memos-searchSearch and retrieve memory content using MemOS API based on user queries, supporting up to top 3 relevant results.
Install via ClawdBot CLI:
clawdbot install hope7709/memos-searchGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
http://localhost:8000Audited Apr 16, 2026 · audit v1.0
Generated Mar 20, 2026
Individuals can store and retrieve personal notes, learning materials, or daily reflections using the MemOS API. For example, a user might save insights from a meeting and later search for them by topic, enabling efficient recall without manual organization.
Support teams can use MemOS to save and access troubleshooting guides, past customer interactions, or product FAQs. Agents can quickly search for relevant information based on user queries, reducing response times and improving accuracy in resolving issues.
Writers or researchers can store ideas, references, and draft content in MemOS, then search across all saved materials to find relevant information for articles or reports. This streamlines the research process by centralizing data and enabling semantic search.
Teams can save project updates, meeting notes, and task details to MemOS, organized by agent and filename. Members can retrieve or list memories to track progress, ensuring all documentation is easily accessible and searchable for collaboration.
Developers can integrate MemOS with AI agents to replace default memory systems, allowing agents to persistently store and recall user interactions or learned data. This improves agent performance by providing long-term memory capabilities for personalized responses.
Offer MemOS as a cloud-hosted API with tiered pricing based on storage limits, API calls, or number of agents. This model provides recurring revenue from businesses or developers needing scalable, external memory solutions for their applications.
Sell on-premise or customized versions of MemOS to large organizations for internal use, such as in customer support or knowledge management systems. This includes setup, support, and integration services for a one-time or ongoing fee.
Provide a free tier with basic memory operations and limited storage, then charge for advanced features like enhanced search, higher top_k values, or priority support. This attracts individual users and small teams while monetizing heavy usage.
💬 Integration Tip
Use the Python requests library with json parameters for API calls, and ensure the MEMOS_API_URL environment variable is set for easy configuration across different deployments.
Scored Apr 19, 2026
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