memory-attention-routerDeterministic long-term memory routing for OpenClaw. Route, write, reflect on, and refresh reusable memory for multi-step agent work. Use when the task depen...
Install via ClawdBot CLI:
clawdbot install kaiqiangh/memory-attention-routerGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 21, 2026
A customer support agent uses this skill to remember user preferences and past issues across multiple sessions. When a user says 'always escalate to tier 2 after 15 minutes', the agent triggers the skill to store this as a durable preference, ensuring consistent handling in future interactions.
A development team lead uses the skill to track procedural learnings from past sprints. When a deployment fails due to a specific configuration, they write a reflection memory, and the router ensures future planners receive 'pitfalls_to_avoid' about that configuration in compact packets.
A diagnostic AI uses this skill to maintain patient-specific rules and treatment preferences. When a doctor states 'prefer non-steroidal options for this patient going forward', the skill captures this as a preference memory, routing it to the executor role during future prescription steps.
A financial advisor AI applies the skill to remember client risk tolerances and past investment outcomes. After a portfolio review, it creates summary memories of decisions, and the refresh flow retires outdated risk profiles when new evidence from market changes appears.
A content generation agent uses the skill to adhere to style guides and user preferences across projects. When a user specifies 'my rule is to avoid technical jargon', the skill triggers on that phrase, storing it as a preference and including it in packets for the responder role.
Offer this skill as part of a subscription-based platform for AI development teams. Revenue comes from monthly fees per agent instance, with tiers based on memory storage capacity and advanced features like contradiction detection.
Provide custom integration of this skill into existing enterprise AI systems, such as customer service bots or internal workflow assistants. Revenue is generated through one-time implementation fees and ongoing support contracts.
Offer consulting services to help organizations implement and tune the memory router for specific use cases, like optimizing packet size or refining step roles. Revenue comes from hourly or project-based consulting engagements.
💬 Integration Tip
Start by integrating the read flow during planning steps, then gradually add write flows after key outcomes to build memory without overwhelming the system.
Scored Jun 19, 2026
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