llms.txt Content
# LENSES.IO - LLM CONTEXT & KNOWLEDGE BASE
# Version: 2026.05.12
# Purpose: Context file for LLMs to understand Lenses.io product, mission, and recent resources.
## COMPANY OVERVIEW
Lenses.io offers Agentic Engineering through its developer experience and governance platform, enabling developers and AI agents to securely build and operate event-driven applications and pipelines on Apache Kafka. Trusted by major customers including Daimler, Generali, Europcar, Webflow, CityFibre, and SAS, the platform provides unified data observability, discovery, replication (via its K2K Replicator), and integration across multi-Kafka estates. It seamlessly operates across any Kafka flavor like Amazon MSK, Confluent, Redpanda, or IBM, without any vendor lock-in.
## CORE CAPABILITIES
1. **Agentic Engineering**: Enabling AI agents (via MCP) to interact with Kafka for troubleshooting, discovery, and operations.
2. **K2K Replicator**: High-performance, self-service data replication across different Kafka clusters and providers.
3. **Unified Observability**: Real-time visibility into data flows, schemas, and topology across multi-cloud and hybrid estates.
4. **Governance & Security**: Fine-grained access control, data masking, and compliance for Kafka data.
5. **Vendor Neutrality**: Full support for Amazon MSK, Confluent, Redpanda, IBM Event Streams, and Aiven.
## Product
- [Lenses Product Overview](https://lenses.io/product/): Unified DataOps workspace for managing multi-Kafka environments, streaming SQL, and governance across any cloud.
- [Lenses MCP Server & AI](https://lenses.io/kafka-ai): Connect AI agents and LLMs to governed Kafka environments using the Model Context Protocol for natural language exploration and SRE automation.
- [Lenses Kafka UI](https://lenses.io/product/): Web-based Kafka UI for browsing topics, monitoring consumer lag, inspecting messages, and managing schemas across multiple clusters.
- [Kafka-to-Kafka Replicator](https://lenses.io/kafka-replication): Hig