# Start Building with Opsera AI Agents

Intelligent DevSecOps automation for your development workflow, powered by natural language.

> **Security reviews that take weeks. Architecture docs that are always out of date. Compliance audits that freeze entire teams. Opsera Agents fix that — from inside the IDE you already use, with plain English commands.**

### What a real agent run looks like

Before you install anything — here's exactly what happens when you run your first Opsera Agent.

<figure><img src="https://2305304414-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FhPv0XUplPXQW9VXYMzpA%2Fuploads%2F3Gcp8Dr5k47nsR59yigz%2Fopsera-terminal.gif?alt=media&#x26;token=125ed5e2-5295-4f4d-a4e0-a798bf525a77" alt=""><figcaption></figcaption></figure>

## How it works

**Three steps. That's it.**

No new dashboards. No context switching. No API keys to manage.

{% stepper %}
{% step %}

### You type a prompt

Plain English in Claude Code, Cursor, or VS Code
{% endstep %}

{% step %}

### Agent analyzes your repo

MCP connects to your stack across 150+ tools
{% endstep %}

{% step %}

### You get results

Actionable insights, reports, and fixes — right in your IDE
{% endstep %}
{% endstepper %}

## Built for your role

### What you can do with it

Not a feature list — real scenarios for the person reading this.

**🛡️Security Engineer:** Catch CVEs before they reach productionRun SAST, dependency audits, and secrets detection on any repo in under 30 seconds.

**⚙️Platform Engineer:** Generate pipelines and manifests on demandDescribe what you need. Get a working GitHub Actions pipeline or K8s manifest instantly.

**🏗️Engineering Manager:** Architecture docs without chasing your teamAuto-generate system diagrams and codebase docs that stay current with every commit.<br>

### Does my code leave my environment?

{% hint style="danger" %}
No. Your source code stays local. Opsera Agents operate via the Model Context Protocol (MCP), a local connection between your IDE and the agent. Your source code is analyzed in your environment and never uploaded to Opsera servers. Only structured metadata and results are returned to the portal. You stay in control.
{% endhint %}

### Opsera AI Agents

Opsera AI Agents bring intelligent automation directly into your development workflow. Using natural language commands in Claude Desktop, Cursor, or VS Code, you can analyze system architectures, scan for security vulnerabilities, audit compliance, and document your codebase, all without leaving your terminal.

Built on the Model Context Protocol (MCP), Opsera Agents connect seamlessly to your DevOps ecosystem, orchestrating actions across 150+ integrated tools to deliver comprehensive insights in minutes, not hours.

## **Start Building with Opsera Agents**

{% columns %}
{% column %}
Full setup guide for Claude Code, Cursor, and VS Code

{% file src="<https://2305304414-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FhPv0XUplPXQW9VXYMzpA%2Fuploads%2F0KanNqpsYSDdiN4U47lJ%2FGet%20Started%20with%20Opsera%20Agents.pdf?alt=media&token=3631f6be-b87e-4ae0-82b0-103b0f208baf>" %}
{% endcolumn %}

{% column %}

<figure><img src="https://2305304414-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FhPv0XUplPXQW9VXYMzpA%2Fuploads%2FGAkAEzRvJRrL7pG2ZOOf%2Fclaude-sql-security.gif?alt=media&#x26;token=6da0a5a2-78ca-4ea6-9600-002fce6ba889" alt=""><figcaption></figcaption></figure>
{% endcolumn %}
{% endcolumns %}

### Jump right in

<table data-view="cards"><thead><tr><th></th><th></th><th></th><th data-hidden data-card-cover data-type="image">Cover image</th><th data-hidden></th><th data-hidden data-card-target data-type="content-ref"></th></tr></thead><tbody><tr><td><h4><i class="fa-bolt">:bolt:</i></h4></td><td><strong>Quickstart</strong></td><td><p>Run your first Opsera Agent in minutes.</p><p></p></td><td><a href="https://2305304414-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FhPv0XUplPXQW9VXYMzpA%2Fuploads%2FuFNcfRRDmF5FxNZl3G0o%2FScreenshot%202026-03-06%20at%206.23.15%E2%80%AFPM.png?alt=media&#x26;token=85a0b94b-d361-41fb-a53c-c4e3d9d80f2f">Screenshot 2026-03-06 at 6.23.15 PM.png</a></td><td></td><td><a href="getting-started/quickstart">quickstart</a></td></tr><tr><td><h4><i class="fa-leaf">:leaf:</i></h4></td><td><strong>Setup Your Environment</strong></td><td>Install dependencies and configure Claude, Cursor, or VS Code to run Opsera Agents.</td><td><a href="https://2305304414-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FhPv0XUplPXQW9VXYMzpA%2Fuploads%2FZwa6H6S2j8juEp12VGeG%2FScreenshot%202026-03-06%20at%206.23.51%E2%80%AFPM.png?alt=media&#x26;token=8fd0f8de-8c6a-4399-a472-4208358f7a69">Screenshot 2026-03-06 at 6.23.51 PM.png</a></td><td></td><td><a href="terminal-setup/choose-your-environment">choose-your-environment</a></td></tr><tr><td><h4><i class="fa-globe-pointer">:globe-pointer:</i></h4></td><td><strong>Create Your Agent Portal Account</strong></td><td>Sign up to manage agents, monitor activity, and explore platform capabilities.</td><td><a href="https://2305304414-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FhPv0XUplPXQW9VXYMzpA%2Fuploads%2Fm9DT0QKmUCKAxQlJs0Zv%2FScreenshot%202026-03-06%20at%206.24.13%E2%80%AFPM.png?alt=media&#x26;token=ece0f260-534a-433f-9f1c-ad2bb3ceea18">Screenshot 2026-03-06 at 6.24.13 PM.png</a></td><td></td><td><a href="https://docs.agents.opsera.ai/opsera-agent-portal">https://docs.agents.opsera.ai/opsera-agent-portal</a></td></tr></tbody></table>


---

# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://docs.agents.opsera.ai/readme.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.