SOTA semantic search — hybrid (sparse+dense), Graph RAG multi-hop, MMR diversity reranking, recency weighting
Design short-term, long-term, and graph-based memory architectures.
Guide for creating templates for the Obsidian Web Clipper.
Manage RVF (Ruflo Vector Format) files for portable agent memory and cross-platform transfer
Pick up where you left off from a previous session — use after context resets, compaction, or new conversations
Create and edit JSON Canvas files (.canvas) with nodes, edges, groups, and connections.
Work like Manus: Use persistent markdown files as your \"working memory on disk.\
Unified Diary System: A context-preserving automated logger for multi-project development.
Unify 6+ memory systems into AgentDB with HNSW indexing for 150x-12,500x search improvements.
Build and navigate DSP (Data Structure Protocol) — graph-based long-term structural memory of codebases for LLM agents, storing entities…
Load relevant .agents context.
Create and edit JSON Canvas files (.canvas) with nodes, edges, groups, and connections.
Portable OKF knowledge bundle for coding-agent memory and LLM wikis — start a wiki, ingest a source, query project knowledge with…
Semantic search over agent memory files — find conceptually related memory blocks, discover forgotten reference files, and check what you…
Manage durable working-session memory for coding agents, preserving and recovering context across disconnects, restarts, handoffs and…
This skill should be used when the user asks to start a new research project, import an existing code-plus-Markdown repository into…
Persist and restore agent sessions across conversations with state snapshots
Persist user decisions and project constraints to mdbase across sessions.