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概要と使いどころ
Build AI agents with LangChain framework. Use when building agents, tools, memory, MCP integrations, RAG pipelines, multi-agent systems, or any LLM-powered applications using LangChain or LangGraph in Python or TypeScript.
日本語の概要は準備中です。原文の説明を表示しています。
GEO-first SEO analysis tool. Optimizes websites for AI-powered search engines (ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews) while maintaining traditional SEO foundations. Performs full GEO audits, citability scoring, AI crawler analysis, llms.txt generation, brand mention scanning, platform-specific optimization, schema markup, technical SEO, content quality (E-E-A-T), and client-ready GEO report generation. Use when user says "geo", "seo", "audit", "AI search", "AI visibility", "optimize", "citability", "llms.txt", "schema", "brand mentions", "GEO report", or any URL for analysis.
日本語の概要は準備中です。原文の説明を表示しています。
Manages brand identity, visual design system, and creative quality for MMIND.ai. Generates complete image prompts for Nano Banana Pro (Gemini), enforces the strict 5-color palette, flat-vector SaaS style, and typography standards. Use when user needs graphic prompts, brand consistency checks, visual style guidance, design briefs, or creative QA for any marketing asset.
日本語の概要は準備中です。原文の説明を表示しています。
Expert SwiftUI guidance for macOS apps — covers writing and reviewing code with runtime-level understanding of observation, concurrency, performance, and platform integration. Use when user asks to "build a SwiftUI view", "review my SwiftUI code", "fix observation issues", "bridge AppKit", "architect state management", "debug view updates", or works on any macOS SwiftUI project — building features, reviewing existing code, debugging view updates or performance, fixing concurrency issues, architecting state management, bridging AppKit, or making design decisions. Do NOT use for iOS/iPadOS-only SwiftUI, UIKit bridging, or basic Swift language questions. Focuses on non-obvious traps and deep patterns, not basics.
日本語の概要は準備中です。原文の説明を表示しています。
Turn research, analysis, or any markdown the agent just produced into a live, beautifully designed web report with a shareable tracked URL via ReportRoom. Use when the user says "publish this", "make this shareable", "turn this into a report", "put this on a page", or wants findings to live beyond the chat. Not for recurring client deliverables (use client-reporter), slide decks (use deck-publisher), or proposals that need view alerts (use proposal-tracker).
日本語の概要は準備中です。原文の説明を表示しています。
Enforce traceability from natural-language intent to machine predicates, final observables, evidence, and owner-readable acceptance. Use when conducting any audit, review, QA pass, parity or compliance check, security assessment, code or architecture review, visual or behavioral comparison, data validation, system verification, completion gate, or claim that an implementation satisfies a human request.
日本語の概要は準備中です。原文の説明を表示しています。
Use when the user asks for a phase-gated refactoring or redesign loop - session-blind workers map and trace the area, empirical probes precede the design, an approval gate guards implementation, and a conformance audit re-checks the branch after any design change. State persists in .episteme/DESIGN-<slug>.md. Requires the refactor agent roles registered by scripts/install-codex.sh. Keywords: refactor loop, redesign, design gate, enumerate before design, conformance audit.
日本語の概要は準備中です。原文の説明を表示しています。
Diagnose and fix CJK (Korean, Japanese, Chinese) text-wrapping issues in web UIs. Systematically traces mid-syllable breaks, orphaned glyphs, and awkward line splits through a layered fix strategy covering global CSS cascade, component-library overrides, headline balancing, and translation-level phrase binding. Produces an evidence-based diagnosis and verification report before any code change is applied.
日本語の概要は準備中です。原文の説明を表示しています。
Use BEFORE any verbose CLI run, large file read, doc conversion, or near-context handoff — decision tree keyed by intent citing the canonical token-saving asset.
日本語の概要は準備中です。原文の説明を表示しています。
Use on a bug, test failure, crash, or unexpected behavior — enforce reproduce → isolate → hypothesize → verify before any fix; fires even on 'this is broken' / 'quick fix'.
日本語の概要は準備中です。原文の説明を表示しています。
Before adding/installing any dependency the agent named — verify the package exists (slopsquatting: ~1 in 5 AI suggestions are hallucinated), isn't typo-adjacent, is pinned + locked, and CVE-scanned
日本語の概要は準備中です。原文の説明を表示しています。
Use BEFORE writing any test — enumerate cases per behavior (happy / boundary / error / abuse), prioritize by likelihood × impact, cross-check via subagent — even if the user just says 'add tests'.
日本語の概要は準備中です。原文の説明を表示しています。
When processing code review feedback (bot or human) before changing anything — triages, verifies and pushes back with technical reasoning — even when the user just says 'fix the comments'.
日本語の概要は準備中です。原文の説明を表示しています。
Use when adding or editing any script under `scripts/` — `--quiet`, `_lib/script_output`, silent Taskfile wiring, Iron-Law carve-outs; fires on 'add a check script for X'.
日本語の概要は準備中です。原文の説明を表示しています。
When working within any module under `modules.root_paths` from `.agent-project-settings.yml` — Laravel HMVC, Symfony DDD-lite, Node monorepo, Python src/, Go internal/, or a custom path.
日本語の概要は準備中です。原文の説明を表示しています。
When shaping the primary message, supporting proofs and audience-by-message matrix from a locked positioning frame — before any copy or launch beat. Triggers on 'tighten the message stack'.
日本語の概要は準備中です。原文の説明を表示しています。
Regenerate docs/THIRD-PARTY-NOTICES.md from provenance/borrows.jsonl after any ledger change — even a single new entry — never hand-edit the notices file
日本語の概要は準備中です。原文の説明を表示しています。
Use when decomposing a company objective into team OKRs, auditing a draft OKR tree, or stress-testing an existing one for measurability and laddering.
日本語の概要は準備中です。原文の説明を表示しています。
Before stating any specific fact about an LLM provider's product — models, pricing, limits, context windows, SDK/API — for OpenAI, Gemini, Claude & others, verify against official docs, not memory.
日本語の概要は準備中です。原文の説明を表示しています。
Use BEFORE saving any .md under .augment/, dist/agent-src*/, or agents/ — scans umlauts, German function words, and German phrases outside DE:/EN: anchor blocks. Hard gate per language-and-tone.
日本語の概要は準備中です。原文の説明を表示しています。
Paste a URL/snippet before you borrow it — detects its license, runs the derived compatibility policy, and drafts a provenance ledger entry — even before any code is written, not after
日本語の概要は準備中です。原文の説明を表示しています。
Build a slide presentation as one HTML file — fixed 1920×1080 canvas letterboxed to any viewport, layout-system-first, type floors. Use for deck, slides, presentation, or pitch requests.
日本語の概要は準備中です。原文の説明を表示しています。
Frontend design heuristics and the loop applying them: existing-ui-audit, brief, inventory, build, review. Use when building or changing any UI, not only when planning one.
日本語の概要は準備中です。原文の説明を表示しています。
Grounded design brief from the corpus — style, WCAG color tokens, typography, layout, anti-patterns. Use on ui-design-brief or any which-style/palette/font/chart call; feeds fe-design.
日本語の概要は準備中です。原文の説明を表示しています。