openclaw-memory-skillMongoDB-backed long-term semantic memory for recalling, storing, searching, and managing facts, decisions, and user preferences across sessions.
Install via ClawdBot CLI:
clawdbot install mrlynn/openclaw-memory-skillGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Sends data to undocumented external endpoint (potential exfiltration)
POST → http://localhost:7654/reflectCalls external URL not in known-safe list
http://localhost:7654AI Analysis
The skill's external call to localhost:7654 is likely a local backend service for its MongoDB/Voyage AI functionality, not an unauthorized external server. While the UNKNOWN_DATA_SINK signal warrants caution, the pattern is consistent with the skill's stated purpose of long-term memory storage and retrieval, not credential harvesting or hidden malicious instructions.
Audited Apr 17, 2026 · audit v1.0
Generated Mar 21, 2026
A support agent uses the skill to recall past customer interactions and preferences, enabling personalized responses and consistent issue resolution across sessions. It semantically searches for similar past tickets to apply known solutions quickly.
An AI assistant in project management stores decisions and preferences about tools, timelines, and team roles, helping maintain context across project phases. It searches memories to avoid repeating past mistakes and align with established workflows.
A healthcare advisor uses the skill to remember patient preferences, treatment decisions, and insights from prior consultations, ensuring continuity of care. Semantic search helps retrieve relevant medical history without keyword reliance.
A tutoring AI stores student learning preferences, progress milestones, and key concepts covered, personalizing lessons over multiple sessions. It searches memories to reinforce past topics and adapt teaching strategies.
A sales AI integrates with CRM systems to remember client preferences, past deal outcomes, and communication styles, enhancing relationship management. It uses semantic search to recall relevant client history for tailored pitches.
Offer the skill as a cloud-based service with tiered pricing based on memory storage capacity and search frequency, targeting businesses needing persistent AI memory. Revenue comes from monthly or annual subscriptions with enterprise support options.
Provide consulting services to integrate the skill into existing AI systems or workflows, customizing hooks and configurations for specific use cases. Revenue is generated through project-based fees and ongoing maintenance contracts.
Offer a free version with basic memory tools and limited storage, upselling to premium plans for advanced features like automatic hooks, higher search accuracy, and priority support. Revenue comes from upgrades and add-ons.
💬 Integration Tip
Ensure the MongoDB daemon is running locally and configure hooks carefully to avoid storing excessive ephemeral data, balancing automation with user control.
Scored Jun 19, 2026
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