LM/jrswab axe

What's that?

Official Site: https://github.com/jrswab/axe

Installation

Install

Set config dir first for NAS auto backup.

[System.Environment]::SetEnvironmentVariable('XDG_CONFIG_HOME', "$HOME\Documents\SynologyDrive\11.Environments", 'User')

Reopen Power Shell to take effect.

go install github.com/jrswab/axe@latest
axe config init

Then got this.

....\Documents\SynologyDrive\11.Environments\axe

Set VSCode as Editor for axe

Set environment variable EDITOR as

%USERPROFILE%\AppData\Local\Programs\Microsoft VS Code\Code.exe

Reopen PowerShell and execute to verify.

# Varify environment variable
Get-ChildItem Env:EDITOR

Set provider for local model

Then edit config.yoml.

# TODO: need to update
ii $HOME\AppData\Roaming\axe\config.toml

It would be opened by VSCode. Edit section providers.openai.

[providers.openai]
api_key = "sk-have-a-good-key"
base_url = "http://xxx.xxx.xxx.xxx:60000/v1"

Setup Agent

Add agent

axe agents init query
axe agents edit query

model = "openai/google/gemma-4-E4B-qat-a4_0-gguf"

Test agent

axe run query -p "1+1=?"

If it outputs 2, axe is ready to use.

Advanced practices

# i-have-adhd
curl -sSL https://raw.githubusercontent.com/ayghri/i-have-adhd/main/skills/i-have-adhd/SKILL.md -o adhd.md
# modern-go-guidelines
curl -sSL https://raw.githubusercontent.com/JetBrains/go-modern-guidelines/main/claude/modern-go-guidelines/skills/use-modern-go/SKILL.md -o modern-go.md
# samber/cc-skills-golang
curl -sSL https://raw.githubusercontent.com/samber/cc-skills-golang/main/skills/golang-security/SKILL.md -o go-security.md
curl -sSL https://raw.githubusercontent.com/samber/cc-skills-golang/main/skills/golang-performance/SKILL.md -o go-perf.md

name = "go-developer"
description = "High-efficiency Go developer with gopls & golangci-lint execution capabilities"
model = "anthropic/claude-3-7-sonnet" # 或使用 open-ai/gpt-4o / ollama/qwen2.5-coder

skills = [
  "~/.config/axe/skills/adhd.md",
  "~/.config/axe/skills/modern-go.md",
  "~/.config/axe/skills/go-security.md"
]

system_prompt = """
You are a senior Golang developer.
- You must strictly follow the i-have-adhd format: direct output, step-by-step with time estimates, and ending with a single Next Step.
- Before suggesting any refactoring, check for lint errors using golangci-lint.
- Write modern Go code (Go 1.21+) using standard libraries like `slices`, `cmp`, and proper error wrapping `fmt.Errorf("%w")`.
"""

[mcp_servers.gopls]
command = "gopls-mcp"
args = []

[tools]
file_read = true
file_write = true
bash_exec = true

system_prompt & skills & files

Dimension	system_prompt	skill	files
Core Meaning	Who are you?	How should you do it?	What are you operating on?
Analogy	Employee's work ethics, role persona, and reasoning logic.	Employee's SOP manual, workflow guides, and executable tools.	Project files and raw context documents placed on the employee's desk.
Lifecycle	Permanent (Global at Agent level)	Modular (Reusable across Agents/Projects)	Disposable (Ephemeral per Task/Query level)
Primary Task	Defines role persona, output format restrictions, tone, and fundamental reasoning boundaries.	Provides step-by-step SOPs, domain knowledge guides, prompt templates, and executable shell tools.	Serves as the target source code, database schemas, or specifications to be analyzed or processed.
Content Example	"You are a strict security expert. Answer concisely in Traditional Chinese."	"SOP for SQL Injection audit and executable script for database migration check."	300 lines of source code in api_service.go.
Modification Frequency	Very Low (Set during Agent creation)	Medium (Updated with SOP or tool upgrades)	Very High (Changes per command execution)