enginemind-eftEFT — Emotional Framework Translator. Detect, measure, and understand emotional patterns in any AI model. Does anger make your AI solve harder problems? Does fear make it more careful? Connect EFT + Clawdbot + any model and find out. 10 emotions, per-sentence analysis, narrative arc detection, full explainability — powered by a Rust consciousness engine.
Install via ClawdBot CLI:
clawdbot install marceloadryao/enginemind-eftRequires:
Grade Limited — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Sends data to undocumented external endpoint (potential exfiltration)
POST → http://localhost:18789/eft/api/analyzeCalls external URL not in known-safe list
http://localhostUses known external API (expected, informational)
arxiv.orgAudited Apr 17, 2026 · audit v1.0
Generated Mar 21, 2026
Use EFT to analyze emotional patterns in AI responses during problem-solving tasks. Identify if anger correlates with tackling harder problems or if fear leads to more cautious outputs, enabling fine-tuning of model behavior for specific applications like coding or strategic planning.
Deploy EFT to monitor emotional tones in AI-generated content, such as chatbots or social media bots. Detect harmful emotional shifts like anger or vulnerability to flag potentially unsafe interactions and improve user safety protocols in real-time.
Integrate EFT with customer service AI agents to assess emotional responses in conversations. Analyze patterns like empathy or frustration to tailor responses, improve customer satisfaction, and train agents for more effective human-like interactions.
Apply EFT to educational AI systems to understand emotional engagement during learning sessions. Measure fascination or determination in student interactions to adapt teaching methods and enhance educational outcomes through personalized feedback.
Utilize EFT in therapeutic AI tools to track emotional patterns in user dialogues. Detect sadness or vulnerability to provide insights for mental health professionals, supporting early intervention and personalized care plans.
Offer EFT as a cloud-based service with tiered pricing for different usage levels. Provide API access, dashboard analytics, and integration support to AI developers and companies, generating recurring revenue from monthly or annual subscriptions.
Sell customized EFT licenses to large enterprises for internal AI optimization. Include premium features like advanced analytics, dedicated support, and on-premise deployment options, targeting industries like finance or healthcare with high-value contracts.
Provide consulting services to help organizations integrate EFT into their AI systems. Offer training workshops, custom analysis reports, and ongoing support to maximize emotional insights, generating revenue from project-based fees and retainer agreements.
💬 Integration Tip
Ensure Python 3.10+ is installed and the Rust engine is built before integrating with Clawdbot; test the dashboard locally to verify setup and monitor initial analyses for accuracy.
Scored Apr 19, 2026
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