GitSocial · Repository PassportCOMPLETED · 2026-10-08Z

mirror-match advik-bhatt · COMPLETED

On a live customer service call, MirrorMatch reads the caller's emotion on every turn and coaches the agent out loud before the conversation escalates. The user calls in as an angry customer; a Tavus AI avatar plays the support agent. MirrorMatch transcribes the speech, classifies the emotion in real time, and speaks adaptive guidance through ElevenLabs the moment tension rises. Technical highlights: • HuggingFace DistilRoBERTa classifies each utterance across 7 emotions, with a keyword fallback for resilience; the Web Speech API streams interim results so the read updates mid-sentence • A 4-level coaching engine escalates guidance from "maintain flow" to "route to a human now," visualized through a pulsing emotion orb and a live emotion-arc chart • ElevenLabs voices the coaching, with voice stability dropping as anger rises for a more urgent delivery • Redis (Upstash) as the real-time backbone — emotion arc as a sorted set, peak anger via ZREVRANGE, atomic counters for turns and escalations, and per-IP rate limiting — all read back into a live dashboard • Supabase for durable session history and post-call QA replay • Veris integration for scripted escalation simulations against the same classifier • Fully serverless on Next.js 14 and Vercel, no backend server

github.com/advik-bhatt/mirror-match · ★ 2 · Forks 0 · Size 141 KB

SUMMARY

Technologies 15
Scored 15
Observed 15
Practices 6
Evidence 15
Skips 0

COVERAGE

Analyzed 47 files · 80 commits · 0 API calls

TECHNOLOGIES & DEPTH

TypeScript LANGUAGE Depth 70
17 files · PRODUCTION
Shell LANGUAGE Depth 70
1 files · PRODUCTION
JavaScript LANGUAGE Depth 70
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JSON LANGUAGE Depth 70
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Markdown LANGUAGE Depth 70
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YAML LANGUAGE Depth 70
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Python LANGUAGE Depth 70
10 files · PRODUCTION
pip BUILD_TOOL Depth 80
1 files · CONFIGURATION
npm BUILD_TOOL Depth 80
1 files · CONFIGURATION
FastAPI FRAMEWORK Depth 58
1 files · PRODUCTION
Next.js FRAMEWORK Depth 74
10 files · PRODUCTION
Pydantic LIBRARY Depth 58
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React FRAMEWORK Depth 74
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Redis CACHE Depth 96
5 files · CONFIGURATION, PRODUCTION
Tailwind CSS LIBRARY Depth 42
1 files · PRODUCTION

PRACTICES

documentation · observedautomated_tests · absentcontinuous_integration · absentcontainerization · observedlinting · absentformatting · absent

ACTIVITY & OWNERSHIP

First commit 2026-06-06
Last commit 2026-06-06
Active months 1
Commits 80

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