Flagship Product
Agent infrastructure that ships today. 13 live services for routing, memory, optimization, and retrieval — with pay-per-use billing and MCP compatibility.
KORE is a live, revenue-generating infrastructure platform comprising 13 microservices deployed on Railway. It provides the foundational layer for agent systems — routing, memory, prompt optimization, embeddings, retrieval, guardrails, and developer tooling — accessible via MCP-compatible APIs and REST endpoints.
PIL — the Prompt Improvement Layer — is a core optimization module within KORE. It handles prompt engineering, execution tuning, and context quality for agentic workflows. PIL is also reusable across services and agent systems outside KORE when deployed in client environments.
Services
Tool and resource routing for MCP-compatible agents
Typed memory with pgvector retrieval and HNSW indexing
Prompt improvement, context tuning, execution optimization
OpenAI text-embedding-3-small + all-MiniLM fallback
Vector search and similarity matching
Safety constraints and input validation
Curated tools with IP-based rate limits and abuse controls
x-api-key auth, Stripe billing, hybrid free + PAYG + subscriptions
Live Status
All figures reflect actual deployed services and real commercial activity.
Try PIL
Try a lightweight PIL optimization pass with your own prompt. This is a capped, sandboxed preview — not your full production pipeline.
This demo widget is a UI placeholder. Once connected to a Cloudflare Worker proxy with rate-limiting and KORE's PIL demo endpoint, it will return real optimization results. Interested in early access?
Verified Capabilities
MCP Routing
Tool and resource routing — deployed, billed, tested
Memory & Retrieval
pgvector-backed memory with HNSW indexing — deployed
PIL Optimization
Prompt improvement and execution tuning — deployed
Demo Mode
Curated tool subset — rate-limited public preview
Guardrails
Safety constraints — configured per deployment
Advanced Orchestration
Multi-agent coordination and workflow chaining
All capabilities listed are backed by deployed services or active development. Nothing on this page is speculative marketing.
Get started
Explore the API docs, check the pricing page, or start a conversation about your use case.