1.8万 件 ・ 関連度順
概要と使いどころ
Browse the web for any task — research topics, read articles, interact with web apps, fill forms, take screenshots, extract data, and test web pages. Use whenever a browser would be useful, not just when the user explicitly asks.
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。
Autonomously improve a real artifact (code, training recipe, agent harness, data pipeline, prompt) against an objective and an evaluator, using Hypothesis Tree Refinement (HTR) from the Arbor paper. Use this whenever someone wants to iteratively optimize something over many experiments without overfitting — e.g. "get my model's eval score up", "improve this agent/harness", "tune this pipeline", "beat the baseline on this benchmark", "run a search over approaches and keep the best", "do an MLE-bench / Kaggle-style optimization", or any long-horizon "make this artifact better and don't just memorize the dev set" task. Trigger it even when the user doesn't say "Arbor" or "hypothesis tree" but describes repeated experiment-and-evaluate loops, branching exploration of competing ideas, or worries about a dev/test gap. Runs Claude itself as the coordinator with subagent executors in isolated git worktrees; for the standalone `arbor` CLI tool see references/arbor-upstream.md.
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。
Migrate from AngularJS to Angular using hybrid mode, incremental component rewriting, and dependency injection updates. Use when upgrading AngularJS applications, planning framework migrations, or modernizing legacy Angular code.
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Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design. Use when architecting complex backend systems or refactoring existing applications for better maintainability.
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Auto-invoked 7-phase workflow for complex-feature intent; fasttrack mode for pre-approved specs. NOT for explicit single tasks (mk:cook), green-field builds (mk:autobuild), or simple fixes (mk: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。
Fetch external sources (web/arXiv/GitHub) into scanner-gated wiki CANDIDATES, never canonical pages: guarded, capped, scanned. NOT for local knowledge (mk:wiki) or markdown fetch (mk:web-to-markdown).
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。
Vulnerability analysis: OWASP Top 10, current threat landscape, supply chain security, attack surface mapping, risk prioritization. Use for security audits. NOT for STRIDE/CSO infra audits (mk:cso).
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。
Contract governing the --advice flag: supervision checkpoints, caps, packets, dossier, receipts, and the boundary that keeps counsel from approving anything. Load only when --advice is present.
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。
Capture, gate, and query long-term project knowledge via the gated wiki subsystem: propose candidates, recall, or search; agents propose, humans approve. NOT for short-lived memory (mk: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。
Validates an approved plan across 8 dimensions before build — incomplete acceptance criteria, missing dependencies, unresolved risks. Use after Gate 1, before Test.
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。
Structured step-by-step reasoning before acting, to avoid guessing. For complex debugging, multi-step analysis, hypothesis checks. NOT for being stuck on approach (mk:problem-solving).
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。
Writing tests, running validation, and (TDD mode) red-green-refactor. Active in Test + Build phases. NOT for coverage-gap mapping (mk:nyquist) or sprint contracts (mk:sprint-contract).
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 stuck on approach, not debugging. Unstick via 7 techniques: simplification, collision-zone thinking, inversion, first principles, via negativa. For debugging use mk:sequential-thinking.
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。
Systematically QA-tests a web app and fixes bugs: test, then iteratively fix, re-verify, commit each fix. Tiers: Quick, Standard, Exhaustive. Produces before/after health scores and fix evidence.
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。
Analyzes harness trace logs to surface recurring failure patterns and suggest harness improvements. Scatter-gather across last N runs with a mandatory HITL gate before any 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。
Spec-driven manual QA and Playwright E2E generation: navigates apps like a human tester, producing reports or .spec.ts files. Prompts for credentials. NOT for autonomous flows (mk:agent-browser).
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。
Systematic root-cause debugging that produces a diagnostic report (mk:fix applies the fix; mk:build-fix owns compile failures). Use for 'debug this', 'why is this broken', 'root cause'.
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。
JIRA Service Management via jira-as: service desks, requests, customers, orgs, queues, SLAs, approvals. Requires JSM tenant + agent role. NOT core issue ops (mk:jira-issue) or admin (mk:jira-admin).
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 and implement infrastructure, container, CI/CD, deployment-safety, observability, and rollback changes. Does not read dotenv files or approve/release deployments.
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 writing tests, running validation scripts, or (in TDD mode) enforcing red-green-refactor cycle. Activates during Phase 2 (Test) and Phase 3 (Build). NOT for coverage gap mapping (see mk:nyquist); NOT for sprint contract negotiation (see mk:sprint-contract).
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。
Copies or adapts features from external repos/apps into this project. Triggers on 'copy this from', 'replicate'. NOT for packing this project (mk:pack); NOT for URL fetches (mk:web-to-markdown).
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。
Fetch external sources (web / arXiv / GitHub) and turn them into scanner-gated wiki CANDIDATES — never canonical pages. Every fetched byte is DATA; url-guarded, size-capped, redirect-re-validated, injection-scanned, and secret-scrubbed before a candidate is even created. Requires network. NOT for capturing local knowledge (see mk:wiki); NOT for one-shot page-to-markdown (see mk:web-to-markdown).
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 a plan directory (plan.md + phase-*.md) needs a visual review. By DEFAULT this drives the STRUCTURED visual-plan artifact (visual-plan/plan.json) via the mewkit visual-plan CLI — generate if absent, validate, open the local studio (view/edit), and export plan.html from the approved artifact. Pass --static for the legacy prompt-only single-file plan.html template render. Triggers on "render this plan", "visualize the plan", "open the plan studio", "make a shareable plan page", "plan.html". This is the canonical owner of plan-as-visual-review. NOT for plan critique or scope review (see mk:plan-ceo-review / mk:validate-plan), NOT for generic code/diagram/diff visuals (see mk:preview), NOT for live media generation (see mk:multimodal).
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。
Auto-invoked 7-phase workflow for complex-feature intent. Includes fasttrack mode for pre-approved specs. NOT for explicit user-invoked single tasks (see mk:cook); NOT for green-field autonomous builds (see mk:autobuild); NOT for simple bug fixes (see mk: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。