The NeuBird Ops Agent provides AI-powered SRE capabilities to analyze infrastructure health, cloud costs, and production incidents directly through your terminal.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install production-operations-agent
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install production-operations-agent using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is NeuBird Ops Agent?
The NeuBird Ops Agent is a powerful integration designed to bridge the gap between AI assistants and live production environments. By leveraging the NeuBird CLI, this skill enables your agent to perform complex observability tasks including health checks, cost analysis, and deep-dive investigations. It transforms raw infrastructure data into actionable insights, allowing developers and SREs to monitor and maintain system stability without leaving their workflow.
Integrating this tool as part of your Openclaw Skills library ensures that your AI assistant has a real-time pulse on your cloud infrastructure. From identifying silent failures to mapping the blast radius of potential outages, the agent acts as an automated SRE that proactively identifies risks and performance bottlenecks across AWS, GCP, Azure, and Kubernetes clusters.
NeuBird Ops Agent Use Cases
- Assessing production health and identifying active incidents
- Analyzing cloud spend to find wasted resources or cost spikes
- Investigating high latency, error rates (403s, 500s), or performance outliers
- Evaluating the risk of recent deployments and pull requests before they cause outages
- Mapping service dependencies and cascade failure risks using blast radius analysis
How NeuBird Ops Agent Works
- The AI agent identifies the specific operational need (e.g., health, cost, or performance) from the user's prompt.
- The agent determines the relevant project environment, such as production or staging, by checking available projects.
- A neubird CLI command is executed with a session-specific JSON file to track the investigation context.
- The NeuBird engine processes the request, streaming findings and technical evidence back to the terminal.
- The agent synthesizes the raw output into a narrative markdown response, highlighting the headline conclusion and recommended actions.
- The session is maintained for follow-up questions or cleaned up once the investigation is complete.
NeuBird Ops Agent Setup
To use this skill within your Openclaw Skills environment, ensure the NeuBird CLI is installed and you are authenticated:
# Install and login to NeuBird
# (Follow instructions at neubird.ai to download the binary)
neubird login
# Verify your projects
neubird projects
NeuBird Ops Agent Data Schema & Taxonomy
The NeuBird Ops Agent organizes data via temporary session files and project-based taxonomies:
| Data Type | Description |
|---|---|
| Session Files | JSON files located in /tmp/ that store stateful investigation context. |
| Project Slugs | Environment identifiers like prod_cop or staging_auto used for scoping commands. |
| Reference Docs | Markdown files for Kubernetes, Cloud Infra, and APM context to enrich findings. |
| Output Streams | Dual-layered output with progress spinners on stderr and markdown findings on stdout. |
NeuBird Ops Agent Advanced Features
- Multi-capability workflows covering 9 distinct SRE functions from cost to risk prediction
- State retention through session-based investigations for iterative troubleshooting
- Automated dependency mapping to visualize the blast radius of infrastructure changes
- Seamless integration with Kubernetes signals and application-level APM metrics
- Predictive risk modeling to identify potential failures in the upcoming 24-hour window
SKILL.md
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