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Get Started Free →Use when writing Go code with `github.com/ax-llm/ax/packages/go` for agents, child delegation, tools, MCP, citations, persistent playbook learning, stage instructions, runtime state, final typed responses, and direct-respond executor skipping.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | -11% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -36% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 37% | 0% |
| case-07 | ✗→✓ | ▲ Improved | -27% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 35% | 0% |
This skill helps an agent write Go code with the generated Ax package github.com/ax-llm/ax/packages/go. Use the generated package API, examples, and manifests; do not import TypeScript-only APIs unless you are editing the TypeScript package.
respond envelope (directResponse, on by default).github.com/ax-llm/ax/packages/go.API.md and axir-api.json.axir-capabilities.json.examples/.javascript-goja.gohelper := ax.NewAgent("question:string -> answer:string", nil) out := helper.Forward(llm, map[string]ax.Value{"question": "How should I proceed?"}, nil)
axllm.NewAgent, axllm.AxAgentaxllm.AxMCPClient, axllm.AxMCPStreamableHTTPTransport, axllm.AxMCPStdioTransportaxllm.ProcessCodeRuntime, axllm.RuntimeCapabilities, axllm.RuntimeEnvelope, javascript-gojaprovider-api examples only when the user explicitly has provider credentials available.no-key examples for deterministic local checks and provider request mapping.tools/*/skills/ into user packages.Other measured skills in the registry, with their headline benchmark lift.