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pypict Test Case Generator

作者 omkamal · omkamal/pypict-claude-skill

N-wise (pairwise) test case generation with the pypict library.

Combinatorial testing is one of the highest-ROI test techniques you're not using. This skill teaches Claude to model your inputs as parameter sets and generate pairwise (or N-wise) test cases via pypict — getting strong coverage with minimal cases.

為什麼要用

核心特性

即時演示

實際使用效果

pypict-claude-skill.replay ▶ 就緒
0/0

安裝

選擇你的客戶端

~/Library/Application Support/Claude/claude_desktop_config.json  · Windows: %APPDATA%\Claude\claude_desktop_config.json
{
  "mcpServers": {
    "pypict-claude-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/omkamal/pypict-claude-skill",
        "~/.claude/skills/pypict-claude-skill"
      ],
      "_inferred": true
    }
  }
}

開啟 Claude Desktop → Settings → Developer → Edit Config。儲存後重啟應用。

~/.cursor/mcp.json · .cursor/mcp.json
{
  "mcpServers": {
    "pypict-claude-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/omkamal/pypict-claude-skill",
        "~/.claude/skills/pypict-claude-skill"
      ],
      "_inferred": true
    }
  }
}

Cursor 使用與 Claude Desktop 相同的 mcpServers 格式。專案級設定優先於全域。

VS Code → Cline → MCP Servers → Edit
{
  "mcpServers": {
    "pypict-claude-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/omkamal/pypict-claude-skill",
        "~/.claude/skills/pypict-claude-skill"
      ],
      "_inferred": true
    }
  }
}

點擊 Cline 側欄中的 MCP Servers 圖示,然後選 "Edit Configuration"。

~/.codeium/windsurf/mcp_config.json
{
  "mcpServers": {
    "pypict-claude-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/omkamal/pypict-claude-skill",
        "~/.claude/skills/pypict-claude-skill"
      ],
      "_inferred": true
    }
  }
}

格式與 Claude Desktop 相同。重啟 Windsurf 生效。

~/.continue/config.json
{
  "mcpServers": [
    {
      "name": "pypict-claude-skill",
      "command": "git",
      "args": [
        "clone",
        "https://github.com/omkamal/pypict-claude-skill",
        "~/.claude/skills/pypict-claude-skill"
      ]
    }
  ]
}

Continue 使用伺服器物件陣列,而非映射。

~/.config/zed/settings.json
{
  "context_servers": {
    "pypict-claude-skill": {
      "command": {
        "path": "git",
        "args": [
          "clone",
          "https://github.com/omkamal/pypict-claude-skill",
          "~/.claude/skills/pypict-claude-skill"
        ]
      }
    }
  }
}

加入 context_servers。Zed 儲存後熱重載。

claude mcp add pypict-claude-skill -- git clone https://github.com/omkamal/pypict-claude-skill ~/.claude/skills/pypict-claude-skill

一行命令搞定。用 claude mcp list 驗證,claude mcp remove 移除。

使用場景

實戰用法: pypict Test Case Generator

Cover a feature with combinatorial inputs without writing 64 tests

👤 QA + devs writing integration tests ⏱ ~15 min intermediate

何時使用: Feature has 4+ enum-ish parameters and exhaustive testing would explode.

前置條件
  • Server/skill installed and authenticated — See repo README
步驟
  1. Model
    Use pypict skill: model checkout with payment_method=[card, paypal, applepay], shipping=[standard, express, intl], discount=[none, code, member], currency=[USD, EUR].✓ 已複製
    → Pict model + ~12 pairwise cases
  2. Generate tests
    Emit pytest tests from those cases against checkout().✓ 已複製
    → pytest file with parametrize

結果: Real combinatorial coverage with ~12 cases instead of 81.

注意事項
  • Pairwise misses higher-order bugs (3-way interactions). For safety-critical paths, use 3-wise. — Pairwise misses higher-order bugs (3-way interactions). For safety-critical paths, use 3-wise.

成本與限制

運行它的成本

API 配額
See provider docs for rate limits
每次呼叫 Token 數
Varies by tool
費用
See repo README for pricing details
提示
Cache tool results and avoid repeated identical calls.

安全

權限、密鑰、影響範圍

憑證儲存: Use environment variables; never commit secrets
資料出站: Tool calls go to the provider's API as documented

故障排查

常見錯誤與修復

pict binary not found

Install Microsoft's pict tool (or pypict bundles it). See pypict README.

驗證: pypict.exec_pict('test')
constraints rejected

pict constraint syntax is strict: IF [A] = "x" THEN [B] <> "y";. Use the skill's validator.

驗證: Run validator first

替代方案

pypict Test Case Generator 對比其他方案

替代方案何時用它替代權衡
Plain parametrizeFew parametersNo combinatorial benefit

更多

資源

📖 閱讀 GitHub 上的官方 README

🐙 查看未解決的 issue

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