openclaw-memory-2Agent memory with ALMA meta-learning, LLM fact extraction, and full-text search. Observer calls remote LLM APIs (OpenAI/Anthropic/Gemini). ALMA and Indexer w...
Install via ClawdBot CLI:
clawdbot install arosstale/openclaw-memory-2Grade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Accesses sensitive credential files or environment variables
process.env.ANTHROPICPotentially destructive shell commands in tool definitions
exec(Calls external URL not in known-safe list
https://github.com/arosstale/openclaw-memoryUses known external API (expected, informational)
api.anthropic.comGenerated Mar 21, 2026
Academic teams can use the Observer to extract structured facts from research discussions and literature reviews, storing them in memory files. The Indexer enables full-text search across research notes and papers, while ALMA offline optimizes memory organization for efficient retrieval.
Support teams can integrate the Observer to analyze customer conversations, extracting key facts and opinions to update a knowledge base. The Indexer allows quick search through support documentation, and ALMA helps refine memory structures offline to improve response accuracy.
Content creators can use the Observer to gather insights from brainstorming sessions, structuring ideas into facts and opinions. The Indexer searches through content archives and plans, while ALMA optimizes memory layouts offline for better creative workflow organization.
Legal professionals can employ the Observer to extract structured facts from case discussions and documents, storing them for reference. The Indexer enables search across case files and notes, with ALMA offline enhancing memory system designs for efficient legal research.
Healthcare providers can use the Observer to analyze patient consultations, extracting key biographical and observational facts into structured records. The Indexer allows search through medical notes, and ALMA offline improves memory organization for better patient care coordination.
Offer the memory system as a cloud-based service with tiered plans based on API usage (e.g., Observer calls) and storage limits. Revenue comes from monthly subscriptions, with premium features like advanced ALMA designs and priority support.
Sell perpetual licenses to large organizations for on-premise deployment, including custom integrations and dedicated support. Revenue is generated through one-time license fees and annual maintenance contracts for updates and technical assistance.
Provide a free version with basic offline features (ALMA and Indexer) to attract users, then charge for Observer API calls or enhanced search capabilities. Revenue streams include pay-per-use API credits and premium upgrades for advanced functionalities.
💬 Integration Tip
Ensure API keys for Observer are securely stored and consider using environment variables; test offline components like ALMA and Indexer locally before deployment to avoid network dependencies.
Scored Apr 19, 2026
AI Analysis
The skill's external API usage (OpenAI/Anthropic/Gemini) is explicitly documented for its stated purpose of fact extraction, with no evidence of hidden instructions or credential harvesting. The primary risk is potential exposure of conversation data to third-party LLM providers, which is disclosed but requires user consent via API key configuration.
Audited Apr 16, 2026 · audit v1.0
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