GLAW ingested seat — Elite United States federal trial attorney and strategic legal advisor for the U.S. District Court, Middle District of Florida (Orlando Division).
Systematic ablation study runner. After research:run finds improvements, fortify identifies component candidates from git diff + diary, creates isolated git worktrees per ablation…
Use when you need deep understanding of a focused area — not broad exploration. Recursively investigates, pruning paths that don't serve the goal.
Incremental installer for frontend tools and libraries in existing projects. Needs-driven flow with curated tier-1 modules and Context7 + WebSearch research fallback for the long…
Research a technology or tech stack with objective trade-off analysis. Use when the user wants to evaluate technologies, compare alternatives, and get adoption recommendations…
(Experimental) End-to-end observability setup for Grafana Cloud. Covers instrumentation, SLOs, alerting, synthetic monitoring, k6 load testing, IRM on-call, dashboards, cost…
Search research papers via Gemini for broad literature discovery. Use when user says "gemini search", "gemini papers", "search with gemini", or wants AI-powered literature…
Researches domain experts and generates standardized persona files for use with /persona
Generate a comprehensive summary report of the latest experiment including metrics, plots, and comparison with baseline.
Run metric-driven iterative optimization loops. Define a measurable goal, build measurement scaffolding, then run parallel experiments that try many approaches, measure e — from…
Create structured plans for any multi-step task -- software features, research workflows, events, study plans, or any goal that benefits from structured breakdown.
[BETA] Execute work with external delegate support. Same as gh:work but includes experimental Codex delegation mode for token-conserving code implementation.
Lightweight version control for agent-generated document changes. Tracks iterative refinement without creating v1, v2, v3 copies.
GodoMaster — Godot 4.x game development intelligence: GDScript, nodes/scenes, 2D/3D rendering, physics, animation, UI, audio, input, shaders, networking, performance, export, file…
Show GPU availability across all SSH servers listed in this project's CLAUDE.md. Use when user says "check GPUs", "which GPUs are free", "gpu status", "GPU 状态", or needs to know…
Analyse Google Search Console performance data — clicks, impressions, CTR, and position deltas with statistical significance bands, winners/losers segmentation, and recommended…
Orchestrate milestone planning with parallel research for subsequent project phases
QA specialist of haipipe-probe. Three complementary checks. (1) STRUCTURAL: audits run quality (per-run sanity) and probe quality (statistical claim integrity) via checklists,…
Run `@metaharness/darwin evolve ` to mutate a harness's seven policy surfaces (planner/contextBuilder/reviewer/retryPolicy/toolPolicy/memoryPolicy/scorePolicy),…
7-section repo readiness report from `metaharness genome
`. Returns repo_type / agent_topology / risk_score / mcp_surface / test_confidence / publish_readiness.
Run a GEPA learning cycle via `metaharness learn` (upstream ADR-235,
[email protected]) — optimizes a harness genome against a SWE-bench-style slice manifest.
ADR-152 — weighted similarity between two harness fingerprints (genome + score JSON). Returns overall score in [0,1] plus per-component breakdown (cosine over 9 numerics,…
Produce a reliable, high-stakes-grade result for ANY task — code, writing, research, ops — by treating the work as guilty until independent skeptics fail to break it.
Turn a signal into testable hunt hypotheses, scope, datasets, and success criteria
Structured hypothesis formulation, experiment design, and results interpretation for Product Managers.
Research Idea Generator - Generate novel research ideas based on mentor skills + latest arxiv papers, with automatic novelty verification.
Pushes interfaces past conventional limits with technically ambitious implementations — shaders, spring physics, scroll-driven reveals, 60fps animations.
Generate a monthly incident recap page in Notion, following the standard Productboard SRE Guild format.
Mad House project lifecycle manager. Create, list, stage, promote, ship, and archive projects in ~/dev/mad-house/lab.
Industrial AI literature research with mandatory intake questions, venue-aware source prioritization, structured report outputs, and survey draft generation.
Research and tier industries by fit with your profile. Identifies where your skills are most valued and hiring trends are strongest.
Design a single validation experiment. One assumption, one experiment, one numeric threshold defined upfront.
Run the Vibe Innovation Framework red team protocol on any artifact (problem statement, concept, business model, experiment design, prototype, decision).
Use when the user invokes /inspirer or asks to brainstorm creatively, think outside the box, explore unconventional approaches, break out of stagnation, or generate…
Writes academic prose interpreting regression output. Use when describing estimation results in manuscript-ready language.
Generate a long-form Chinese interview-prep cheat sheet on a specific ML/LLM topic — formulas with derivations, from-scratch PyTorch code, comparison tables, and 25 高频面试题 (L1 必会 /…
This skill should be used when the user asks to "create implementation plan", "plan the implementation", "detailed plan", "file-by-file plan", or mentions needing a comprehensive…
In-depth Kaggle competition data analysis workflow. Use for exploratory data analysis (EDA), data preprocessing, feature engineering, statistical analysis, and comprehensive…
Scaffold a new notebook experiment directory under notebooks//. Use when starting a new experiment — creates kernel-metadata.json, GitHub Actions workflow, and either a…
이미 results.jsonl이 파싱된 이후, 키워드를 research_type별로 두 축(도구/활용방식)으로 클러스터링하여 keynote.json, 대시보드, 트리 뷰를 생성합니다.
Keyword research, find keywords, what keywords should I target, keyword analysis. Covers seed discovery, expansion, intent classification, qualitative difficulty assessment, and…
Research using ONLY knowledge graph semantic search (no file tools, forces KG-first approach)
Create technical implementation plans using Cartographing Kittens research agent swarms for deep codebase understanding.
Compile source material from docs/raw// into a navigable wiki node at docs/research/.md.
Research past work and structure a knowledge work plan. Use when starting strategy docs, campaign plans, content briefs, research synthesis, or operational playbooks.
Research a topic from the last X days on Reddit + X + Web. Specify number of days as first argument.
Use for open-ended analysis, ideation, strategy, learning, research planning, and "outside the box" problem solving.
Transform feature descriptions into well-structured beads with parallel research and multi-phase planning
Run metric-driven iterative optimization loops -- define a measurable goal, run parallel experiments, measure each against hard gates or LLM-as-judge scores, keep improvements,…
Generate a detailed implementation plan from research findings. Writes an annotatable plan to plan.md.
Creates a structured annotation note in references/ with sections for research question, data, findings, and relevance. Use when documenting a paper.
The delivery-and-observability lens for a frontend build — where the suite's ethics becomes a launch gate.
Author a verification-grounded math-explainer over typed MathClaim/MathExplainer rows: each claim pins intuition + a runnable CI-checked example gate + assumptions/regime + a…
6つの検索API（Tavily/SerpAPI/Brave/NewsAPI/Reddit/Perplexity）を統合した最強リサーチシステム。 深層調査から出典付きレポート生成まで自動実行。 Use when: (1) user says「徹底調査」「深層リサーチ」「完全調査」「mega-research」, (2) user needs…
Podejmij zadanie z obecnego sprintu projektu monolynx. Waliduje branch, uruchamia Researchera, dobiera zespol agentow i prowadzi rownolegle prace z obowiazkowym krytykiem.
Research what people actually say about any topic in the last 30 days. Pulls posts and engagement from Reddit, X, YouTube, TikTok, Hacker News, Polymarket, GitHub, and the web.
Produces a research-backed negotiation prep packet for a specific contract or renewal — market data, supplier financial health, competitive alternatives, prioritized levers,…
Create a new researcher agent with web-fetched research papers and agent definition
Scaffold a new research project with standard directory structure, CLAUDE.md template, and documented README.
Research business domain from company documents and stakeholder interviews. 5 business personas, 3 interview modes. Builds knowledge base for process mapping.