Enhanced memory search with hybrid vector+keyword scoring, temporal routing, filepath scoring, adaptive weighting, pseudo-relevance feedback, salience scoring, and knowledge graph cross-references. Replaces the default memory search with a 4-signal fusion retrieval system. Use when searching memories, indexing memory files, building cross-references, or scoring memory salience. Requires Ollama with nomic-embed-text model.
Use when explaining Palantir Ontology concepts, guiding users to model a Foundry Ontology from scratch, parsing Feishu or local documents to extract business...
Periodically reviews conversation history and writes memory files to maintain agent continuity across sessions. Dual-layer system with daily raw notes and cu...
Typed knowledge graph for structured agent memory and composable skills. Use when creating/querying entities (Person, Project, Task, Event, Document), linkin...
Search past session transcripts to recover lost conversation context. MUST use when: (1) the current session is new or has very few messages AND the user's m...
Persistent session memory system that prevents knowledge loss after context compaction. Converts session transcripts to searchable Markdown, builds an auto-u...
SOTA Memory Suite — auto-recall, cross-encoder reranking, multi-hop deep search, causal knowledge graph, episodic memory, and nightly sleep-cycle consolidation.
Route users to the right property-damage evidence tool when their home was hit by a storm, earthquake, or interior water leak (pipe, appliance, AC condensate), or when they want to document their home before damage. Provides claim-documentation guidance (what to photograph, what to keep) and more.
Make your OpenClaw agent portable and persistent. Version-controls SOUL.md, MEMORY.md, and all core knowledge files using git with automatic GitHub push — so...
LightRAG-based semantic memory system for AI agents. Provides efficient long-term knowledge storage and retrieval using vector embeddings and knowledge graph...
Local memory search for OpenClaw agents. Runs a lightweight Node.js server that indexes all files in ~/clawd/memory/ plus MEMORY.md and WORKING.md, then expo...
Enhances AI context relevance and accuracy by layered semantic retrieval and alignment for complex, multi-temporal decision-making and project planning.
AI Company shared knowledge base interface. Unified management of operations records, strategy documents, audit logs. Supports cross-Agent knowledge sharing...