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New Relic announced Ground Truth CLI on October 6, 2026. It is a terminal interface that gives developers and AI agents access to supported New Relic investigation capabilities and operational context. The company planned to open a limited preview on October 8, 2026. The announcement does not confirm that the preview opened on that date, and it does not describe how to enroll.

What New Relic announced

New Relic describes Ground Truth CLI as a terminal interface for supported investigation capabilities and operational context, aimed at developers and AI agents. The announcement places the CLI inside Ground Truth, which New Relic calls its operational intelligence layer, and says the CLI connects to Autopilot, NerdGraph and memory APIs.

The company frames incident work as a loop: understanding what changed, checking whether a fix worked, and communicating issues that remain unresolved. Ground Truth CLI is positioned as a way to run parts of that loop from the terminal, with live system evidence brought into the workflow.

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Camden Swita, Head of AI at New Relic, said: “Every developer and AI agent needs trusted operational context to understand what is happening in production and the consequences of a change. This need is driving the next generation of observability, which is headless.”

What the CLI is meant to do

The announced feature list covers four areas.

Investigation with operational context

New Relic says users can inspect services, logs, alerts and changes from the terminal. These are the inputs an engineer needs when working out what changed in production and where an error is coming from.

Terminal-based recovery checks

Users can define and evaluate recovery criteria, which are the conditions that indicate a service has returned to acceptable behavior. The announcement’s example is an error-rate threshold checked after a change.

Preserving and reviewing evidence

Investigation evidence can be kept for later review or handed to another person. The announcement does not describe the storage format, where retained evidence lives, or how long it is kept.

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Operational intelligence in AI workflows

According to the announcement, AI coding tools, scripts and CI pipelines can access operational context and relevant platform capabilities programmatically. The announcement does not name the specific AI coding tools it has been tested with.

The company’s worked example

New Relic illustrates the tool with an engineer investigating increased checkout errors. The engineer examines evidence and likely causes, checks an error-rate criterion after a change, and retains the findings for follow-up or handoff. This is the company’s illustration, not an independently tested workflow, and the announcement does not show screens or commands.

Availability: two different timelines

Ground Truth CLI and the broader Ground Truth offering are on different schedules. The announcement describes Ground Truth and Autopilot as generally available to New Relic customers. Ground Truth CLI was a separate, planned step: a limited preview on October 8, 2026.

  • Described as generally available: Ground Truth and Autopilot.
  • Planned limited preview: Ground Truth CLI, scheduled for October 8, 2026.
  • Not established by the announcement: whether the preview opened as scheduled, who is eligible, how to enroll, and what production-readiness commitments apply.

How Ground Truth CLI relates to other New Relic tools

Several New Relic names overlap. The table separates the tools by what each source describes.

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Tool What the source describes How it is accessed Status as described Source
Ground Truth CLI Terminal interface to supported investigation capabilities and operational context; connects to Autopilot, NerdGraph and memory APIs Command line, for developers and AI agents Limited preview planned for October 8, 2026; preview opening not confirmed New Relic announcement, October 6, 2026
Ground Truth MCP server Lets supported AI agents query, investigate or act on New Relic data through Ground Truth tools Supported MCP clients, which the documentation lists as Claude Code, Antigravity CLI, Codex, Kiro CLI, Claude Desktop and VS Code Documented as an existing access method; the documentation does not cover the CLI Ground Truth MCP documentation
newrelic-cli Resource-management CLI for entity search, entity tagging and deployment markers Command line; the repository provides installation methods for various operating systems Existing tool; a distinct product from Ground Truth CLI newrelic-cli repository
Preflight Open-source MCP server for AI coding observability, covering coding-session metrics, cost breakdowns, behavioral patterns and efficiency scores Can run locally without a New Relic account, or connect to New Relic Not identified as part of Ground Truth CLI in the announcement New Relic’s Preflight article

The MCP client list comes from the documentation and is not confirmed as Ground Truth CLI’s compatibility list. The same caution applies to the newrelic-cli installation methods, which should not be assumed to carry over to Ground Truth CLI.

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Access and setup: what is confirmed and what is not

The Ground Truth MCP documentation is the only source here that describes access requirements, and it covers MCP rather than the CLI. It says use requires a New Relic account, a supported MCP client and organizational permissions. OAuth is the recommended authentication option, some tools are available only through OAuth, and some authentication methods require Node.js.

These requirements apply to the MCP server. They should not be read as Ground Truth CLI requirements. The announcement does not establish:

  • the CLI’s installation command
  • supported operating systems
  • exact authentication scopes
  • pricing
  • the preview enrollment process
  • production-readiness commitments

Treat each of these as unconfirmed until New Relic publishes CLI-specific setup documentation.

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What this means for different teams

  • Teams that already script with newrelic-cli: The announcement does not say whether Ground Truth CLI shares commands, configuration or authentication with the existing tool. Do not assume it does.
  • Teams using AI coding assistants: The MCP server is the documented route today. The CLI is announced as a complementary route, and its details are still pending.
  • Teams that need an audit trail of incident work: Evidence preservation is part of the announced feature set, but retention, storage and handoff mechanics are not described.

The announcement is most useful as a statement of direction. Whether the tool delivers on it will depend on the CLI-specific documentation and preview access that have not yet been published in the material available.

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