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Fix the driver behind crashes, sound loss and screen glitchesFind Drivers →Repair Windows errors before they cause bigger problemsFix Now →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. Neither the announcement nor the New Relic documentation available at the time of writing confirms that the preview opened on that date, or explains how to enroll.
What Ground Truth CLI is
Ground Truth CLI brings New Relic’s operational context into terminal workflows. New Relic describes it as a way to reach supported investigation capabilities from the command line, with developers and AI agents as the intended users. The announcement also says that AI coding tools, scripts and CI pipelines can reach operational context and relevant platform capabilities programmatically. That makes the CLI a building block for automation, not only a tool for an engineer typing commands during an incident.
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What it is meant to do
New Relic groups the CLI’s core tasks into four areas:
- Investigate: inspect services, logs, alerts and changes, and examine evidence and likely causes of a production problem.
- Check recovery: define recovery criteria and evaluate them, for example whether an error rate has come back down after a change.
- Preserve evidence: keep investigation findings so they can be reviewed later or handed to another person.
- Bring operational intelligence into AI workflows: give AI coding tools and automated pipelines the same context that a human investigator would use.
New Relic frames incident work as a loop: understand what changed, check whether a fix worked, and communicate issues that remain unresolved. The announcement says the CLI can be used to embed live system evidence into those steps without leaving the terminal.
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How New Relic illustrates the workflow
The company’s example involves an engineer investigating a rise in checkout errors. The engineer examines the evidence and the likely causes, checks an error-rate criterion after a change, and retains the findings for follow-up or handoff. This is New Relic’s own illustration. It has not been independently tested, and the announcement material available does not include command syntax, so readers should not assume the example reflects exact commands or output.
How it relates to Ground Truth, Autopilot and MCP
Ground Truth is New Relic’s operational intelligence layer. The CLI announcement places Ground Truth CLI within that broader offering and says it connects to Autopilot, NerdGraph and memory APIs. The Ground Truth MCP server is a separate access method for supported AI agents. New Relic says the CLI and the MCP server are complementary ways to reach capabilities in Ground Truth.
| Access route | What it is | Where it runs | Status as stated |
|---|---|---|---|
| Ground Truth CLI | Terminal interface to supported investigation capabilities and operational context (October 6, 2026 announcement) | Terminal, including scripts, CI pipelines and AI coding tools | Limited preview planned for October 8, 2026; opening not confirmed |
| Ground Truth MCP server | Access for supported AI agents to query, investigate or act on New Relic data (Ground Truth MCP documentation) | Supported MCP client environments | Documented for supported clients; the documentation is undated in the material available |
| Ground Truth and Autopilot | New Relic’s operational intelligence layer and related service (October 6, 2026 release) | Not stated | Described as generally available to New Relic customers |
| newrelic-cli | Existing resource-management CLI for entity search, entity tagging and deployment markers (New Relic repository) | Terminal | Existing, separate tool; not stated to be the same product |
Availability: the plan versus what is confirmed
Two products and two dates are in play, and they should not be merged. Ground Truth and Autopilot were described as generally available to customers. Ground Truth CLI was planned for a limited preview on October 8, 2026, which is one day before this article was written. Treat that date as the announced plan. Neither the release nor the available documentation establishes whether the preview opened as scheduled, who was admitted, or how to request access.
Access requirements in the MCP documentation
The Ground Truth MCP documentation is the closest official guidance on access, but it covers MCP use rather than the CLI. According to that documentation:
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- Use requires a New Relic account and a supported MCP client.
- Users need organizational permissions.
- OAuth is the recommended authentication option, and some tools are available only through OAuth.
- Some authentication methods require Node.js.
The documentation lists Claude Code, Antigravity CLI, Codex, Kiro CLI, Claude Desktop and VS Code as supported MCP client environments. That list describes MCP clients only. It is not a compatibility list for Ground Truth CLI, and the CLI may support a different set of environments.
What is not yet confirmed about the CLI
The announcement does not establish the following. Until CLI-specific official documentation covers them, treat any installation steps, compatibility claims or permission details as unverified:
- The installation command and package source
- Supported operating systems
- The authentication method and exact permission scopes
- Pricing and whether any plan applies
- The preview enrollment process
- Production-readiness commitments
Not the same as newrelic-cli or Preflight
Two existing New Relic tools overlap with this announcement in name or subject. The newrelic-cli repository describes a resource-management CLI for entity search, entity tagging and deployment markers. Its installation methods apply to that tool and should not be applied to Ground Truth CLI.
Preflight is a separate open-source MCP server for AI coding observability. New Relic’s article describes coding-session metrics, cost breakdowns, behavioral patterns and efficiency scores. It says Preflight can run locally without a New Relic account or connect to New Relic. The Ground Truth CLI announcement does not identify Preflight as part of the CLI.
What New Relic says about direction
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.”
The statement is a statement of direction. It does not, by itself, confirm the CLI’s feature set, availability or support commitments.
Where it fits
Ground Truth CLI is most relevant to teams that already run investigation work from a terminal, or that want AI coding tools and CI pipelines to read production context. Teams that work mainly in the New Relic web interface, or that already use the MCP server with a supported client, should check whether the CLI adds something that those routes do not cover once its documentation is published.
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