https://samyn92.github.io/agentops/docs/guides/Recent content in Guides on AgentOpsHugoenhttps://samyn92.github.io/agentops/docs/guides/building-tools/Mon, 01 Jan 0001 00:00:00 +0000https://samyn92.github.io/agentops/docs/guides/building-tools/<p>This guide walks through creating a custom MCP tool server from scratch using the <code>mcputil</code> SDK, packaging it, and deploying it into an AgentOps-managed agent.</p> <h2 id="prerequisites">Prerequisites</h2> <ul> <li>Go 1.25+</li> <li><code>agent-tools</code> CLI installed (or use <code>make push-server</code>)</li> <li>Access to an OCI registry (e.g. <code>ghcr.io</code>)</li> <li>A running AgentOps cluster with the operator installed</li> </ul> <h2 id="1-create-a-go-module">1. Create a Go Module</h2> <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl">mkdir servers/my-tool <span class="o">&amp;&amp;</span> <span class="nb">cd</span> servers/my-tool </span></span><span class="line"><span class="cl">go mod init github.com/myorg/agent-tools/servers/my-tool </span></span><span class="line"><span class="cl">go get github.com/modelcontextprotocol/go-sdk@v0.8.0 </span></span></code></pre></div><p>Add the shared <code>mcputil</code> SDK as a local dependency:</p>https://samyn92.github.io/agentops/docs/guides/multi-agent/Mon, 01 Jan 0001 00:00:00 +0000https://samyn92.github.io/agentops/docs/guides/multi-agent/<p>AgentOps supports multi-agent orchestration natively. An orchestrator agent discovers and delegates to task agents using built-in runtime tools — no custom wiring required.</p> <p>This guide walks through setting up an orchestrator + task agent pattern.</p> <h2 id="how-delegation-works">How Delegation Works</h2> <p>The delegation flow is:</p> <ol> <li>The orchestrator agent calls <code>list_task_agents</code> (built-in) to discover available task agents in its namespace.</li> <li>It decides which agents to delegate to based on their descriptions and tags.</li> <li>It calls <code>run_agents</code> (built-in) with target agent names and input.</li> <li>The runtime creates <code>AgentRun</code> CRs for each delegated task.</li> <li>The <code>DelegationWatcher</code> tracks progress via Kubernetes Watch on those AgentRun resources.</li> <li>Results are collected and returned to the orchestrator when all delegated runs complete.</li> </ol> <p>The orchestrator does not need any <code>toolRefs</code> for delegation — <code>list_task_agents</code> and <code>run_agents</code> are built into the Fantasy runtime. However, the orchestrator can also have its own tools for direct work.</p>