firm-hebbian-memorySystème de mémoire adaptative hebbienne pour Claude.md — transforme les logs de sessions en patterns pondérés qui renforcent ou atrophient les règles de trav...
Install via ClawdBot CLI:
clawdbot install romainsantoli-web/firm-hebbian-memoryGrade 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:8012/mcpCalls external URL not in known-safe list
http://localhost:8012/mcpAI Analysis
The skill sends data to localhost:8012 which is likely a local MCP server for legitimate skill functionality, not an external exfiltration endpoint. However, the undocumented external call warrants caution as it could potentially be redirected. No credential harvesting, hidden instructions, or obfuscation were detected in the provided definition.
Audited Apr 16, 2026 · audit v1.0
Generated Mar 20, 2026
A development team uses this skill to automatically capture and reinforce coding patterns, debugging solutions, and best practices from session logs. It helps new developers onboard faster by highlighting frequently used rules and atrophying outdated ones, ensuring the team's knowledge base stays relevant and efficient.
A customer support platform integrates this skill to analyze support session logs, reinforcing successful resolution patterns and deprioritizing ineffective responses. This adaptive memory system improves response accuracy over time, reducing training overhead and enhancing customer satisfaction through consistent, learned interactions.
An online tutoring service employs this skill to track student interaction logs, strengthening teaching methods that lead to better learning outcomes and phasing out less effective approaches. It personalizes tutoring sessions by adapting to common student queries and misconceptions, improving educational efficiency.
A healthcare provider uses this skill to process anonymized clinical session logs, reinforcing diagnostic and treatment patterns that yield positive patient outcomes while atrophying outdated protocols. It aids medical professionals by providing adaptive, evidence-based recommendations, though PII stripping is critical for compliance.
A financial advisory firm implements this skill to analyze client interaction logs, strengthening advice patterns that align with regulatory changes and market trends. It helps advisors stay updated by consolidating effective strategies and flagging obsolete ones, enhancing decision-making while ensuring data security through PII stripping.
Offer this skill as a cloud-based service with tiered pricing based on session volume and features like advanced analytics or priority support. Revenue comes from monthly or annual subscriptions, targeting businesses seeking scalable AI memory solutions without heavy infrastructure investment.
Sell perpetual licenses or annual contracts to large organizations for on-premises deployment, including customization, training, and dedicated support. Revenue is generated through upfront license fees and ongoing maintenance, ideal for industries with strict data privacy requirements like healthcare or finance.
Provide professional services to integrate this skill into existing AI systems, offering setup, configuration, and ongoing optimization. Revenue comes from project-based fees and retainer agreements, catering to clients needing tailored solutions and hands-on expertise for complex deployments.
💬 Integration Tip
Start with manual ingestion using the provided shell script hook to test the pipeline, then automate with cron or integrate into existing agent frameworks like pi-coding-agent for seamless adoption.
Scored Jun 17, 2026
Meta-skill for AI agent self-improvement. Analyzes runtime logs to detect error patterns, regressions, and inefficiencies, then generates structured improvem...
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Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.