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SkillPrism

96.7% Token Reduction

Progressive Skill Disclosure & Context Compaction Engine for Autonomous AI Agents

SkillPrism solves the massive token bloat caused by injecting hundreds of tool schemas into LLM prompts. By replacing static system prompt dumping with Just-In-Time semantic receipts and shared Redis VPC caching, SkillPrism reduces tool invocation token cost by over 96%.

$npm install -g @ritualdev-lab/skillprism
GitHub Repository
Interactive ROI Estimator

Calculate Your Engineering Team's LLM Savings

Estimated Monthly LLM Savings
$2,297 / mo
Saved ~765.6 Million Tokens / month
Context Compression:96.7%
P99 Query Latency:< 14ms (Redis)
Deployment:Private Helm / Docker

Shared Team Redis VPC Cluster

Instead of having every developer repeatedly download and parse tool schemas in Cursor or Claude Code, SkillPrism Hub runs as a centralized Redis VPC cluster inside your team network.

# Deploy the high-availability Redis VPC cluster with 1 command
$ docker compose -f docker-compose.redis-vpc.yml up -d
# Or deploy via Helm into your Kubernetes cluster
$ helm install skillprism-hub ./helm/skillprism-hub -n ai-governance