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zetic-ai/melange_heimdall

melange_heimdall

An on-device guardian for LLM API calls — safety, privacy, and cost optimization that never leaves the phone

View on GitHub↗Upstream zetic-ai/melange_heimdall↗

Builder

zetic-ai

zetic-ai

zetic-ai • individual

Stars

6

Using upstream star count

Forks

2

Using upstream fork count

Open Issues

0

Activity Score

0/100

0 commits in 30d

Created

Mar 6, 2026

Project creation date

README Summary

<img src="assets/heimdall-overview.png" alt="Melange Heimdall Architecture" width="800">

Community Evaluation

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AI Dev Skills

Unmapped

Adversarial Input DetectionAPI Interception and ProxyingContent ModerationCost Optimization for LLM APIsEdge AI ArchitectureLLM API IntegrationLLM Safety and Content ModerationMobile AI/MLMobile AI/ML IntegrationOn-device Machine Learning InferenceOn-device Safety FilteringPrivacy-preserving AIPrivacy-preserving Machine LearningReal-time Request Filtering

Tags

Adversarial Input DetectionAPI Interception and ProxyingContent ModerationCost Optimization for LLM APIsEdge AI ArchitectureLLM API IntegrationLLM Safety and Content ModerationMobile AI/MLMobile AI/ML IntegrationOn-device Machine Learning InferenceOn-device Safety FilteringPrivacy-preserving AIPrivacy-preserving Machine LearningReal-time Request FilteringAnthropic / ClaudeBenchmarkingClaudeEvalsForkedGoogle AIHealthcare AIKV CacheLarge Language ModelsMLOpsMobileOllamaOpenAIPrompt EngineeringPythonReal-Time / StreamingRoadmapTutorial

Taxonomy

AI Trends

On-device AIAI SafetyEdge AISmall Language ModelsPrivacy-preserving AIEdge Machine LearningPrivacy-preserving Machine Learning

category

Foundation ModelsAI AgentsEvals & BenchmarkingInference & ServingMLOps & InfrastructureCloud & PlatformsLearning ResourcesIndustry: Healthcare

Deployment Context

Edge/MobileOn-deviceOn-premise

Industries

Developer ToolsHealthcareFinTechLegal Tech

Modalities

Text

Skill Areas

LLM API IntegrationOn-device Safety FilteringPrivacy-preserving Machine LearningCost Optimization for LLM APIsMobile AI/MLContent ModerationAPI Interception and ProxyingOn-device Machine Learning InferenceLLM Safety and Content ModerationPrivacy-preserving AIMobile AI/ML IntegrationReal-time Request FilteringEdge AI ArchitectureAdversarial Input Detection

tag

Anthropic / ClaudeBenchmarkingClaudeEvalsForkedGoogle AIHealthcare AIKV CacheLarge Language ModelsMLOpsMobileOllamaOpenAIPrompt EngineeringPythonReal-Time / StreamingRoadmapTutorial

Use Cases

LLM API Safety FilteringCost Optimization for Mobile AppsOn-device Content ModerationPrivacy Protection for LLM InteractionsAPI Call Monitoring and LoggingOn-device content safety filtering for mobile LLM applicationsCost optimization through intelligent API request routingPrivacy-first LLM integration without server transmissionReal-time prompt injection and adversarial input detectionSensitive data masking before API submission

Recent Activity

Updated 2 months ago

7 Days

0

30 Days

0

90 Days

16

chore: add setup script for demo apps

yeonseok-zeticai • Mar 10, 2026

f899a7f

feat(android): update proxy and demo for Android

yeonseok-zeticai • Mar 10, 2026

7a53a30

feat(ios): update proxy and demo for iOS

yeonseok-zeticai • Mar 10, 2026

299faae

Quality

prototype
Quality
medium
Maturity
prototype

Categories

Evals & BenchmarkingPrimaryInference & ServingMLOps & InfrastructureCloud & PlatformsLearning ResourcesIndustry: HealthcareFoundation ModelsAI AgentsML Platform & InfrastructureHealthcare & BiologyEdge & Mobile AIOther AI / ML

PM Skills

Cost & EfficiencyScale & ReliabilityData & Evaluation

Languages

Swift100.0%

Timeline

Project created
Mar 6, 2026
Forked
Mar 26, 2026
Your last push
2 months ago
Upstream last push
2 months ago
Tracked since
Mar 10, 2026

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