memory-on-demand按需记忆检索。当用户询问历史相关问题时,自动搜索 memory 和 QMD 获取相关信息。
Install via ClawdBot CLI:
clawdbot install aeoleader/memory-on-demandGrade Limited — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 20, 2026
When a customer asks about a previous interaction, such as a support ticket or purchase, this skill automatically retrieves relevant chat logs or transaction records. It helps agents quickly recall context without manual searching, improving response time and accuracy.
During team meetings, users can query past project decisions or milestones. The skill searches through meeting notes and documentation stored in memory files, providing instant access to historical data for better planning and accountability.
For individuals managing daily tasks, this skill retrieves past reminders or events when asked about previous activities. It uses keywords like 'last time' to pull up relevant notes from personal logs, aiding in memory recall and organization.
In clinical settings, when a healthcare provider inquires about a patient's past treatments or symptoms, the skill searches medical records and notes. This ensures quick access to historical data for informed decision-making and continuity of care.
Teachers or students can ask about previous lessons or assignments. The skill retrieves educational materials and session records, helping track learning progress and review past content efficiently.
Offer this skill as part of a subscription-based AI assistant platform for businesses. Charge monthly or annual fees based on usage tiers, providing features like enhanced memory storage and priority support to generate recurring revenue.
Provide basic memory retrieval for free to attract users, then monetize through premium upgrades such as advanced search capabilities, integration with more data sources, or higher limits on memory storage.
License the skill to large organizations for internal use, such as in customer service or project management tools. Offer custom integrations, dedicated support, and enhanced security features, charging a one-time or annual license fee.
💬 Integration Tip
Ensure QMD and memory files are properly indexed and accessible; test trigger keywords to avoid false positives in automatic retrieval.
Scored Apr 19, 2026
Search and analyze your own session logs (older/parent conversations) using jq.
Typed knowledge graph for structured agent memory and composable skills. Use when creating/querying entities (Person, Project, Task, Event, Document), linkin...
Enable and configure Moltbot/Clawdbot memory search for persistent context. Use when setting up memory, fixing "goldfish brain," or helping users configure memorySearch in their config. Covers MEMORY.md, daily logs, and vector search setup.
Ultimate AI agent memory system for Cursor, Claude, ChatGPT & Copilot. WAL protocol + vector search + git-notes + cloud backup. Never lose context again. Vibe-coding ready.
Local memory management for agents. Compression detection, auto-snapshots, and semantic search. Use when agents need to detect compression risk before memory loss, save context snapshots, search historical memories, or track memory usage patterns. Never lose context again.
Audit, clean, and optimize Clawdbot's vector memory (LanceDB). Use when memory is bloated with junk, token usage is high from irrelevant auto-recalls, or setting up memory maintenance automation.