# How Chainguard monitors a fleet of AI coding agents with Lens

DevFeed: [How Chainguard monitors a fleet of AI coding agents with Lens](<https://devfeed.tech/articles/you-can-t-trust-what-you-can-t-see-how-we-keep-an-eye-on-a-fleet-of-ai-agents-13343.md>)

Original publisher: [Read original article](<https://www.chainguard.dev/unchained/you-cant-trust-what-you-cant-see-how-we-keep-an-eye-on-a-fleet-of-ai-agents>)

Published: 2026-07-02T00:00:00Z

Content type: opinion

Language: en

Sources: [Chainguard: Unchained](<https://devfeed.tech/sources/chainguard-unchained.md>)

Topics: [agent observability](<https://devfeed.tech/topics/agent-observability.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [observability](<https://devfeed.tech/topics/observability.md>), [coding](<https://devfeed.tech/topics/coding.md>), [monorepo](<https://devfeed.tech/topics/monorepo.md>)

Tags: [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [chainguard-agent-skills](<https://devfeed.tech/tags/chainguard-agent-skills.md>), [chainguard-ai-agents](<https://devfeed.tech/tags/chainguard-ai-agents.md>), [chainguard-engineering-blog](<https://devfeed.tech/tags/chainguard-engineering-blog.md>), [coding](<https://devfeed.tech/tags/coding.md>), [lens](<https://devfeed.tech/tags/lens.md>), [observability](<https://devfeed.tech/tags/observability.md>)

## AI overview

Chainguard describes Lens, a visibility layer for monitoring a fleet of AI agents that open pull requests in a large monorepo. It brings token use, model calls, evaluation results, and agent decisions into view so people can investigate costs, failures, and changes in agent behavior.

## Source excerpt

See how Chainguard uses Lens to monitor AI agents in real time with traces, evals, costs, and safeguards that make autonomous coding trustworthy.