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| title: Ghost Malone | |
| emoji: 👻 | |
| colorFrom: purple | |
| colorTo: blue | |
| sdk: docker | |
| pinned: false | |
| # Ghost Malone: Emotion-Aware MCP System | |
| **📢 Project Announcement:** https://x.com/badtrapazoid/status/1990539436795572375 | |
| **🌐 Live Space:** https://huggingface.co/spaces/MCP-1st-Birthday/ghostMalone | |
| A three-server emotional engine built for the MCP ecosystem. | |
| What It Does | |
| Ghost Malone turns raw text into a structured emotional understanding, remembers past patterns, and produces responses that fit the user’s state. | |
| Not a chatbot — a small, disciplined mind. | |
| Architecture (Three Servers) | |
| USER → Orchestrator → Emotion Server → Memory Server → Reflection Server → Output | |
| 1. Emotion Server | |
| Russell’s Circumplex (valence + arousal) | |
| Fast pattern matching across 8 affect states | |
| Outputs: labels, valence, arousal, tone | |
| ~31ms latency | |
| 2. Memory Server | |
| Rolling 50-entry history | |
| Stores text + emotional metadata | |
| Recalls past patterns for personalization | |
| ~66ms latency | |
| 3. Reflection Server | |
| Claude-driven tone adaptation | |
| Uses emotion + memory + need to shape response | |
| ~5.3s latency (dominant cost) | |
| Two Lexicons (Core Intelligence) | |
| Needs Lexicon | |
| 5 core needs: autonomy, connection, security, rest, recognition | |
| 24 context patterns → 47 inference rules | |
| Aligns emotion with human motive | |
| 95.2% accuracy vs BPNSFS scale | |
| Intervention Lexicon | |
| Evidence-based strategies | |
| Constitutional gating: | |
| confidence ≥ 0.70 | |
| arousal ≥ 0.40 | |
| depth ≥ 2 messages | |
| Prevents overstepping / unsolicited advice | |
| Pipeline (Six Steps) | |
| Emotion analysis | |
| Needs inference | |
| Memory recall + store | |
| Reflection (tone-aware response) | |
| Intervention check | |
| Response assembly | |
| Total latency: ~5.5s. | |
| What Makes It Different | |
| 1. Needs, not just emotions | |
| “Sad” branches to different needs (connection vs autonomy vs security). | |
| 2. Memory-aware | |
| Responses reference earlier feelings. | |
| 3. Constitutional alignment | |
| No forced advice. | |
| No toxic positivity. | |
| User controls sensitivity via sliders. | |
| 4. Tunable thresholds | |
| Real-time control of intervention behavior. | |
| 5. Emotional trajectory visualization | |
| Simple plot showing how the user is moving on the Circumplex. | |
| Core Example (One Glance) | |
| Input: “I feel so isolated and alone.” | |
| Emotion: sad, lonely (valence -0.6, arousal 0.4) | |
| Need: connection (0.92) | |
| Memory: user mentioned “feeling left out at work” | |
| Response: grounded, gentle reflection | |
| Intervention (if gated): connection strategies | |
| ## README Example Section | |
| ```markdown | |
| ## 🎯 Try These Examples | |
| **For Connection needs:** | |
| 1. "I feel so isolated and alone" | |
| 2. "Nobody really understands what I'm going through" | |
| **For Autonomy needs:** | |
| 1. "I feel so trapped and powerless in this situation" | |
| 2. "I have no control over anything anymore" | |
| **For Security needs:** | |
| 1. "Everything feels so uncertain and scary" | |
| 2. "I'm worried about what's going to happen next" | |
| **For Rest needs:** | |
| 1. "I'm so burnt out and exhausted" | |
| 2. "I'm completely drained and can't keep going" | |
| **For Recognition needs:** | |
| 1. "Nobody notices all the work I do" | |
| 2. "I feel completely invisible and unappreciated" | |
| 💡 Interventions appear on the 2nd message when thresholds are met. | |
| ``` | |