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概要と使いどころ
Manus-style file-based planning for multi-step work. Keep task_plan.md, findings.md, progress.md in your run workspace so the filesystem is your working memory. Use for any research/build with 5+ tool calls. Adapted for OpenMark sub-agents from Ahmad's planning-with-files v3.0.0.
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。
Compose a short LinkedIn-post-style thread from Ahmad's OpenMark saves. Use when Ahmad wants a tight 200–400 word post he can paste into LinkedIn, X, or a short newsletter slot — NOT a long essay or full digest. Trigger phrases include "thread", "LinkedIn post", "short post", "tweet thread", "quick newsletter", "social post", "/newsletter-thread". Output is one strong hook + 4–7 short paragraphs + ONE link. Optimized for skim-reading on a phone.
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。
Multi-angle deep-research workflow over Ahmad's OpenMark knowledge graph (13k+ bookmarks). Use whenever Ahmad asks anything that requires more than one search to answer well — "what's the landscape of X in my saves", "do a deep dive on Y", "research X across my bookmarks", "compare what I saved about X vs Y", "give me everything on X". Also use when fast-search returned thin results and Ahmad pushed back ("dig deeper", "more results", "actually research it"). Pairs Neo4j graph search with WebFetch on top picks to bring back fresh page content. Triggers on "deep research", "dig deeper", "research", "landscape", "everything on", "thorough", "comprehensive".
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。
Compose a comparison newsletter from Ahmad's OpenMark saves — A vs B vs C, side-by-side, table-driven. Use when Ahmad wants to compare tools, models, frameworks, approaches, or platforms across his saves. Trigger phrases include "compare", "X vs Y", "head to head", "which should I use", "differences between", "trade-offs between", "/newsletter-comparison". Output centers a markdown table with consistent columns, supports it with short prose blocks, ends with a clear recommendation.
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。
Compose a categorical news-roundup newsletter from Ahmad's OpenMark saves. Use when Ahmad wants a scannable "what happened in AI / tools / research / discourse" recap rather than a single-thesis essay. Trigger phrases include "roundup", "news roundup", "this week in AI", "weekly news", "what dropped this week", "category recap", "/newsletter-roundup". Output is bucketed by topic with 3–5 items per bucket, short blurbs, source-tagged for at-a-glance scanning.
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。
Write a single-thesis narrative newsletter essay from Ahmad's OpenMark saves. Use when Ahmad wants a thoughtful long-form piece with one clear argument, not a roundup or news recap. Trigger phrases include "essay", "long-form", "think piece", "thoughtful post", "argue that", "make a case for", "/newsletter-essay". Output is one strong thesis sentence + 3–5 narrative sections + closing call-to-think, no tables, no bullets unless necessary.
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。
Find niches, topics, audiences, products, channels, and content angles via deep web search. Use whenever Ahmad says "find me a niche", "hunt niches in X", "what's an underserved audience for Y", "find similar sites/videos to <example>", "research the X market", "what are people building in Y space", "/niche-hunter X", or any phrasing that asks for niche / market / topic / audience / product / channel discovery across the open web. Trusts domain + keyword search; chains web_search → web_fetch / web_extract / web_crawl + reddit_search + search_youtube + github_repo_intel. NEVER uses awesome-list shortcuts. Output shape is FLEXIBLE — list, table, report, suggestions, or normal prose — picked from how Ahmad phrased the ask.
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。
Deep research workflow that starts from a GitHub repo URL/slug, pulls upstream intel, then expands to Reddit + open web for community reception. Use whenever Ahmad gives a GitHub link and asks to understand it, see updates, audit the community, or compose a report. Trigger phrases include "research this repo", "report on this github", "what's happening upstream", "community reception", "compose a report on <repo>", and any message that contains a github.com URL plus a research/report ask.
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。
Measure a target repository's queue and find a live open issue the contribution would close, before opening a pull request there. Reports how many PRs are open, how many of the last N closed ones were actually merged, and which issue to attach to, because a cold PR into a dead queue is a wasted artifact. Triggers: "/issue-match", "is this repo worth a PR", "measure the queue".
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。
Write openFrameworks prototypes into the lab — real C++ (ofApp.h, ofApp.cpp, main.cpp) that builds into an app with the projectGenerator and make. Use for native/desktop sketches, performance-sensitive work, OpenGL, audio input, sensors, anything that has to be an application rather than a page.
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。
Ensure OpenAPI specs define consistent request/response schemas, error model, auth, pagination, and backward compatibility.
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。
plan artifact がある時のみ、plan 中の assumption / open question が実装で解消された証拠を diff・PR 本文と突合する evidence-sufficiency 観点。解消されないまま残った前提・未記録の新規 Unknown を検出する。plan 欠損時は発火しない（Pre-execution Gate）。plan 欠損でも PR 本文に前提が inline 列挙されていれば列挙分のみ部分評価し、計画 issue の bare 参照だけなら skip する
Audit OpenClaw frontend code and rendered interfaces for Carapace drift, token misuse, primitive reimplementation, accessibility problems, responsive defects, and off-brand copy. Use for design reviews, compliance checks, or scheduled audit-and-fix workflows.
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 or modify OpenClaw application UI using canonical semantic tokens, themes, shared CSS foundations, consumer adapters, and established local primitives. Use for product interfaces, component styling, theme work, or design-token integration.
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。
Apply OpenClaw visual identity to logos, typography, imagery, voice, documents, presentations, social graphics, and launch materials. Use when the task changes brand identity rather than ordinary product UI or public-page composition.
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。
Compatibility alias for existing OpenClaw installations that now applies Carapace semantic tokens, themes, shared CSS foundations, consumer adapters, and established local primitives.
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。
Create or update OpenClaw public-page composition for websites, landing pages, content pages, ecosystem pages, and campaigns. Use for page structure, navigation, responsive layout, media, SEO presentation, or public-site visual polish.
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。
在授权渗透测试中挖掘开放重定向（open redirect）及其危害升级。当目标按用户可控参数做跳转（登录后 next、SSO returnUrl、注销、短链、回调）时使用——典型场景：绕过 URL 白名单跳到外站钓鱼、泄露 token/Referer、开放重定向作为 SSRF/OAuth token 窃取的跳板。适用目标类型 Web / REST API / SSO。触发场景包括用户说"测下开放重定向""这个 next/redirect 参数能跳外站吗""绕过重定向白名单""open redirect 偷 token"。输出：可跳外站的参数 + PoC + 危害升级的 finding（含 killed 记录）。
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。
By political reporter Erin Handley and staff Topic: Cyber Security Posted Thu 24 Sep 2026 at 6:31am
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。
Azure Monitor OpenTelemetry Exporter for Java. Export OpenTelemetry traces, metrics, and logs to Azure Monitor/Application Insights.
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。
Azure Monitor OpenTelemetry Exporter for Python. Use for low-level OpenTelemetry export to Application Insights.
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。
Instrument applications with Azure Monitor and OpenTelemetry for JavaScript (@azure/monitor-opentelemetry). Use when adding distributed tracing, metrics, and logs to Node.js applications with Appli...
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。
Explain how email and Google Calendar work for OpenClaw agents, including the distinction between agent email and owner email, how gog and the Google Workspace skill are used, where related credentials/config live, and how to troubleshoot common setup or access issues. Use when someone asks how an OpenClaw agent accesses Gmail/Google Workspace/Calendar, where credentials are stored, how to use the agent inbox, how to give the agent write access to the owner's calendar, or how to guide another agent/user through the email or calendar setup model.
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 auditable financial workbooks headless via openpyxl.
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。