『メスガキ風煽り表情とポーズ4選』 みなさん、こんにちは！ 今回は、見下し構図と広角パースで魅せるメスガキ風な煽り表情とポーズを紹介します✨ --- 今回使うベースプロンプトはこちら👇 [STYLE]: The artwork features clean, bold digital lineart and vibrant cel-shading, modern anime game CG style. masterpiece, best quality. ​[CHARACTER]: 1girl, solo, kawaii, petite, white bob cut, soft facial features, detailed beautiful eyes, fluffy hair, translucent skin. ​​​​​​​​[EXPRESSION]: ​[POSE]: [OUTFIT]: pop art outfit, layered bright and contrasting colors, short oversized graphic jacket with colorful patches, asymmetrical shirt, dynamic pattern undershirt, loose high-waist shorts, black thighhighs, colorful accessories. ​[COMPOSITION]: thigh shot, captured from a dramatic low-angle shot, dynamic wide-angle lens, extreme foreshortening. The composition focuses on her from the head down to the mid-thigh, with the lower legs cropped out of the frame. Her upper body and thighs tower over the viewer, creating an imposing and stylish silhouette. ​[BACKGROUND]: simple white background, high-contrast studio lighting, sharp focus. ---- ベースプロンプトの 【​​​​​​​​[EXPRESSION]:】と【[POSE]:】部分にプロンプトを差し込みます👍 ---- ​① 興味なし（スマホ見下し） [EXPRESSION]: looking down with a disaffected expression, slight smirk, (yawning). [POSE]: resting her chin on one hand, elbow placed on her raised knee, Her other hand is lazily holding a phone. The low angle emphasizes her attitude of dismissal and arrogance. ---- ② スタイリッシュV字煽り [EXPRESSION]: supreme arrogance, looks down with a smug smirk, looking at viewer from above with distinct condescension, sharp focus on her eyes. ​​​[POSE]: leaning backward with a dynamic posture, pushing her hips forward. One hand is placed confidently on her hip. The other hand is brought directly in front of her mouth and smirk, forming a loose "V" sign with two fingers, and slightly waving it tauntingly toward the viewer. The strong foreshortening makes her leading fingers look massive and aggressive, creating an imposing and defiant gesture that towers over the viewer. ---- ③ 爆笑！指差し嘲笑 [EXPRESSION]: laughing hysterically, mouth wide open, (showing teeth:1.1), eyes squeezed shut in amusement, looking down with extreme ridicule, vibrant and joyful yet condescending expression. ​[POSE]: Dynamic three-quarter view, leaning her body backward significantly while tilting her head to the side as if laughing from the bottom of her heart. One hand is extended directly toward the viewer, pointing an index finger in a mocking gesture. The other hand is brought up to her open mouth, lightly covering it with a few fingers as she ridicules the viewer. The extreme low-angle and wide-angle lens make her pointing hand and finger look massive and impactful due to foreshortening, creating an imposing and highly defiant silhouette that towers over the viewer. ---- ④ 計画通り！ドヤ顔てへっ [EXPRESSION]: mischievous and triumphant grin, widely upturned corners of the mouth showing a confident smile, winking one eye, playful and smug smirk, a look of successful childish mischief. ​[POSE]: Dynamic low-angle thigh shot. She stands with a casual, wider stance. One hand is brought up to her head, lightly tapping her own temple or forehead with her index finger in a playful "tehe!" or "brainy" motion. Her other arm is lowered, with that hand casually and dynamically tucked deep into her loose high-waist short's pocket. She is leaning slightly forward and tilting her head to the side, looking down at the viewer with an intensely teasing yet victorious attitude. ---- そのまま使うもよし、ベースとして改変するのもおすすめです✨ 是非キャラや服装のプロンプトも自分好みに変えて、好みのメスガキ風な表情とポーズを見つけて試してみてください👍

『スタイリッシュなポーズプロンプト4選』 みなさん、こんにちは！ 今回は、構図の参考にもなるスタイリッシュなポーズ4選を紹介します✨ --- 今回使うベースプロンプトはこちら👇 The artwork features clean, bold digital lineart and vibrant cel-shading, modern anime game CG style. masterpiece, best quality, 1girl, solo, short black hair, looking at viewer, slight smirk, ​[POSE] ​ ​casual outfit, layered clothing, short open jacket, oversized button-up shirt, partially unbuttoned and untucked, loose shorts, black thighhighs, combat boots, ​ full body, large character scale filling the entire frame. The composition uses a dynamic wide-angle lens effect and strong foreshortening, making her upper body and hand feel impactful and close to the viewer while keeping her entire figure visible within the frame. simple white background, high-contrast studio lighting, sharp focus. ---- 👉 【[POSE]】部分にポーズプロンプトを差し込みます ※より迫力ある構図にしたい場合は 「full body, large character scale filling the entire frame.」 👇 full body but filling the entire frame with a dynamic close-up perspective. に差し替え可能ですが、 安定度はやや下がるため崩れやすくなる点には注意 ---- ■ ①の画像: 武道家の構えのポーズ（力強い重心と手前の拳） dynamic martial arts stance with a low, stable center of gravity. Her knees are deeply bent in a wide stance, and her body is angled sideways. Her front hand is open and extended towards the viewer in a defensive palm strike position, while her back hand is tucked near her waist in a tight fist. The strong foreshortening makes her leading hand look massive and impactful, dominating the foreground while her entire focused figure remains grounded and powerful. --- ■ ②の画像: しゃがみでかっこいいポーズ（立体的で鋭い視線） cool crouching pose on one knee, with the other leg extended outwards. She rests one hand flat on the ground for balance, while her other arm is draped over her raised knee. Her torso is leaned forward, and she glares at the viewer from under her short black hair with a sharp smirk. The low-angle wide-angle perspective makes her knee and grounded hand feel very close, creating a sense of immense 3D depth and cool, rebellious energy. --- ■ ③の画像: 後ろ立ち姿でかっこいいポーズ（背中の反りと振り返り） standing back-view pose, leaning her weight back slightly to arch her spine elegantly. She is looking back over her shoulder at the viewer with a slight smirk, her short hair swaying with the movement. One hand is tucked into her shorts pocket while the other runs through her hair. The composition captures her from a low angle, emphasizing the long lines of her legs and the dynamic twist of her jacket, making her presence feel imposing and stylish from behind. --- ■ ④の画像: 上品でスタイリッシュなセクシーさのあるポーズ standing in a deep contrapposto pose that creates a clear S-curve from the shoulders to the ankles. She twists her upper body toward the viewer while pushing her hips to the side, creating space between her arms and waist to emphasize her silhouette. Her face is clearly visible and turned toward the viewer. One hand rests firmly on her hip, while the other arm is raised with the hand placed on the opposite shoulder, framing her collarbone. The composition uses a moderate wide-angle lens with subtle foreshortening, adding depth while keeping proportions natural. --- “盛りすぎないのに強い”構成なので、 そのまま使うもよし、ベースとして改変するのもおすすめです✨ ぜひ好みのポーズを見つけて試してみてください👍

皆様おはようございます！ 今回は、自分もよく使っている **「背中合わせ構図のベースプロンプト」**をご紹介👍 ①がベース版、②〜④はその応用例になります。 ベースを元に、ぜひ自由にカスタマイズしてみてください💪 シンプルですが、安定して“映える構図”が作れるのでかなりおすすめです。 プロンプトはこちら👇 masterpiece, best quality, anime style, clean lineart, character-focused, 2girls, duo, back-to-back, shoulder-to-shoulder, upper body, mid shot, standing close, looking at viewer, slight turn of head, calm expression, confident, slight smile, flowing hair, wind-blown hair, hair overlap, dynamic pose, balanced composition, slight asymmetry, offset composition, slight low angle, slight dutch angle, simple background, gradient sky, light particles, depth of field,　　 ----- ……小ネタ講座に続いてこういうプロンプト共有もやってみようと思ってたので、 来週のGrokアルゴリズム統合アプデで「投稿の中身（テキスト＋画像）を深く理解して推薦」されるようになるのが本当なら、意外と追い風になるのか…？

【AIイラスト初心者向け：アートスタイル紹介✨】 自然言語版：第1弾 今回使うベースプロンプトはこちら👇 [STYLE]: [CHARACTER]: 1girl, solo, short white hair, beautiful girl, cute. [POSE]: dynamic pose, slight smirk. [OUTFIT]: elegant fantasy outfit, layered fabric, cropped ornate jacket, embroidered white tunic, detached sleeves, asymmetrical drapery, fitted shorts, black thighhighs, leather knee boots, celestial accessories, blue trim. [COMPOSITION]: medium full body, large character scale filling the entire frame. The composition uses a dynamic wide-angle lens effect and strong foreshortening, making her upper body and hand feel impactful and close to the viewer while keeping her entire figure visible within the frame. [BACKGROUND]: simple white background, high-contrast studio lighting, sharp focus. ---- ベースプロンプトの 【[STYLE]:】部分にプロンプトを差し込みます👍 ---- 【墨絵風・ラフ・インク】 The style is characterized by aggressive, raw ink-stroke textures with significant brush splatter and intentional rough smudges. It looks like a spontaneous creation on textured paper using bold, hand-drawn calligraphy strokes. Shading is minimal, applied with quick, dynamic ink washes, prioritizing movement and emotional intensity over polished details. ---- 【2Dイラスト・フラットグラフィック】 The artwork is a minimal, flat-design vector illustration. It rejects gradients and complex shading in favor of solid color blocks and clean, geometric shapes. The perspective effect is achieved solely through the character's form and bold, graphic lines. The color palette is limited but striking, creating a bold, modern graphic poster aesthetic. ---- 【90年代レトロ・セル画スタイル】 The artwork is rendered in a classic 90s anime cel-shaded style. It features imperfections like slight color bleeding and a distinct celluloid texture. The colors are muted yet deeply saturated, reminiscent of old anime film photography. There is a gentle, natural analog grain over the entire image, giving it a nostalgic and hand-painted feel. ---- ​【厚塗り・デジタルペイント】 The artwork is rendered in a rich digital painting style with visible brush textures and layered paint blending. Colors transition smoothly with soft edges and painterly strokes, creating depth and volume without relying on clean anime-style lineart. The image feels handcrafted, with expressive rendering and detailed surface texture throughout. ---- 自然言語の表現はとても自由で奥深いので、ぜひ色々組み合わせながら、自分だけのアートスタイルを探してみてください✨

【2種のネオン風イラストのプロンプト紹介】 みなさん、こんにちは！ 今回は「すぐ使えるネオン風プロンプト」を2種類紹介します✨ ・王道の発光重視ネオン ・スタイリッシュなネオンラインアート どちらもタグをベースに、自然言語で補強した“ハイブリッド型”になっています💪 ③と④は応用バリエーションなので、 良かったら自分なりのアレンジにもぜひ挑戦してみてください👍 ---- 【①の画像 : 王道ネオン風プロンプト】 masterpiece, best quality, ultra detailed, absurdres, 1girl, solo, extreme close-up, dynamic composition, character filling the frame, partially cropped, low angle, dramatic perspective, foreshortening, a beautiful fantasy girl with long flowing hair, she wears elegant fantasy armor with layered plates, cloth, and ornaments, refined magical design with intricate engravings, not mechanical, she holds a large glowing sword, partially out of frame, the blade emits intense cyan light, illuminating her face, neon glow style, intense cyan lighting, strong rim light, glowing silhouette, subtle emissive accents on armor, glowing eyes, bright pupils, light scattering, cinematic bloom with controlled highlights, dark background, high contrast, faint particles and light leaks for atmosphere, matte fabric and glossy metal contrast, specular highlights on edges, cinematic lighting, dramatic shadows, powerful, elegant poster-style illustration ---- 【②の画像 : ネオン風&ラインアートプロンプト】 masterpiece, best quality, ultra detailed, absurdres, 1girl, solo, upper body focus, high angle, looking slightly up toward the viewer, dynamic composition, strong perspective, a beautiful anime girl with a cool and confident expression, she wears a modern hip-hop inspired outfit, oversized hoodie, layered streetwear, stylish and edgy design, the clothing has a relaxed silhouette with folds and motion, she is making a dynamic hand gesture toward the camera, hand in the foreground, foreshortened arm, exaggerated perspective, expressive fingers, neon line art style, glowing outlines only, no fill colors, pure black silhouette base, clean thin lineart, sharp precise lines, selective internal lines to define form, dual color neon (cyan and magenta), color split lighting across the character, magenta on one side, cyan on the other, eyes glowing vividly, acting as a focal point, subtle glow bloom along the lines, but keeping edges crisp, pure black background, no environment, high contrast, minimalism, graphic poster style, the pose feels energetic and slightly aggressive, like a street-style poster, strong visual impact, modern cyber aesthetic ---- 過去に紹介した小ネタ系は厳選してまとめていく予定です📌 あとで使いたい方は保存推奨！ 衣装プロンプトも引き続き記事にしていくので、 気になる方はぜひチェックしてみてください😆

【自然言語版：キャラ紹介風プロンプト紹介】 みなさん、こんにちは！ どうやらかなり好評だったようなので、こちらのバージョンも紹介します👍 ③と④は少し応用してみたやつで、よかったらみなさんも自分なりのカスタマイズにも挑戦してみてくださいね✨ ---- 【ベースプロンプト】 ①の画像 A high-quality, highly detailed anime illustration of a single girl wearing a Japanese school uniform with a blazer and pleated skirt. The composition features the same character shown in two views within one image: a large upper-body close-up on one side and a full-body view on the other, arranged in a clean and well-balanced layout. The character has a cute and cheerful expression, smiling while looking at the viewer. In the full-body view, she is standing in a dynamic and energetic pose, slightly reaching forward with one hand, creating a sense of motion and depth. The artwork has a soft, aesthetically pleasing style with crisp linework and vibrant yet gentle colors. The background is simple and cute, decorated with light pastel shapes, keeping the focus on the character while maintaining a clean composition. Masterpiece quality, extremely high resolution, and visually polished with a refined anime aesthetic. ---- ②の画像 A high-quality, highly detailed anime illustration of a single girl wearing a Japanese school uniform with a blazer and pleated skirt. The composition presents the same character in three different views within one image: a large upper-body close-up, a full-body view, and a small chibi version. All three depictions clearly represent the same girl, with identical hairstyle, facial features, eye color, and outfit design. The upper-body view is the most prominent, showing her face in detail with a soft and cute smile while looking at the viewer. The full-body version shows her standing in a dynamic and energetic pose, slightly reaching forward with one hand to create a sense of motion and depth. A small chibi character is also included, simplified and super deformed in style, with a cute and playful pose, adding charm and visual variety to the composition. The layout is clean and well-balanced, with the three views arranged like a character sheet or promotional illustration. The background is simple and cute, featuring soft pastel shapes that enhance the overall aesthetic without distracting from the character. Masterpiece quality, extremely high resolution, polished anime style, clean lineart, soft lighting, and a visually appealing, well-organized composition. ---- これ以外の小ネタや自分作成の衣装は随時記事にまとめていくので、 気になる方はそちらもぜひチェックしてみてください💪

【アーリャとマーシャのイラストのプロンプト】 masterpiece, best quality, good quality. A cinematic anime-style illustration of two characters from "Tokidoki Bosotto Russia-go de Dereru Tonari no Alya-san", designed like a movie poster with a sense of motion and visual impact. In the foreground is Alisa Mikhailovna Kujou, a beautiful girl with long silver hair, light flowing strands, and a distinctive ahoge (single strand of hair sticking up). She has striking blue eyes and a confident yet elegant expression. She wears a refined school uniform consisting of a beige blazer, a dark pleated skirt, and a red ribbon tied at the collar. Her posture is poised and slightly dynamic, with one hand near her waist, giving a sense of composure and quiet dominance. Slightly behind or beside her is Mariya Mikhailovna Kujou, with medium-length soft brown hair and warm golden-yellow eyes. She has a gentle, affectionate expression with a hint of playfulness. She wears a similar school uniform, but with a green ribbon at the collar, creating a clear visual distinction. Her pose is more relaxed and lively, slightly leaning forward or turning, adding movement and contrast to the composition. Their hair and skirts are subtly affected by motion, as if a soft breeze is passing through, enhancing the sense of dynamism. The composition is dramatic and poster-like, with a diagonal or layered arrangement that creates depth. The characters overlap slightly, emphasizing their connection while maintaining individuality. The background features a softly blurred school setting or a warm sunset sky with light flares, giving a cinematic and emotional atmosphere. Lighting is soft but slightly directional, with gentle highlights that enhance depth without becoming overly glossy. Shadows are natural and controlled. The color palette is balanced and slightly vibrant, with strong contrast between silver, brown, red, and green accents. The lineart is clean and polished, and the overall mood is elegant, slightly romantic, and visually striking, like a promotional key visual.

皆様お疲れ様です！ 昼は朝に予告した通り、 1月末にリリースされたものの存在感は控えめながら クオリティはしっかりしている画像生成モデル 👉 「Anima」 を使った作成例と、 あまり馴染みのない自然言語プロンプトをご紹介👍 タグではなく文章で細かく指定することで、 キャラの特徴や関係性までしっかりコントロールできるのがポイントです✨ 今回は『葬送のフリーレン』からフリーレン、フェルン、シュタルクの3人と『時々ボソッとロシア語でデレる隣のアーリャさん』からアーリャとマーシャの2人を題材に 👉 **「特徴をしっかり書く自然言語プロンプト」**の例を作ってみました👇 --- 【プロンプト】 masterpiece, best quality, good quality. A detailed anime-style illustration of three characters from Sousou no Frieren standing together in a fantasy setting. In the center is Frieren, an elf with long silver hair, straight bangs, and distinctive pointed ears. She has calm green eyes and a composed, slightly distant expression. She wears her signature white and black mage outfit with elegant trim, standing quietly with a relaxed posture. On the left is Fern, a young girl with long straight purple hair and neat bangs, with violet eyes. She has a calm and serious expression, reflecting her disciplined personality. She wears a dark cloak over a simple mage outfit, standing close to Frieren in a composed and reserved manner. On the right is Stark, a young warrior with short, slightly messy red hair and red eyes. He has a gentle and somewhat timid expression despite being a fighter. He is wearing a distinctive red jacket with wide sleeves over a black inner shirt fastened with toggle buttons. A strap runs diagonally across his chest. His forearms are wrapped in white bandages, and a cloth is tied around his waist, hanging to one side. He wears loose dark pants and sturdy brown lace-up boots suitable for travel and combat. His posture is slightly forward-leaning and a bit awkward, giving a sense of both nervousness and sincerity. The three characters stand close together with subtle overlap, forming a balanced triangular composition that emphasizes their companionship. The background is a soft fantasy landscape, such as a quiet medieval town street or a grassy field with distant mountains and ancient ruins. The environment feels calm and slightly magical, with natural lighting and a gentle breeze suggested in the atmosphere. The lighting is soft and natural, creating gentle shadows and a warm tone. The colors are harmonious and slightly muted to match the fantasy setting. The lineart is clean and consistent, and the overall mood is peaceful, warm, and quietly adventurous, as if capturing a moment during their journey. --- 💡自然言語プロンプトのポイント 👉 「見た目＋性格＋立ち位置」をセットで書くこと ・髪色や目の色などの特徴 ・性格や雰囲気 ・構図内でのポジション ここまで明確にすることで キャラ崩れや別人化を大きく防ぐことができます👍 --- まだ触ってる人は少ないと思うので 気になった方はぜひ試してみてください✨ ※アーリャとマーシャの2人のイラスト＆プロンプトはリプ欄に続きます👍 ……フォロワー様とGrok君から聞いたとこによると、 後からセンシティブラベルが付いても 👉「リーチに影響を与える可能性がある」と通知が来るタイプ(上位フラグ)でなければ 基本は放置でも問題ないようです。 前は知らず条件反射で消してしまったのでちょっとミスりましたね😂 また、これまで紹介してきた衣装や小ネタ系のプロンプトが増えてきたので、 整理も兼ねて少しずつ記事にまとめていこうと思います✍️ とりあえず記念すべき初衣装の記事を作ってみたので、 良ければぜひ一読してみてください！ 👉 より詳細な解説に加えて衣装に合った ・おすすめの追加プロンプト ・構図やポーズのバリエーション ・背景テンプレとして使えるプロンプト なども追加しているので、参考になれば嬉しいです👍

皆様午前お疲れ様でした！ 今回は 「フラットカラーで作るシンプル＆安全寄りイラストのベースプロンプト」 をご紹介👍 Xの表示制御対策として、 肌の質感をリアル・テカテカ系ではなく 👉 あえてフラット寄りにするのも有効なテクニックの1つです。 LoRA等は使用せず、 モデルのみで再現できる構成にしているので そのままベースとしても使いやすいと思います✨ プロンプトはこちら👇 masterpiece, best quality, highres, anime illustration, simple shading, balanced composition, 1girl, solo, upper body, from waist up, medium shot, waist visible, looking at viewer, natural pose, relaxed expression, school uniform, japanese school uniform, blazer, pleated skirt, muted colors, aesthetic color scheme, flat color, cel shading, minimal shading, soft shadows, low contrast shading, matte skin, smooth skin, no glossy skin, no specular highlights, no reflections, clean lineart, thin lines, uniform lines, simple lighting, soft lighting, diffuse lighting, even lighting, flat lighting, no dramatic lighting, simple background, plain background, solid color background, ⚠️危険度が上がりやすい「肌系の主なプロンプト集」 （リアル・テカテカ寄りになる要素） glossy skin, wet skin, shiny skin, oily skin, oil skin, specular highlights, skin highlights, reflective skin, moist skin, hyper realistic skin, detailed skin texture, 👉 特徴 ・光の反射が強くなる ・質感がリアル寄りになる ・濡れ感・油感が出やすい 👉 X対策的には フラット方向と真逆の要素なので注意 👤影を最小限／消す系の主なプロンプト集 minimal shading, very limited shading, almost no shadows, shadowless, soft shadows, faint shadows, even lighting, flat lighting, low contrast shading, diffuse lighting, 👉 重要ポイント ・even lighting（均一光） ・flat lighting（平坦光） 👉 この2つで一気に安定します 🚫一緒に入れると崩れる要素（影復活系） cinematic lighting, dramatic lighting, high contrast, rim light, backlighting, strong shadows, harsh shadows, 🎯バランス型（完全に消さない場合） subtle shadows, minimal form shadow, slight shadow under chin, slight shadow under bangs, 👉 影を1〜2箇所だけ残す → のっぺり回避しつつ安全寄り ※フラットカラーで重要なのは 👉 「影を描く」ではなく「影を制御する」こと ・影の数を減らす ・光を均一にする ・質感（反射）を抑える この3つを意識するだけで 安定したフラット表現になります👍 ------ また一段と表示制限がキツくなりましたが 皆さんもめげずに各自工夫を💪 ※アプデ後は画像とキャプションの整合性も重要と言われているので、 例の三文字を使っている方は一応は意識しておくと良いかもです🤔 また、解釈精度が上がった影響で 漫画のように吹き出しや文字を入れた表現も 今後さらに増えていくかもしれませんね✨

# ADKの便利で実践的な使い方 🔌 GitHub、Linear、Chroma、n8n — 既存のMCPサーバーをADKエージェントにそのまま統合できるMCP Toolsは、ツールエコシステムへの最速の接続手段です。 📌 タイトル：MCP Tools — MCPサーバーとの統合 🔗 URL： 🧩 概要 ADKのMcpToolsetは、Model Context Protocol（MCP）サーバーのツールを自動検出し、ADKエージェントのツールとして利用可能にします。Stdio、SSE、Streamable HTTPの3つのトランスポートに対応し、GitHub MCP、Linear MCP、Chroma MCP、n8n MCPなど、既存のMCPサーバーエコシステムをそのまま活用できます。GKEではサイドカーパターンでのデプロイも可能です。 🛠 使い方 各トランスポートでのMcpToolsetの設定例です。 Stdioトランスポートでは、` から `McpToolset` と `StdioServerParameters` をインポートし、`McpToolset(connection=StdioServerParameters(command="npx", args=["-y", "@modelcontextprotocol/server-github"], env={"GITHUB_TOKEN": "ghp_..."}))` のようにローカルプロセスとしてMCPサーバーを起動します。作成した `McpToolset` インスタンスを `Agent` の `tools` リストに渡すだけで、GitHub MCPサーバーのツールがエージェントから利用可能になります。 SSEトランスポートでは、`SseServerParams` を使い、`McpToolset(connection=SseServerParams(url="http://localhost:3001/sse"))` のようにリモートサーバーのSSEエンドポイントに接続します。 Streamable HTTPトランスポートでは、`StreamableHTTPServerParams` を使い、`McpToolset(connection=StreamableHTTPServerParams(url="http://localhost:3001/mcp"))` のように最新のHTTPベースで接続します。 🏗 実践的な使い方 **MCPサーバーの選択と組み合わせ**: プロジェクト管理にはLinear MCP、コード管理にはGitHub MCP、ベクトル検索にはChroma MCP、ワークフロー自動化にはn8n MCPを組み合わせることで、強力な開発支援エージェントを構築できます。 複数のMCPサーバーを組み合わせるには、GitHub用の `McpToolset` を `StdioServerParameters(command="npx", args=["-y", "@modelcontextprotocol/server-github"])` で、ベクトルDB検索用の `McpToolset` を `StdioServerParameters(command="uvx", args=["chroma-mcp"])` でそれぞれ作成し、両方を `Agent` の `tools` リストに `tools=[github_tools, chroma_tools]` として渡します。これにより、1つのエージェントからGitHub操作とChromaベクトル検索の両方が利用可能になります。 **GKEサイドカーパターン**: Kubernetes環境では、MCPサーバーをサイドカーコンテナとしてPodに配置し、localhostでStdio/SSE接続することで、ネットワーク遅延を最小化しつつセキュアな通信を実現できます。 **ツールの自動検出**: McpToolsetはMCPサーバーが公開するツールを自動検出するため、サーバー側でツールが追加された場合、ADK側のコード変更なしに新しいツールが利用可能になります。 💡 ユースケース 🐙 GitHub MCPでIssue/PR管理を自動化 📋 Linear MCPでプロジェクトタスクの追跡と更新 🔍 Chroma MCPでRAGベースの知識検索 🔄 n8n MCPでワークフロー自動化との連携 ⚠️ 注意点 - MCPサーバーのプロセス管理に注意してください。Stdioの場合、エージェント終了時にMCPプロセスも適切にクリーンアップする必要があります。 - MCPサーバーが公開するすべてのツールがエージェントに見えるため、不要なツールが多いとLLMの判断が複雑になります。 - 外部MCPサーバーのセキュリティ（認証トークンの管理、通信の暗号化）には十分注意してください。 ✨ MCP Toolsを使えば、豊富なMCPエコシステムのツールをADKエージェントにワンステップで統合できます。車輪の再発明をせず、既存のツールを最大限活用しましょう！ #ADK# #AIAgent#