{"id":80423,"date":"2025-11-10T12:00:00","date_gmt":"2025-11-10T03:00:00","guid":{"rendered":"https:\/\/www.creationline.com\/tech-blog\/?p=80423"},"modified":"2025-11-13T19:07:58","modified_gmt":"2025-11-13T10:07:58","slug":"ai%e3%82%a4%e3%83%b3%e3%83%95%e3%83%a9%e5%ae%9f%e8%b7%b5%e3%83%8e%e3%83%bc%e3%83%88%ef%bc%9aastra%e3%81%aeuv","status":"publish","type":"post","link":"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423","title":{"rendered":"AI\u30a4\u30f3\u30d5\u30e9\u5b9f\u8df5\u30ce\u30fc\u30c8\uff1aAstra\u306euv"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>LLM\u306e\u6d3b\u7528\u306f\u6025\u901f\u306b\u5e83\u304c\u308a\u3001\u305d\u306e\u53ef\u80fd\u6027\u3092\u7591\u3046\u4eba\u306f\u307b\u3068\u3093\u3069\u3044\u307e\u305b\u3093\u3002<br>\u3057\u304b\u3057\u4e00\u65b9\u3067\u3001<strong>AI\u306e\u6d3b\u7528\u3092\u30a4\u30f3\u30d5\u30e9\u3067\u3069\u3046\u652f\u3048\u308b\u304b<\/strong>\u3068\u3044\u3046\u8996\u70b9\u304c\u3001\u4eca\u5f8c\u307e\u3059\u307e\u3059\u91cd\u8981\u306b\u306a\u3063\u3066\u3044\u304f\u3068\u611f\u3058\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u7b54\u3048\u3092\u63a2\u308b\u4e2d\u3067\u3001 <strong>AWS MCP Server<\/strong> \u3068 <strong>AWS Bedrock AgentCore<\/strong> \u306b\u6ce8\u76ee\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u7b46\u8005\u306e\u30e2\u30c3\u30c8\u30fc\u306f\u3001\u300c\u307e\u305a\u52d5\u304b\u3057\u3066\u307f\u308b\u3053\u3068\u300d\u3002<br>\u4eca\u56de\u306f\u3001\u4e8b\u524d\u6e96\u5099\u306e\u4e00\u3064\u3068\u3057\u3066\u3001<strong>Astra \u306e <code>uv<\/code><\/strong>\u3092\u8a66\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/11\/Pasted-image-20251109181320-1024x576.png\" alt=\"\" class=\"wp-image-80424\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/11\/Pasted-image-20251109181320-1024x576.png 1024w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/11\/Pasted-image-20251109181320-360x203.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/11\/Pasted-image-20251109181320-460x260.png 460w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/11\/Pasted-image-20251109181320-768x432.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/11\/Pasted-image-20251109181320-512x288.png 512w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/11\/Pasted-image-20251109181320.png 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u53c2\u8003<\/strong><br><a href=\"https:\/\/docs.astral.sh\/uv\/getting-started\/installation\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/docs.astral.sh\/uv\/getting-started\/installation\/<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">uv\u3068\u306f<\/h2>\n\n\n\n<p>uv\u306f\u300c<strong>\u9ad8\u901f\u30fb\u7d71\u5408\u30fb\u7c21\u5358\u30fb\u5b89\u5168<\/strong>\u300d\u3092\u517c\u306d\u5099\u3048\u305f\u6b21\u4e16\u4ee3\u306ePython\u958b\u767a\u30c4\u30fc\u30eb\u3067\u3059\u3002\u5f93\u6765\u306e<code>pip + venv + pyenv + Poetry<\/code>\u306e\u7d44\u307f\u5408\u308f\u305b\u3092<strong>1\u672c\u5316<\/strong>\u3057\u3001\u958b\u767a\u52b9\u7387\u3092\u5287\u7684\u306b\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>AWS MCP Server<\/strong>\u3068<strong>AWS AgentCore<\/strong>\u95a2\u9023\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u306e\u8aac\u660e\u304c\u3001\u3059\u3079\u3066uv\u30d9\u30fc\u30b9\u3060\u3063\u305f\u305f\u3081\u306b\u3001\u3068\u308a\u3042\u3048\u305a\u3001\u5c0e\u5165\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u7b46\u8005\u306f\u3001venv\u3092\u4f7f\u3063\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u305d\u306e\u307e\u307e\u4e0a\u66f8\u304d\u3059\u308b\u5f62\u3067\u79fb\u884c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">uv\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2>\n\n\n\n<p>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f\u3001\u3068\u3066\u3082\u7c21\u5358\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3001\u78ba\u8a8d\u304c\u51fa\u6765\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>$ curl -LsSf https:\/\/astral.sh\/uv\/install.sh | sh\n\n$ uv help\nAn extremely fast Python package manager.\n\nUsage: uv &#91;OPTIONS] &lt;COMMAND&gt;\n\nCommands:\n  auth                       Manage authentication\n  run                        Run a command or script\n  init                       Create a new project\n  add                        Add dependencies to the project\n  remove                     Remove dependencies from the project\n  version                    Read or update the project's version\n  sync                       Update the project's environment\n  lock                       Update the project's lockfile\n  export                     Export the project's lockfile to an alternate format\n  tree                       Display the project's dependency tree\n  format                     Format Python code in the project\n  tool                       Run and install commands provided by Python packages\n  python                     Manage Python versions and installations\n  pip                        Manage Python packages with a pip-compatible interface\n  venv                       Create a virtual environment\n  build                      Build Python packages into source distributions and wheels\n  publish                    Upload distributions to an index\n  cache                      Manage uv's cache\n  self                       Manage the uv executable\n  generate-shell-completion  Generate shell completion\n  help                       Display documentation for a command\n\nCache options:\n  -n, --no-cache               Avoid reading from or writing to the cache, instead using a temporary directory for the duration\n                               of the operation &#91;env: UV_NO_CACHE=]\n      --cache-dir &lt;CACHE_DIR&gt;  Path to the cache directory &#91;env: UV_CACHE_DIR=]\n\nPython options:\n      --managed-python       Require use of uv-managed Python versions &#91;env: UV_MANAGED_PYTHON=]\n      --no-managed-python    Disable use of uv-managed Python versions &#91;env: UV_NO_MANAGED_PYTHON=]\n      --no-python-downloads  Disable automatic downloads of Python. &#91;env: \"UV_PYTHON_DOWNLOADS=never\"]\n\nGlobal options:\n  -q, --quiet...                                   Use quiet output\n  -v, --verbose...                                 Use verbose output\n      --color &lt;COLOR_CHOICE&gt;                       Control the use of color in output &#91;possible values: auto, always, never]\n      --native-tls                                 Whether to load TLS certificates from the platform's native certificate store\n                                                   &#91;env: UV_NATIVE_TLS=]\n      --offline                                    Disable network access &#91;env: UV_OFFLINE=]\n      --allow-insecure-host &lt;ALLOW_INSECURE_HOST&gt;  Allow insecure connections to a host &#91;env: UV_INSECURE_HOST=]\n      --no-progress                                Hide all progress outputs &#91;env: UV_NO_PROGRESS=]\n      --directory &lt;DIRECTORY&gt;                      Change to the given directory prior to running the command &#91;env:\n                                                   UV_WORKING_DIRECTORY=]\n      --project &lt;PROJECT&gt;                          Run the command within the given project directory &#91;env: UV_PROJECT=]\n      --config-file &lt;CONFIG_FILE&gt;                  The path to a `uv.toml` file to use for configuration &#91;env: UV_CONFIG_FILE=]\n      --no-config                                  Avoid discovering configuration files (`pyproject.toml`, `uv.toml`) &#91;env:\n                                                   UV_NO_CONFIG=]\n  -h, --help                                       Display the concise help for this command\n  -V, --version                                    Display the uv version\n\nUse `uv help &lt;command&gt;` for more information on a specific command.<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">uv \u3067\u4eee\u60f3\u74b0\u5883\u3092\u4f5c\u6210<\/h2>\n\n\n\n<p>\u7b46\u8005\u306e\u5834\u5408\u3001Python 3.11\u306e\u74b0\u5883\u3092\u7dad\u6301\u3057\u305f\u304b\u3063\u305f\u306e\u3067\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u65e2\u5b58\u306e .venv\u3092\u4e0a\u66f8\u304d\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>$ uv venv -p 3.11 .venv\nUsing CPython 3.11.13 interpreter at: \/usr\/bin\/python3.11\nCreating virtual environment at: .venv\n? A virtual environment already exists at `.venv`. Do you want to replace it? &#91;y\/n] \u203a yes\n\nhint: Use the `--clear` flag or set `UV_VENV_CLEAR=1` to skip this prompt\n\n$ source ~\/.venv\/bin\/activate\n(.venv) ubuntu@LAPTOP-DHL9LRBE:~$<\/code><\/pre>\n\n\n\n<p>\u3082\u3057\u3001\u5225\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u4f7f\u3063\u3066\u3044\u308b\u306a\u3089\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u6307\u5b9a\u3092\u5909\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\uff04uv venv -p 3.10 .venv\n$ source ~\/.venv\/bin\/activate\n(.venv) ubuntu@LAPTOP-DHL9LRBE:~$<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">PATH\u8a2d\u5b9a<\/h2>\n\n\n\n<p>\u4eee\u60f3\u74b0\u5883\u306f\u3001\u30d1\u30b9\u8a2d\u5b9a\u3092\u3057\u3066\u6c38\u7d9a\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>uv\u306f\u3001.local\/bin\/\u306e\u914d\u4e0b\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>$ ls .local\/bin\/uv\n.local\/bin\/uv\n<\/code><\/pre>\n\n\n\n<p>Ubuntu 22.04(WSL)\u306e\u5834\u5408\u3001.profile\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8a2d\u5b9a\u304c\u3042\u308a\u3001\u5225\u9014\u306ePATH\u8a2d\u5b9a\u306f\u4e0d\u8981\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># set PATH so it includes user's private bin if it exists\nif &#91; -d \"$HOME\/.local\/bin\" ] ; then\n    PATH=\"$HOME\/.local\/bin:$PATH\"\nfi<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f9d\u5b58\u95a2\u4fc2\u306e\u518d\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2>\n\n\n\n<p>\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u518d\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>uv\u3067\u65b0\u898f\u4f5c\u6210\u30fb\u4e0a\u66f8\u304d\u3057\u305f\u5834\u5408\u3001venv\u3067\u4f7f\u3063\u3066\u3044\u305f\u30d1\u30c3\u30b1\u30fc\u30b8\uff08requirements.txt\uff09\u306fuv\u3067\u518d\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u308c\u3092\u5fd8\u308c\u3066Python\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u30a8\u30e9\u30fc\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>uv pip install -r requirements.txt\nor\nuv pip install &lt;package name&gt;<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u3068\u308a\u3042\u3048\u305a\u3001\u81ea\u5206\u306e\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067uv\u304c\u4f7f\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u7b46\u8005\u306b\u53d6\u3063\u3066\u306f\u3001<strong>AWS MCP Server<\/strong>\u3068<strong>AWS Bedrock AgentCore<\/strong>\u5411\u3051\u306e\u8a18\u5ff5\u3059\u3079\u304d\u7b2c\u4e00\u6b69\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u304b\u3089\u3001\u95a2\u9023\u8a18\u4e8b(<strong>AI\u30a4\u30f3\u30d5\u30e9\u5b9f\u8df5\u30ce\u30fc\u30c8<\/strong>)\u3092\u697d\u3057\u307f\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b LLM\u306e\u6d3b\u7528\u306f\u6025\u901f\u306b\u5e83\u304c\u308a\u3001\u305d\u306e\u53ef\u80fd\u6027\u3092\u7591\u3046\u4eba\u306f\u307b\u3068\u3093\u3069\u3044\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u4e00\u65b9\u3067\u3001AI\u306e\u6d3b\u7528\u3092\u30a4\u30f3\u30d5\u30e9\u3067\u3069\u3046\u652f\u3048\u308b\u304b\u3068\u3044\u3046\u8996\u70b9\u304c\u3001\u4eca\u5f8c\u307e\u3059\u307e\u3059\u91cd\u8981\u306b\u306a\u3063\u3066\u3044\u304f\u3068\u611f\u3058\u3066\u3044\u307e\u3059\u3002 \u305d\u306e\u7b54\u3048\u3092\u63a2\u308b\u4e2d\u3067\u3001 AWS MCP [&#8230;]<\/p>\n","protected":false},"author":13,"featured_media":80424,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[779,98,817,61,1004,814],"tags":[1137],"class_list":["post-80423","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-aws","category-chatgpt-ai","category-lee","category-llm","category-cloudnative","tag-aws-mcp-server"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI\u30a4\u30f3\u30d5\u30e9\u5b9f\u8df5\u30ce\u30fc\u30c8\uff1aAstra\u306euv - Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3<\/title>\n<meta name=\"description\" content=\"AI, AWS, ChatGPT\uff06AI, lee, LLM, \u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6 |\u306f\u3058\u3081\u306b\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI\u30a4\u30f3\u30d5\u30e9\u5b9f\u8df5\u30ce\u30fc\u30c8\uff1aAstra\u306euv - Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\" \/>\n<meta property=\"og:description\" content=\"AI, AWS, ChatGPT\uff06AI, lee, LLM, \u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6 |\u306f\u3058\u3081\u306b\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423\" \/>\n<meta property=\"og:site_name\" content=\"Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/creationline\" \/>\n<meta property=\"article:published_time\" content=\"2025-11-10T03:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-13T10:07:58+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/11\/Pasted-image-20251109181320.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1280\" \/>\n\t<meta property=\"og:image:height\" content=\"720\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"lee\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@awk256\" \/>\n<meta name=\"twitter:site\" content=\"@creationline\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"lee\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"3\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423\"},\"author\":{\"name\":\"lee\",\"@id\":\"https:\/\/www.creationline.com\/tech-blog\/#\/schema\/person\/7a9c09b6fc036bd56d9a7f7264389616\"},\"headline\":\"AI\u30a4\u30f3\u30d5\u30e9\u5b9f\u8df5\u30ce\u30fc\u30c8\uff1aAstra\u306euv\",\"datePublished\":\"2025-11-10T03:00:00+00:00\",\"dateModified\":\"2025-11-13T10:07:58+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423\"},\"wordCount\":55,\"image\":{\"@id\":\"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/11\/Pasted-image-20251109181320.png\",\"keywords\":[\"AWS MCP Server\"],\"articleSection\":[\"AI\",\"AWS\",\"ChatGPT\uff06AI\",\"lee\",\"LLM\",\"\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\"],\"inLanguage\":\"ja\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423\",\"url\":\"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423\",\"name\":\"AI\u30a4\u30f3\u30d5\u30e9\u5b9f\u8df5\u30ce\u30fc\u30c8\uff1aAstra\u306euv - Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\",\"isPartOf\":{\"@id\":\"https:\/\/www.creationline.com\/tech-blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/11\/Pasted-image-20251109181320.png\",\"datePublished\":\"2025-11-10T03:00:00+00:00\",\"dateModified\":\"2025-11-13T10:07:58+00:00\",\"author\":{\"@id\":\"https:\/\/www.creationline.com\/tech-blog\/#\/schema\/person\/7a9c09b6fc036bd56d9a7f7264389616\"},\"description\":\"AI, AWS, ChatGPT\uff06AI, lee, LLM, \u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6 |\u306f\u3058\u3081\u306b\",\"breadcrumb\":{\"@id\":\"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423#primaryimage\",\"url\":\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/11\/Pasted-image-20251109181320.png\",\"contentUrl\":\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/11\/Pasted-image-20251109181320.png\",\"width\":1280,\"height\":720,\"caption\":\"Amazon Bedrock AgentCore\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"HOME\",\"item\":\"https:\/\/www.creationline.com\/tech-blog\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"ChatGPT\uff06AI\",\"item\":\"https:\/\/www.creationline.com\/tech-blog\/chatgpt-ai\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"AI\",\"item\":\"https:\/\/www.creationline.com\/tech-blog\/chatgpt-ai\/ai\"},{\"@type\":\"ListItem\",\"position\":4,\"name\":\"AI\u30a4\u30f3\u30d5\u30e9\u5b9f\u8df5\u30ce\u30fc\u30c8\uff1aAstra\u306euv\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.creationline.com\/tech-blog\/#website\",\"url\":\"https:\/\/www.creationline.com\/tech-blog\/\",\"name\":\"Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\",\"description\":\"\u30a2\u30b8\u30e3\u30a4\u30eb\uff06DevOps\u3001\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u3001AI\uff06LLM\u306e\u5148\u7aef\u6280\u8853\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.creationline.com\/tech-blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ja\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.creationline.com\/tech-blog\/#\/schema\/person\/7a9c09b6fc036bd56d9a7f7264389616\",\"name\":\"lee\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/secure.gravatar.com\/avatar\/278a9c7ed6393635496209225c69f2d6caf4f4b360cf0c2a80ada723070d4f94?s=96&d=wp_user_avatar&r=g\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/278a9c7ed6393635496209225c69f2d6caf4f4b360cf0c2a80ada723070d4f94?s=96&d=wp_user_avatar&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/278a9c7ed6393635496209225c69f2d6caf4f4b360cf0c2a80ada723070d4f94?s=96&d=wp_user_avatar&r=g\",\"caption\":\"lee\"},\"description\":\"\u30e2\u30c0\u30f3\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc\u57fa\u76e4\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30a2\u30fc\u30ad\u30c6\u30af\u30c8\u3068\u3057\u3066\u6d3b\u52d5\u3057\u3066\u3044\u307e\u3059\u3002 [\u8457\u66f8] \u30fbAmazon Cloud\u30c6\u30af\u30cb\u30ab\u30eb\u30ac\u30a4\u30c9\u2015EC2\/S3\u304b\u3089VPC\u307e\u3067\u5fb9\u5e95\u89e3\u6790 \u30fbAmazon Elastic MapReduce\u30c6\u30af\u30cb\u30ab\u30eb\u30ac\u30a4\u30c9 \u2015\u30af\u30e9\u30a6\u30c9\u578bHadoop\u3067\u5b9f\u73fe\u3059\u308b\u5927\u898f\u6a21\u5206\u6563\u51e6\u7406 \u30fbCypher\u30af\u30a8\u30ea\u30fc\u8a00\u8a9e\u306e\u4e8b\u4f8b\u3067\u5b66\u3076\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9Neo4j \u30fbNeo4j\u3092\u4f7f\u3046\u30b0\u30e9\u30d5\u578b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5165\u9580(\u5171\u8457) \u30fbRDB\u6280\u8853\u8005\u306e\u305f\u3081\u306eNoSQL\u30ac\u30a4\u30c9(\u5171\u8457)\",\"sameAs\":[\"https:\/\/x.com\/@awk256\"],\"url\":\"https:\/\/www.creationline.com\/tech-blog\/author\/lee\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"AI\u30a4\u30f3\u30d5\u30e9\u5b9f\u8df5\u30ce\u30fc\u30c8\uff1aAstra\u306euv - Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3","description":"AI, AWS, ChatGPT\uff06AI, lee, LLM, \u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6 |\u306f\u3058\u3081\u306b","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423","og_locale":"ja_JP","og_type":"article","og_title":"AI\u30a4\u30f3\u30d5\u30e9\u5b9f\u8df5\u30ce\u30fc\u30c8\uff1aAstra\u306euv - Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3","og_description":"AI, AWS, ChatGPT\uff06AI, lee, LLM, \u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6 |\u306f\u3058\u3081\u306b","og_url":"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423","og_site_name":"Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3","article_publisher":"https:\/\/www.facebook.com\/creationline","article_published_time":"2025-11-10T03:00:00+00:00","article_modified_time":"2025-11-13T10:07:58+00:00","og_image":[{"width":1280,"height":720,"url":"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/11\/Pasted-image-20251109181320.png","type":"image\/png"}],"author":"lee","twitter_card":"summary_large_image","twitter_creator":"@awk256","twitter_site":"@creationline","twitter_misc":{"\u57f7\u7b46\u8005":"lee","\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593":"3\u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423#article","isPartOf":{"@id":"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423"},"author":{"name":"lee","@id":"https:\/\/www.creationline.com\/tech-blog\/#\/schema\/person\/7a9c09b6fc036bd56d9a7f7264389616"},"headline":"AI\u30a4\u30f3\u30d5\u30e9\u5b9f\u8df5\u30ce\u30fc\u30c8\uff1aAstra\u306euv","datePublished":"2025-11-10T03:00:00+00:00","dateModified":"2025-11-13T10:07:58+00:00","mainEntityOfPage":{"@id":"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423"},"wordCount":55,"image":{"@id":"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423#primaryimage"},"thumbnailUrl":"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/11\/Pasted-image-20251109181320.png","keywords":["AWS MCP Server"],"articleSection":["AI","AWS","ChatGPT\uff06AI","lee","LLM","\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6"],"inLanguage":"ja"},{"@type":"WebPage","@id":"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423","url":"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423","name":"AI\u30a4\u30f3\u30d5\u30e9\u5b9f\u8df5\u30ce\u30fc\u30c8\uff1aAstra\u306euv - Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3","isPartOf":{"@id":"https:\/\/www.creationline.com\/tech-blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423#primaryimage"},"image":{"@id":"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423#primaryimage"},"thumbnailUrl":"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/11\/Pasted-image-20251109181320.png","datePublished":"2025-11-10T03:00:00+00:00","dateModified":"2025-11-13T10:07:58+00:00","author":{"@id":"https:\/\/www.creationline.com\/tech-blog\/#\/schema\/person\/7a9c09b6fc036bd56d9a7f7264389616"},"description":"AI, AWS, ChatGPT\uff06AI, lee, LLM, \u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6 |\u306f\u3058\u3081\u306b","breadcrumb":{"@id":"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423"]}]},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423#primaryimage","url":"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/11\/Pasted-image-20251109181320.png","contentUrl":"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/11\/Pasted-image-20251109181320.png","width":1280,"height":720,"caption":"Amazon Bedrock AgentCore"},{"@type":"BreadcrumbList","@id":"https:\/\/www.creationline.com\/tech-blog\/author\/lee\/80423#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"HOME","item":"https:\/\/www.creationline.com\/tech-blog"},{"@type":"ListItem","position":2,"name":"ChatGPT\uff06AI","item":"https:\/\/www.creationline.com\/tech-blog\/chatgpt-ai"},{"@type":"ListItem","position":3,"name":"AI","item":"https:\/\/www.creationline.com\/tech-blog\/chatgpt-ai\/ai"},{"@type":"ListItem","position":4,"name":"AI\u30a4\u30f3\u30d5\u30e9\u5b9f\u8df5\u30ce\u30fc\u30c8\uff1aAstra\u306euv"}]},{"@type":"WebSite","@id":"https:\/\/www.creationline.com\/tech-blog\/#website","url":"https:\/\/www.creationline.com\/tech-blog\/","name":"Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3","description":"\u30a2\u30b8\u30e3\u30a4\u30eb\uff06DevOps\u3001\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u3001AI\uff06LLM\u306e\u5148\u7aef\u6280\u8853","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.creationline.com\/tech-blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ja"},{"@type":"Person","@id":"https:\/\/www.creationline.com\/tech-blog\/#\/schema\/person\/7a9c09b6fc036bd56d9a7f7264389616","name":"lee","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/secure.gravatar.com\/avatar\/278a9c7ed6393635496209225c69f2d6caf4f4b360cf0c2a80ada723070d4f94?s=96&d=wp_user_avatar&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/278a9c7ed6393635496209225c69f2d6caf4f4b360cf0c2a80ada723070d4f94?s=96&d=wp_user_avatar&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/278a9c7ed6393635496209225c69f2d6caf4f4b360cf0c2a80ada723070d4f94?s=96&d=wp_user_avatar&r=g","caption":"lee"},"description":"\u30e2\u30c0\u30f3\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc\u57fa\u76e4\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30a2\u30fc\u30ad\u30c6\u30af\u30c8\u3068\u3057\u3066\u6d3b\u52d5\u3057\u3066\u3044\u307e\u3059\u3002 [\u8457\u66f8] \u30fbAmazon Cloud\u30c6\u30af\u30cb\u30ab\u30eb\u30ac\u30a4\u30c9\u2015EC2\/S3\u304b\u3089VPC\u307e\u3067\u5fb9\u5e95\u89e3\u6790 \u30fbAmazon Elastic MapReduce\u30c6\u30af\u30cb\u30ab\u30eb\u30ac\u30a4\u30c9 \u2015\u30af\u30e9\u30a6\u30c9\u578bHadoop\u3067\u5b9f\u73fe\u3059\u308b\u5927\u898f\u6a21\u5206\u6563\u51e6\u7406 \u30fbCypher\u30af\u30a8\u30ea\u30fc\u8a00\u8a9e\u306e\u4e8b\u4f8b\u3067\u5b66\u3076\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9Neo4j \u30fbNeo4j\u3092\u4f7f\u3046\u30b0\u30e9\u30d5\u578b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5165\u9580(\u5171\u8457) \u30fbRDB\u6280\u8853\u8005\u306e\u305f\u3081\u306eNoSQL\u30ac\u30a4\u30c9(\u5171\u8457)","sameAs":["https:\/\/x.com\/@awk256"],"url":"https:\/\/www.creationline.com\/tech-blog\/author\/lee"}]}},"_links":{"self":[{"href":"https:\/\/www.creationline.com\/tech-blog\/wp-json\/wp\/v2\/posts\/80423","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.creationline.com\/tech-blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.creationline.com\/tech-blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.creationline.com\/tech-blog\/wp-json\/wp\/v2\/users\/13"}],"replies":[{"embeddable":true,"href":"https:\/\/www.creationline.com\/tech-blog\/wp-json\/wp\/v2\/comments?post=80423"}],"version-history":[{"count":8,"href":"https:\/\/www.creationline.com\/tech-blog\/wp-json\/wp\/v2\/posts\/80423\/revisions"}],"predecessor-version":[{"id":80464,"href":"https:\/\/www.creationline.com\/tech-blog\/wp-json\/wp\/v2\/posts\/80423\/revisions\/80464"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.creationline.com\/tech-blog\/wp-json\/wp\/v2\/media\/80424"}],"wp:attachment":[{"href":"https:\/\/www.creationline.com\/tech-blog\/wp-json\/wp\/v2\/media?parent=80423"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.creationline.com\/tech-blog\/wp-json\/wp\/v2\/categories?post=80423"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.creationline.com\/tech-blog\/wp-json\/wp\/v2\/tags?post=80423"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}