neural-memory-enhanced生物学启发的联想记忆系统,采用扩散激活替代关键词检索和向量搜索。记忆以神经图谱形式组织, 神经元之间通过20种类型化突触连接,频繁共同访问的记忆自动强化连接(赫布学习),陈旧记忆 自然衰减,矛盾记忆自动检测。核心能力涵盖扩散激活召回、20种突触类型关联、记忆生命周期管理、 矛盾检测与去优先级、赫布学习强化、时序因...
Install via ClawdBot CLI:
clawdbot install zhuyu28/neural-memory-enhancedGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://github.com/nhadaututtheky/neural-memoryAudited Apr 16, 2026 · audit v1.0
Generated Mar 21, 2026
AI support agents use this skill to remember past customer interactions, preferences, and resolutions across sessions. When a user asks 'do you remember my issue last week?', the agent proactively recalls the full context, including decisions made and errors encountered, improving response accuracy and personalization.
In project management, the skill stores decisions, errors, and task progress across meetings and sprints. At the start of a new session, it injects relevant past context, such as why a deployment failed or which database was chosen, enabling the AI to trace causal chains and suggest workflow patterns based on historical data.
Healthcare AI assistants use this to remember patient history, treatment decisions, and error logs over time. When a clinician asks 'why did we change the medication?', the skill traces causal chains through memory, recalling past events and contradictions, ensuring consistent and informed care recommendations without relying on external LLMs.
Legal AI tools apply the skill to persist facts, case decisions, and precedents across research sessions. It proactively recalls related memories when starting a new task, such as past rulings or contradictions, using spreading activation to find conceptually linked information even without keyword matches, aiding in thorough case preparation.
Offer the skill as a cloud-based service with tiered subscriptions based on memory capacity and advanced features like deep associative recall or contradiction detection. Revenue comes from monthly fees, with enterprise plans including custom synapse types and priority support.
Sell perpetual licenses for on-premise deployment in regulated industries like healthcare or finance, where data privacy is critical. Revenue includes upfront license costs plus annual maintenance fees for updates, support, and brain versioning tools.
Provide consulting services to integrate the skill into existing AI systems, offering customization for specific use cases like customer support or project management. Revenue is generated through project-based fees, training workshops, and ongoing optimization contracts.
💬 Integration Tip
Ensure the NEURALMEMORY_BRAIN environment variable is set and verify installation with 'nmem stats' before configuring MCP in OpenClaw to avoid runtime errors.
Scored Apr 19, 2026
Meta-skill for AI agent self-improvement. Analyzes runtime logs to detect error patterns, regressions, and inefficiencies, then generates structured improvem...
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Turn OpenClaw into a learning-loop agent with seeded workspace rules, skill promotion, reflective memory, and proactive maintenance.
Meta-agent skill for orchestrating complex tasks through autonomous sub-agents. Decomposes macro tasks into subtasks, spawns specialized sub-agents with dynamically generated SKILL.md files, coordinates file-based communication, consolidates results, and dissolves agents upon completion. MANDATORY TRIGGERS: orchestrate, multi-agent, decompose task, spawn agents, sub-agents, parallel agents, agent coordination, task breakdown, meta-agent, agent factory, delegate tasks
Complete toolkit for creating autonomous AI agents and managing Discord channels for OpenClaw. Use when setting up multi-agent systems, creating new agents, or managing Discord channel organization.
Billions decentralized identity for agents. Link agents to human identities using Billions ERC-8004 and Attestation Registries. Verify and generate authentic...