{"id":8681,"date":"2026-06-16T15:35:11","date_gmt":"2026-06-16T06:35:11","guid":{"rendered":"https:\/\/since2020.jp\/media\/?p=8681"},"modified":"2026-06-16T15:35:11","modified_gmt":"2026-06-16T06:35:11","slug":"cli-debug-memory","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/cli-debug-memory\/","title":{"rendered":"\u300c\u307e\u305f\u3053\u306e\u30a8\u30e9\u30fc\u304b\u300d\u3092\u306a\u304f\u3057\u305f\u3044 \uff01\u2014 \u30ed\u30fc\u30ab\u30ebCLI Debug Memory Vol.1 \u3092\u3064\u304f\u3063\u305f"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>\u958b\u767a\u3092\u3057\u3066\u3044\u308b\u3068\u300c\u3053\u308c\u524d\u306b\u3082\u898b\u305f\u306a\u300d\u3068\u3044\u3046\u30a8\u30e9\u30fc\u306b\u4f55\u5ea6\u3082\u906d\u9047\u3057\u307e\u3059\u3002\u7279\u306b Python \u306e <code>ModuleNotFoundError<\/code>\u3001LaTeX \u306e <code>Undefined control sequence<\/code> \u306f\u74b0\u5883\u3092\u5909\u3048\u308b\u305f\u3073\u306b\u540c\u3058\u5834\u6240\u3067\u3064\u307e\u305a\u3044\u3066\u3044\u308b\u81ea\u899a\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u305d\u306e\u305f\u3073\u306b\u30cd\u30c3\u30c8\u691c\u7d22\u3092\u3057\u305f\u308aAI\u306b\u805e\u3044\u305f\u308a\u3068\u3001\u3001\u3001\u3002<\/p>\n\n\n\n<p>\u305d\u3053\u3067\u3001\u81ea\u5206\u304c\u8e0f\u3093\u3060\u30a8\u30e9\u30fc\u3068\u89e3\u6c7a\u30e1\u30e2\u3092 Markdown \u3067\u6b8b\u3057\u3066\u304a\u304d\u3001\u65b0\u3057\u3044\u30a8\u30e9\u30fc\u30ed\u30b0\u3092\u6295\u3052\u308b\u3068\u904e\u53bb\u4e8b\u4f8b\u304b\u3089\u4f3c\u305f\u30b1\u30fc\u30b9\u3068\u89e3\u6c7a\u5019\u88dc\u3092\u8fd4\u3057\u3066\u304f\u308c\u308b\u3001\u30ed\u30fc\u30ab\u30ebCLI\u30c4\u30fc\u30eb\u3092\u4f5c\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002\u305d\u308c\u304c\u4eca\u56de\u306e <strong>Debug Memory Vol.1<\/strong> \u3067\u3059\u3002<\/p>\n\n\n\n<p>Vol.1 \u306e\u30b9\u30b3\u30fc\u30d7\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5b9a\u3081\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u3084\u308b\u3053\u3068: Markdown \u84c4\u7a4d\u3001\u6b63\u898f\u8868\u73fe\u30d9\u30fc\u30b9\u306e\u7279\u5fb4\u62bd\u51fa\u3001\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u985e\u4f3c\u691c\u7d22\u3001\u6839\u62e0\u4ed8\u304d\u306e\u89e3\u6c7a\u5019\u88dc\u8fd4\u5374<\/li>\n\n\n\n<li>\u3084\u3089\u306a\u3044\u3053\u3068: LLM \u9023\u643a\u3001Web UI\u3001\u30d9\u30af\u30c8\u30ebDB\u3001Claude Skill \u9023\u643a\u3001Codex \u9023\u643a<\/li>\n<\/ul>\n\n\n\n<p>\u307e\u305a\u306f\u300c\u904e\u53bb\u306e\u81ea\u5206\u306e\u89e3\u6c7a\u30e1\u30e2\u3092\u3001\u518d\u73fe\u53ef\u80fd\u306a\u4ed5\u7d44\u307f\u3067\u5f15\u304d\u51fa\u305b\u308b\u300d\u30b3\u30a2\u306e\u90e8\u5206\u3092\u3001\u30ed\u30fc\u30ab\u30eb\u3067\u5b8c\u7d50\u3059\u308b\u5f62\u3067\u4f5c\u308a\u4e0a\u3052\u308b\u3053\u3068\u3092\u76ee\u6a19\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u74b0\u5883\u8a2d\u5b9a<\/h2>\n\n\n\n<p>\u52d5\u4f5c\u74b0\u5883\u306f Python 3 \u7cfb\u3067\u3059\u3002\u4f9d\u5b58\u306f\u6700\u5c0f\u9650\u306b\u6291\u3048\u3001frontmatter \u306e\u30d1\u30fc\u30b9\u306b <code>PyYAML<\/code> \u3092\u4f7f\u3046\u7a0b\u5ea6\u306b\u7559\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>python -m venv .venv\nsource .venv\/bin\/activate\npython -m pip install -e .<\/code><\/pre><\/div>\n\n\n\n<p>Windows PowerShell \u306e\u5834\u5408\u306f\u3001\u4eee\u60f3\u74b0\u5883\u306e\u6709\u52b9\u5316\u3092\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3067\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>.\\\\.venv\\\\Scripts\\\\Activate.ps1\npython -m pip install -e .<\/code><\/pre><\/div>\n\n\n\n<p>\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u69cb\u6210\u306f\u6b21\u306e\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>debug-memory\/\n  pyproject.toml\n  README.md\n  AGENTS.md\n  debug_memory\/\n    __init__.py\n    cli.py\n    models.py\n    parser.py\n    signature.py\n    search.py\n    rag.py\n    render.py\n  memory\/\n    errors\/\n      2026-05-26_xxx.md\n      2026-05-26_yyy.md\n      2026-05-26_zzz.md\n  templates\/\n    error_case.md\n  tests\/\n    test_parser.py\n    test_signature.py\n    test_search.py\n    test_rag.py<\/code><\/pre><\/div>\n\n\n\n<p>\u30a8\u30e9\u30fc\u4e8b\u4f8b\u672c\u4f53\u306f <code>memory\/errors\/*.md<\/code> \u306b\u7f6e\u304d\u307e\u3059\u3002\u30c7\u30fc\u30bf\u3092 Markdown \u306e\u307e\u307e\u306b\u3057\u3066\u304a\u304f\u3053\u3068\u3067\u3001\u691c\u7d22\u306e\u4ed5\u7d44\u307f\u3068\u306f\u72ec\u7acb\u3057\u3066\u3001\u624b\u3067\u8aad\u3093\u3060\u308a Git \u3067\u5c65\u6b74\u7ba1\u7406\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8a2d\u8a08\u306e\u65b9\u91dd<\/h2>\n\n\n\n<p>\u5b9f\u88c5\u306b\u5165\u308b\u524d\u306b\u3001Vol.1 \u3067\u610f\u8b58\u3057\u305f\u65b9\u91dd\u3092\u77ed\u304f\u307e\u3068\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>Markdown\u3067\u84c4\u7a4d\u3059\u308b<\/strong><\/p>\n\n\n\n<p>\u30a8\u30e9\u30fc\u4e8b\u4f8b\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u3088\u3046\u306a\u304b\u3063\u3061\u308a\u3057\u305f\u5f62\u5f0f\u3067\u306f\u306a\u304f\u3001\u3075\u3064\u3046\u306eMarkdown\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u30021\u3064\u306e\u30d5\u30a1\u30a4\u30eb\u304c1\u3064\u306e\u30a8\u30e9\u30fc\u4e8b\u4f8b\u306b\u3042\u305f\u308a\u3001\u30d5\u30a1\u30a4\u30eb\u306e\u5148\u982d\u306b\u30bf\u30b0\u3084\u72b6\u614b\u306a\u3069\u306e\u30e1\u30e2\u3092\u66f8\u3044\u3066\u304a\u304d\u3001\u672c\u6587\u306b\u300c\u3069\u3093\u306a\u30a8\u30e9\u30fc\u304b\u300d\u300c\u3069\u3046\u76f4\u3057\u305f\u304b\u300d\u3092\u66f8\u304f\u5f62\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3046\u3057\u3066\u304a\u304f\u3068\u3001\u30a8\u30c7\u30a3\u30bf\u3067\u6c17\u8efd\u306b\u958b\u3044\u3066\u8aad\u307f\u66f8\u304d\u3067\u304d\u308b\u3053\u3068\u3001Git\u3067\u5c65\u6b74\u3092\u8ffd\u3048\u308b\u3053\u3068\u3001\u691c\u7d22\u306e\u4ed5\u7d44\u307f\u3092\u5f8c\u3067\u5dee\u3057\u66ff\u3048\u3066\u3082\u3001\u84c4\u7a4d\u3057\u305f\u30c7\u30fc\u30bf\u3092\u305d\u306e\u307e\u307e\u4f7f\u3048\u308b\u3053\u3068\u3068\u3044\u3063\u305f\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u3067\u691c\u7d22\u3059\u308b<\/strong><\/p>\n\n\n\n<p>Vol.1 \u3067\u306f LLM \u3084\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3092\u4f7f\u308f\u305a\u3001\u6b63\u898f\u8868\u73fe\u3067\u62bd\u51fa\u3057\u305f\u7279\u5fb4\uff08\u4f8b\u5916\u540d\u30fb\u30af\u30a9\u30fc\u30c8\u8a9e\u30fb\u30d1\u30c3\u30b1\u30fc\u30b8\u540d\u306a\u3069\uff09\u3068Markdown\u306e\u5148\u982d\u306b\u66f8\u3044\u305f\u30bf\u30b0\u3084\u8a00\u8a9e\u60c5\u5831\u3092\u7a81\u304d\u5408\u308f\u305b\u308b\u65b9\u5f0f\u306b\u3057\u307e\u3057\u305f\u3002\u540c\u3058\u5165\u529b\u306b\u5bfe\u3057\u3066\u540c\u3058\u7d50\u679c\u3092\u8fd4\u3059\u6c7a\u5b9a\u7684\u306a\u6319\u52d5\u3068\u3001\u300c\u306a\u305c\u4e00\u81f4\u3057\u305f\u304b\u300d\u3092\u5fc5\u305a\u8aac\u660e\u3067\u304d\u308b\u3053\u3068\u3092\u7b2c\u4e00\u306b\u78ba\u4fdd\u3057\u305f\u304b\u3063\u305f\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>\u56de\u7b54\u3092\u65ad\u5b9a\u3057\u306a\u3044<\/strong><\/p>\n\n\n\n<p>\u8fd4\u3063\u3066\u304f\u308b\u306e\u306f\u3042\u304f\u307e\u3067\u904e\u53bb\u306e\u985e\u4f3c\u4e8b\u4f8b\u306e\u89e3\u6c7a\u30e1\u30e2\u3067\u3042\u308a\u3001\u4eca\u306e\u30a8\u30e9\u30fc\u3078\u306e\u78ba\u5b9f\u306a\u7b54\u3048\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u306e\u305f\u3081\u51fa\u529b\u3067\u306f <code>Top solution candidate<\/code> \u3068\u3044\u3046\u8868\u73fe\u306b\u3068\u3069\u3081\u3001\u6839\u62e0\u3068\u306a\u3063\u305f\u4e8b\u4f8b\u3068\u30b9\u30b3\u30a2\u3001\u4e00\u81f4\u7406\u7531\u3092\u5fc5\u305a\u6dfb\u3048\u308b\u5f62\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9f\u88c5\u624b\u9806<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Markdown\u30a8\u30e9\u30fc\u4e8b\u4f8b\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8<\/h3>\n\n\n\n<p>1\u4e8b\u4f8b = 1\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3001\u30d5\u30a1\u30a4\u30eb\u5148\u982d\u306e\u30e1\u30bf\u60c5\u5831(\u30bf\u30b0\u30fb\u72b6\u614b\u30fb\u8a00\u8a9e\u306a\u3069)\u3068\u3001\u672c\u6587\u306e\u30bb\u30af\u30b7\u30e7\u30f3(\u30a8\u30e9\u30fc\u5185\u5bb9\u30fb\u89e3\u6c7a\u7b56\u306a\u3069)\u3067\u69cb\u6210\u3057\u307e\u3057\u305f\u3002<code>## Error<\/code> \u3068 <code>## Solution<\/code> \u3092\u5fc5\u9808\u3001<code>## Context<\/code> \u3068 <code>## Notes<\/code> \u3092\u4efb\u610f\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>---\nid: err_20260526_001\ntitle: Python\u3067dotenv\u304c\u8aad\u307f\u8fbc\u3081\u306a\u3044\nstatus: resolved\ntags:\n  - python\n  - dotenv\n  - venv\nlanguage: Python\nframeworks:\n  - FastAPI\ncreated_at: 2026-05-26\nupdated_at: 2026-05-26\n---\n\n## Error\n<\/code><\/pre><\/div>\n\n\n\n<p>ModuleNotFoundError: No module named &#8216;dotenv&#8217;<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>## Context\n\nvenv\u3092\u4f5c\u308a\u76f4\u3057\u305f\u3042\u3068\u3001FastAPI\u8d77\u52d5\u6642\u306b\u767a\u751f\u3002\n\n## Solution\n<\/code><\/pre><\/div>\n\n\n\n<p>pip install python-dotenv<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>## Notes\n\n\u4eee\u60f3\u74b0\u5883\u304c\u9055\u3046\u5834\u5408\u3082\u3042\u308b\u306e\u3067\u3001`which python` \u3068 `pip list` \u3092\u78ba\u8a8d\u3059\u308b\u3002<\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">parser.py \u2014 frontmatter\u3068\u30bb\u30af\u30b7\u30e7\u30f3\u306e\u62bd\u51fa<\/h3>\n\n\n\n<p><code>parser.py<\/code> \u3067\u306f\uff0cMarkdown\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3093\u3067 <code>ErrorCase<\/code> dataclass \u306b\u5909\u63db\u3057\u307e\u3059\uff0e\u5148\u982d\u306e <code>---<\/code> \u30d6\u30ed\u30c3\u30af\u3092 frontmatter \u3068\u3057\u3066 PyYAML \u3067\u30d1\u30fc\u30b9\u3057\uff0c\u672c\u6587\u5074\u306f <code>## Error<\/code>\uff0c<code>## Context<\/code>\uff0c<code>## Solution<\/code>\uff0c<code>## Notes<\/code> \u3092\u6b63\u898f\u8868\u73fe\u3067\u62bd\u51fa\u3059\u308b\u8a2d\u8a08\u306b\u3057\u307e\u3057\u305f\uff0e<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>_SECTION_PATTERN = re.compile(\n    r&quot;^##[ \\\\t]+(Error|Context|Solution|Notes)[ \\\\t]*\\\\n(.*?)(?=^##[ \\\\t]+|\\\\Z)&quot;,\n    re.MULTILINE | re.DOTALL,\n)\n_REQUIRED_FIELDS = (&quot;id&quot;, &quot;title&quot;, &quot;status&quot;)\n_REQUIRED_SECTIONS = (&quot;Error&quot;, &quot;Solution&quot;)\n\ndef parse_error_case(path: Path) -&gt; ErrorCase:\n    metadata, body = _split_frontmatter(path.read_text(encoding=&quot;utf-8&quot;), path)\n    for field in _REQUIRED_FIELDS:\n        if field not in metadata or metadata[field] is None:\n            raise ValueError(f&quot;{path}: required frontmatter field &#039;{field}&#039; is missing&quot;)\n    sections = _extract_sections(body, path)\n    return ErrorCase(\n        id=str(metadata[&quot;id&quot;]),\n        title=str(metadata[&quot;title&quot;]),\n        status=str(metadata[&quot;status&quot;]),\n        tags=list(metadata.get(&quot;tags&quot;) or []),\n        language=metadata.get(&quot;language&quot;),\n        frameworks=list(metadata.get(&quot;frameworks&quot;) or []),\n        error=sections[&quot;Error&quot;],\n        context=sections.get(&quot;Context&quot;, &quot;&quot;),\n        solution=sections[&quot;Solution&quot;],\n        notes=sections.get(&quot;Notes&quot;, &quot;&quot;),\n        path=path,\n    )<\/code><\/pre><\/div>\n\n\n\n<p>\u5fc5\u9808\u30d5\u30a3\u30fc\u30eb\u30c9\u3084\u5fc5\u9808\u30bb\u30af\u30b7\u30e7\u30f3\u304c\u6b20\u3051\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u3069\u306e\u30d5\u30a1\u30a4\u30eb\u306e\u3069\u3053\u304c\u8db3\u308a\u306a\u3044\u306e\u304b\u3092\u660e\u793a\u3059\u308b\u4f8b\u5916\u3092\u51fa\u3059\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002Markdown\u3092\u624b\u66f8\u304d\u3082\u3057\u304f\u306fAI\u306b\u8a18\u8ff0\u3055\u305b\u308b\u904b\u7528\u304c\u524d\u63d0\u306a\u306e\u3067\u3001\u58ca\u308c\u305f\u30d5\u30a1\u30a4\u30eb\u3092\u65e9\u3081\u306b\u6c17\u4ed8\u3051\u308b\u5f62\u3092\u512a\u5148\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">signature.py \u2014 \u30a8\u30e9\u30fc\u30ed\u30b0\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3059\u308b<\/h3>\n\n\n\n<p><code>signature.py<\/code> \u3067\u306f\uff0c\u30a8\u30e9\u30fc\u6587\u3084\u554f\u3044\u5408\u308f\u305b\u6587\u304b\u3089\u691c\u7d22\u7528\u306e\u7279\u5fb4\u3092\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002\u62bd\u51fa\u5bfe\u8c61\u306f\u4f8b\u5916\u540d\u30fb\u30af\u30a9\u30fc\u30c8\u3055\u308c\u305f\u8a9e\u30fb\u30d1\u30c3\u30b1\u30fc\u30b8\u540d\u3063\u307d\u3044\u8a9e\u30fb\u30b3\u30de\u30f3\u30c9\u30fb\u4e00\u822c\u30ad\u30fc\u30ef\u30fc\u30c9\u306e5\u7a2e\u985e\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>EXCEPTION_PATTERN = re.compile(\n    r&quot;\\\\b[A-Za-z_][A-Za-z0-9_]*(?:Error|Exception|Warning)\\\\b&quot;\n)\nQUOTED_PATTERN = re.compile(r&quot;&quot;&quot;[&#039;\\\\&quot;]([^&#039;\\\\&quot;\\\\n]+)[&#039;\\\\&quot;]&quot;&quot;&quot;)\nCOMMAND_PATTERN = re.compile(\n    r&quot;(?:^|\\\\s)((?:npm|pnpm|yarn|pip|poetry|python|node|docker|git|uv|pytest)&quot;\n    r&quot;\\\\s+[^\\\\n]+)&quot;,\n    re.IGNORECASE | re.MULTILINE,\n)<\/code><\/pre><\/div>\n\n\n\n<p>\u4f8b\u3048\u3070 <code>ModuleNotFoundError: No module named 'dotenv'<\/code> \u3092\u6e21\u3059\u3068\u4f8b\u5916\u540d\u3068\u3057\u3066 <code>ModuleNotFoundError<\/code>\u3001\u30af\u30a9\u30fc\u30c8\u8a9e\u3068\u3057\u3066 <code>dotenv<\/code>\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u540d\u3068\u3057\u3066 <code>dotenv<\/code> \u3092\u62fe\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30ad\u30fc\u30ef\u30fc\u30c9\u62bd\u51fa\u3067\u306f\u30b9\u30c8\u30c3\u30d7\u30ef\u30fc\u30c9\uff08<code>the<\/code>\uff0c<code>error<\/code>\uff0c<code>module<\/code> \u306a\u3069\uff09\u3068\u77ed\u3059\u304e\u308b\u8a9e\u3092\u9664\u5916\u3057\u3001\u91cd\u8907\u3082\u30b1\u30fc\u30b9\u30a4\u30f3\u30bb\u30f3\u30b7\u30d6\u306b\u6b63\u898f\u5316\u3057\u3066\u843d\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u5927\u6587\u5b57\u5c0f\u6587\u5b57\u306e\u63fa\u308c\u3068\u3001\u7279\u5fb4\u8a9e\u3068\u91cd\u8907\u3059\u308b\u30ce\u30a4\u30ba\u3092\u6291\u3048\u308b\u305f\u3081\u306e\u51e6\u7406\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">search.py \u2014 \u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0<\/h3>\n\n\n\n<p><code>search.py<\/code> \u3067\u306f\u30af\u30a8\u30ea\u5074\u306e\u30b7\u30b0\u30cd\u30c1\u30e3\u3068\u5404\u4e8b\u4f8b\u5074\u306e\u30b7\u30b0\u30cd\u30c1\u30e3\u3092\u7a81\u304d\u5408\u308f\u305b\u3066\u30b9\u30b3\u30a2\u3092\u8db3\u3057\u4e0a\u3052\u307e\u3059\u3002\u4f55\u304c\u4e00\u81f4\u3057\u305f\u304b\u3092 <code>reasons<\/code> \u3068\u3057\u3066\u5fc5\u305a\u6b8b\u3059\u5f62\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>if exception_matches:\n    score += 0.35\n    reasons.append(f&quot;exception matched: {exception_matches[0]}&quot;)\n\nif quoted_matches:\n    score += 0.25\n    reasons.append(f&quot;quoted term matched: {quoted_matches[0]}&quot;)\n\nif package_matches:\n    score += 0.20\n    reasons.append(f&quot;package matched: {package_matches[0]}&quot;)\n\nif tag_matches:\n    score += 0.12\n    reasons.append(f&quot;tag matched: {tag_matches[0]}&quot;)\n\nif case.status.casefold() == &quot;resolved&quot;:\n    score += 0.10\n    reasons.append(&quot;status bonus: resolved&quot;)<\/code><\/pre><\/div>\n\n\n\n<p>\u914d\u70b9\u306f\u4f8b\u5916\u540d &gt; \u30af\u30a9\u30fc\u30c8\u8a9e &gt; \u30d1\u30c3\u30b1\u30fc\u30b8\u8a9e &gt; \u30bf\u30b0 &gt; \u8a00\u8a9e\/\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af &gt; \u4e00\u822c\u30ad\u30fc\u30ef\u30fc\u30c9 \u306e\u9806\u3067\u3001\u3088\u308a\u7279\u5fb4\u7684\u306a\u4e00\u81f4\u3092\u5f37\u304f\u52b9\u304b\u305b\u3066\u3044\u307e\u3059\u3002\u52a0\u3048\u3066\u89e3\u6c7a\u6e08\u307f\uff08<code>status: resolved<\/code>\uff09\u306e\u4e8b\u4f8b\u306b\u306f <code>+0.10<\/code> \u306e\u30dc\u30fc\u30ca\u30b9\u3092\u4e57\u305b\u3001\u904e\u53bb\u306b\u76f4\u3057\u5207\u3063\u305f\u30b1\u30fc\u30b9\u304c\u4e0a\u4f4d\u306b\u6765\u3084\u3059\u304f\u3057\u307e\u3057\u305f\uff0e<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">rag.py \u2014 \u89e3\u6c7a\u5019\u88dc\u3092\u7d44\u307f\u7acb\u3066\u308b<\/h3>\n\n\n\n<p><code>rag.py<\/code> \u306f\u691c\u7d22\u7d50\u679c\u304b\u3089\u56de\u7b54\u6587\u3092\u7d44\u307f\u7acb\u3066\u308b\u3068\u3053\u308d\u3067\u3059\u3002Vol.1 \u3067\u306fLLM\u3092\u4f7f\u308f\u306a\u3044\u305f\u3081\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3067\u7d50\u679c\u3092\u6574\u5f62\u3057\u3066\u3044\u308b\u3060\u3051\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>candidates = [\n    result\n    for result in results\n    if result.case.status.casefold() == &quot;resolved&quot;\n    and result.case.solution.strip()\n]\n\nif candidates:\n    top_candidate = max(candidates, key=lambda result: result.score)\n    lines.extend([\n        &quot;Top solution candidate:&quot;,\n        top_candidate.case.title,\n        &quot;&quot;,\n        &quot;Solution:&quot;,\n        top_candidate.case.solution,\n    ])<\/code><\/pre><\/div>\n\n\n\n<p>\u30dd\u30a4\u30f3\u30c8\u306f\u89e3\u6c7a\u6e08\u307f\u304b\u3064 <code>## Solution<\/code> \u304c\u7a7a\u3067\u306a\u3044\u4e8b\u4f8b\u3060\u3051\u3092\u5019\u88dc\u306b\u3057\u3066\u3044\u308b\u3053\u3068\u3067\u3059\u3002\u672a\u89e3\u6c7a\u4e8b\u4f8b\u3057\u304b\u306a\u3044\u5834\u5408\u306f\u300c\u89e3\u6c7a\u6e08\u307f\u4e8b\u4f8b\u306f\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u300d\u3068\u3044\u3046\u65e8\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u8fd4\u3057\u3001\u65b0\u3057\u3044\u4e8b\u4f8b\u3068\u3057\u3066\u8a18\u9332\u3059\u308b\u3088\u3046\u4fc3\u3059\u5c0e\u7dda\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">cli.py \u2014 search\u3068ask<\/h3>\n\n\n\n<p>CLI \u306f\u4f9d\u5b58\u3092\u5897\u3084\u3057\u305f\u304f\u306a\u304b\u3063\u305f\u306e\u3067 <code>argparse<\/code> \u3067\u7d44\u307f\u307e\u3057\u305f\u3002\u30b5\u30d6\u30b3\u30de\u30f3\u30c9\u306f <code>search<\/code> \u3068 <code>ask<\/code> \u306e2\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>def main(argv: list[str] | None = None) -&gt; int:\n    parser = argparse.ArgumentParser(prog=&quot;debug-memory&quot;)\n    subcommands = parser.add_subparsers(dest=&quot;command&quot;, required=True)\n\n    search_parser = subcommands.add_parser(&quot;search&quot;, help=&quot;List similar error cases.&quot;)\n    _add_common_args(search_parser)\n\n    ask_parser = subcommands.add_parser(&quot;ask&quot;, help=&quot;Render a solution candidate.&quot;)\n    _add_common_args(ask_parser)\n\n    args = parser.parse_args(argv)\n    errors_dir = _resolve_errors_dir(args.errors_dir)\n    cases = load_error_cases(errors_dir)\n    results = search_similar_cases(args.text, cases, top_k=args.top_k)\n    if args.command == &quot;search&quot;:\n        print(render_search_results(results))\n    else:\n        print(build_answer(args.text, results))\n    return 0<\/code><\/pre><\/div>\n\n\n\n<p>\u5171\u901a\u30aa\u30d7\u30b7\u30e7\u30f3\u3068\u3057\u3066 <code>--text<\/code>\uff0c<code>--top-k<\/code>\uff0c<code>--errors-dir<\/code> \u306e3\u3064\u3092\u53d6\u308a\u307e\u3059\u3002<code>search<\/code> \u306f\u30e9\u30f3\u30ad\u30f3\u30b0\u3060\u3051\u3092\u8fd4\u3057\u3001<code>ask<\/code> \u306f\u89e3\u6c7a\u5019\u88dc\u3068\u6839\u62e0\u3092\u307e\u3068\u3081\u3066\u8fd4\u3059\u3001\u3068\u3044\u3046\u5f79\u5272\u5206\u62c5\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u679c\uff08\u5b9f\u884c\u4f8b\uff09<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">search \u306e\u51fa\u529b\u4f8b<\/h3>\n\n\n\n<p><code>dotenv<\/code> \u5468\u308a\u306e\u30a8\u30e9\u30fc\u3092\u6295\u3052\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>python -m debug_memory search --text &quot;ModuleNotFoundError: No module named &#039;dotenv&#039;&quot;<\/code><\/pre><\/div>\n\n\n\n<p>\u51fa\u529b\u306f\u30e9\u30f3\u30ad\u30f3\u30b0\u5f62\u5f0f\u3067\u3001\u30b9\u30b3\u30a2\u3068\u4e00\u81f4\u7406\u7531\u304c\u4e26\u3073\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>Search Results\n==============\n\n[1] Python\u3067dotenv\u304c\u8aad\u307f\u8fbc\u3081\u306a\u3044\n    score: 1.000\n    status: resolved\n    tags: python, dotenv, venv\n    reasons:\n    - exception matched: ModuleNotFoundError\n    - quoted term matched: dotenv\n    - package matched: dotenv\n    - status bonus: resolved<\/code><\/pre><\/div>\n\n\n\n<p>\u4f8b\u5916\u540d\u30fb\u30af\u30a9\u30fc\u30c8\u8a9e\u30fb\u30d1\u30c3\u30b1\u30fc\u30b8\u540d\u306e3\u3064\u304c\u63c3\u3063\u3066\u4e00\u81f4\u3057\u3001<code>resolved<\/code> \u30dc\u30fc\u30ca\u30b9\u3082\u52a0\u7b97\u3055\u308c\u305f\u3046\u3048\u30671\u4f4d\u306b\u6765\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">ask \u306e\u51fa\u529b\u4f8b<\/h3>\n\n\n\n<p>\u4eca\u5ea6\u306f React \u306e <code>undefined map<\/code> \u3092\u6295\u3052\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>python -m debug_memory ask --text &quot;TypeError: Cannot read properties of undefined (reading &#039;map&#039;)&quot;<\/code><\/pre><\/div>\n\n\n\n<p>\u8fd4\u3063\u3066\u304f\u308b\u306e\u306f\u89e3\u6c7a\u5019\u88dc\u3068\u5143\u306b\u306a\u3063\u305f\u4e8b\u4f8b\uff08Evidence\uff09\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>Debug Memory Answer\n===================\n\nInput:\nTypeError: Cannot read properties of undefined (reading &#039;map&#039;)\n\nFound 1 similar case.\n\nTop solution candidate:\nReact\u3067undefined\u306emap\u3092\u547c\u3093\u3067\u843d\u3061\u308b\n\nSolution:\n\u521d\u671f\u5024\u3092\u7a7a\u914d\u5217\u306b\u3059\u308b \/ optional chaining \u3092\u4f7f\u3046 \/ loading\u72b6\u614b\u3092\u78ba\u8a8d\u3059\u308b\u3002\n\nEvidence:\n[1] React\u3067undefined\u306emap\u3092\u547c\u3093\u3067\u843d\u3061\u308b\n    file: 2026-05-26_react-undefined-map.md\n    status: resolved\n    score: 0.82\n    reasons:\n    - exception matched: TypeError\n    - quoted term matched: map\n    - status bonus: resolved<\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\u89e3\u6c7a\u6e08\u307f\u4e8b\u4f8b\u304c\u306a\u3044\u5834\u5408<\/h3>\n\n\n\n<p>\u8a72\u5f53\u30b1\u30fc\u30b9\u304c\u672a\u89e3\u6c7a\u306e\u3082\u306e\u3057\u304b\u306a\u3044\u3001\u3042\u308b\u3044\u306f\u305d\u3082\u305d\u3082\u898b\u3064\u304b\u3089\u306a\u3044\u5834\u5408\u306f\u6b21\u306e\u3088\u3046\u306a\u51fa\u529b\u306b\u306a\u308a\u307e\u3059\uff0e<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>No resolved solution candidate found.\n\nSimilar unresolved cases:\n(none)\n\nSuggestion: \u904e\u53bb\u306e\u89e3\u6c7a\u6e08\u307f\u4e8b\u4f8b\u306f\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u65b0\u3057\u3044\u30a8\u30e9\u30fc\u4e8b\u4f8b\u3068\u3057\u3066Markdown\u306b\u8a18\u9332\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/code><\/pre><\/div>\n\n\n\n<p>\u65b0\u898f\u30a8\u30e9\u30fc\u3092Markdown\u306b\u6b8b\u3059\u5f62\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p><strong>\u5f97\u3089\u308c\u305f\u3053\u3068<\/strong><\/p>\n\n\n\n<p>\u904e\u53bb\u306e\u30a8\u30e9\u30fc\u3068\u89e3\u6c7a\u30e1\u30e2\u3092\u300c\u6c7a\u307e\u3063\u305f\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u8caf\u3081\u308b\u5834\u6240\u300d\u3092\u6301\u3066\u305f\u3053\u3068\u304c\u4e00\u756a\u5927\u304d\u3044\u5909\u5316\u3060\u3068\u611f\u3058\u307e\u3057\u305f\u3002LLM\u3092\u4f7f\u308f\u305a\u3068\u3082\uff0c\u4f8b\u5916\u540d\u3068\u30af\u30a9\u30fc\u30c8\u8a9e\u306e\u4e00\u81f4\u3060\u3051\u3067\u3001\u81ea\u5206\u306e\u30e1\u30e2\u3092\u5f15\u304d\u51fa\u3059\u7528\u9014\u306b\u306f\u5b9f\u7528\u4e0a\u307b\u307c\u5341\u5206\u306b\u6a5f\u80fd\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p><strong>Vol.1\u306e\u9650\u754c<\/strong><\/p>\n\n\n\n<p>\u73fe\u72b6\u306f\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u8868\u5c64\u7684\u306a\u4e00\u81f4\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u6587\u8a00\u304c\u5c11\u3057\u5909\u308f\u3063\u305f\u3060\u3051\uff08\u4f8b\u3048\u3070\u8a00\u8a9e\u304c\u65e5\u672c\u8a9e\u5316\u3055\u308c\u305f\u30a8\u30e9\u30fc\u3001\u30b9\u30bf\u30c3\u30af\u30c8\u30ec\u30fc\u30b9\u306e\u4e00\u90e8\u3060\u3051\u304c\u6e21\u3055\u308c\u308b\u5834\u5408\u306a\u3069\uff09\u3067\u30b9\u30b3\u30a2\u304c\u5927\u304d\u304f\u4e0b\u304c\u308a\u307e\u3059\u3002\u540c\u3058\u610f\u5473\u306e\u5225\u8868\u73fe\u3092\u5438\u53ce\u3059\u308b\u4ed5\u7d44\u307f\u306f\u3001\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u3060\u3051\u3060\u3068\u3069\u3046\u3057\u3066\u3082\u9650\u754c\u304c\u3042\u308b\u3068\u3044\u3046\u5b9f\u611f\u3092\u5f97\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p><strong>\u4eca\u5f8c\u306e\u62e1\u5f35<\/strong><\/p>\n\n\n\n<p>\u4ee5\u4e0b\u3092\u9806\u756a\u306b\u8a66\u3057\u3066\u3044\u304f\u3064\u3082\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LLM \u3092\u88dc\u52a9\u306b\u4f7f\u3063\u305f\u985e\u4f3c\u4e8b\u4f8b\u306e\u8981\u7d04\u3084\u89e3\u6c7a\u5019\u88dc\u306e\u6574\u7406<\/li>\n\n\n\n<li>\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3092\u4f75\u7528\u3057\u305f\u610f\u5473\u7684\u306a\u985e\u4f3c\u30de\u30c3\u30c1<\/li>\n\n\n\n<li>Claude Skill \u3068\u3057\u3066\u306e\u547c\u3073\u51fa\u3057\u5bfe\u5fdc<\/li>\n\n\n\n<li>Codex \u306e auto-fix \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3068\u306e\u9023\u643a<\/li>\n\n\n\n<li>GitHub Issue \u3084\u958b\u767a\u30ed\u30b0\u3068\u306e\u63a5\u7d9a<\/li>\n<\/ul>\n\n\n\n<p>Vol.1 \u3067\u300cMarkdown + \u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u691c\u7d22\u300d\u306e\u571f\u53f0\u304c\u3067\u304d\u305f\u306e\u3067\u3001\u3053\u306e\u3046\u3048\u306b\u6bb5\u968e\u7684\u306b\u91cd\u306d\u3066\u3044\u304f\u5f62\u3092\u60f3\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4ed8\u9332<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/github.com\/yuta-u-tech\/Debug_Memory\">\u30ea\u30dd\u30b8\u30c8\u30ea<\/a><\/li>\n\n\n\n<li>\u3088\u304f\u4f7f\u3046\u30b3\u30de\u30f3\u30c9:\n<ul class=\"wp-block-list\">\n<li><code>python -m debug_memory search --text \"&lt;error log&gt;\"<\/code> \u2014 \u985e\u4f3c\u4e8b\u4f8b\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\u3060\u3051\u3092\u898b\u308b<\/li>\n\n\n\n<li><code>python -m debug_memory ask --text \"&lt;error log&gt;\"<\/code> \u2014 \u89e3\u6c7a\u5019\u88dc\u3068\u6839\u62e0\u3092\u307e\u3068\u3081\u3066\u898b\u308b<\/li>\n\n\n\n<li><code>python -m debug_memory ask --text \"&lt;error log&gt;\" --top-k 5<\/code> \u2014 \u4e0a\u4f4dN\u4ef6\u307e\u3067\u5e83\u3052\u308b<\/li>\n\n\n\n<li><code>pytest tests\/ -v<\/code> \u2014 \u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b \u958b\u767a\u3092\u3057\u3066\u3044\u308b\u3068\u300c\u3053\u308c\u524d\u306b\u3082\u898b\u305f\u306a\u300d\u3068\u3044\u3046\u30a8\u30e9\u30fc\u306b\u4f55\u5ea6\u3082\u906d\u9047\u3057\u307e\u3059\u3002\u7279\u306b Python \u306e ModuleNotFoundError\u3001LaTeX \u306e Undefined control sequence \u306f\u74b0\u5883\u3092 [&hellip;]<\/p>\n","protected":false},"author":100,"featured_media":3123,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1249],"tags":[268,331,563],"class_list":["post-8681","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-knowledge","tag-github","tag-python","tag-rag"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/8681","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/100"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=8681"}],"version-history":[{"count":1,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/8681\/revisions"}],"predecessor-version":[{"id":8682,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/8681\/revisions\/8682"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/3123"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=8681"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=8681"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=8681"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}