, semantic lookup. Skip when: no learning needed, ephemeral tasks.

SOTA semantic search — hybrid (sparse+dense), Graph RAG multi-hop, MMR diversity reranking, recency weighting

Create a new sequentially numbered database migration with up/down SQL files

Validate pending migrations for foreign key consistency, rollback safety, and best practices

Stream live swarm events using the Monitor tool for real-time observability

Train SONA + MicroLoRA neural patterns from successful task completions; runs the DISTILL + CONSOLIDATE phases of the 4-step pipeline

Aggregate and display system metrics with anomaly detection for a time period

Trace agent execution by collecting spans and building a trace tree for a task

Detect and flag personally identifiable information (PII) in text, code, and configurations. Use before committing code, writing logs, storing data, or sending model responses that might contain emails, phone numbers,…

Synthesize research findings from memory into structured reports with evidence grading, contradiction resolution, and actionable recommendations

Run health checks on the Ruflo installation and fix common issues

Manage RVF (Ruflo Vector Format) files for portable agent memory and cross-platform transfer

Security scanning and vulnerability detection. Use when: authentication, authorization, payment processing, user data. Skip when: read-only operations, internal tooling.

Run full security scans on the codebase using Ruflo security tools. Use when reviewing PRs for security regressions, auditing auth/input-handling code, before production deploys, or when the user asks for a security…

Persist and restore agent sessions across conversations with state snapshots

Run the SPARC Pseudocode and Architecture phases (2 and 3) — write algorithm pseudocode, design module boundaries and API contracts, then implement