| name | agentbrain |
| description | Brain-inspired cognitive architecture. Self-evolving personality, memory, emotions, skill learning, and reward adaptation. Injects brain context into every prompt. |
| metadata | {"openclaw":{"emoji":"brain","requires":{"bins":[]},"install":[]}} |
AgentBrain
Self-evolving AI cognitive architecture with semantic memory, emotion modeling, personality traits, skill learning, and reward systems.
Features
Dual-Layer Memory
- Vector Memory: fast semantic similarity matching via local embeddings.
- Graph Memory: entity/relationship recall with semantic traversal.
- Long-term context preservation across sessions.
- Automatic memory consolidation and decay.
Adaptive RAG
- Query-aware retrieval instead of fixed top-k memory injection.
- Vector recall for semantic similarity, graph recall for entities and links,
procedural recall for workflows, and reflective recall for lessons.
- Relevance criticism before prompt injection: filter stale, weak, unrelated,
or contradicted memories.
- Memory reinforcement: useful recalls increase access count and confidence.
- Noise gating: greetings, teasing-only turns, and one-word reactions are not
saved unless the response contains concrete durable findings.
Emotion System (AffectCore)
- Generative discrete emotions via cognitive appraisal theory.
- Valence/Arousal/Dominance tracking.
- Spontaneous mood drift based on interoception.
- Vietnamese sentiment detection.
Personality & Traits
- Real-time personality influence on responses.
- Warmth, assertiveness, directness, protectiveness scales.
- Self-aware persona management.
- Adaptive tone based on relationship depth.
Knowledge Extraction
- Automatic fact/entity extraction from sessions.
- Relationship type inference.
- Knowledge graph building.
- Cross-session semantic linking.
Tools
AgentBrain exposes these OpenClaw tools when the plugin is active:
agentbrain_status
agentbrain_emotions
agentbrain_graph
agentbrain_memories
agentbrain_skills
agentbrain_reflect
Storage
Brain state persists in ~/.openclaw/data/agentbrain/brain.db:
- SQLite database with vector embeddings.
- Relationship graphs.
- Memory decay tracking.
- Personality snapshots.
