30 instruction files for AI agents, collected from optima-cityu/llm4ad_next. Install any of them at an exact version with mdr add optima-cityu/llm4ad_next/<name>.
AGENTS.md AGENTS.md file
optima-cityu/llm4ad_next · AGENTS.md
git:20260830.69fa0ab · audit A · 674 stars
CLAUDE.md CLAUDE.md file
optima-cityu/llm4ad_next · CLAUDE.md
git:20260812.3a82775 · audit A · 674 stars
writing-plans SKILL.md skill
optima-cityu/llm4ad_next · docker/knowledge-parser/skills/writing-plans/SKILL.md · Use before a multi-step document restructuring task to map the source, preserve important relationships, and decide…
git:20260920.4c71fce · audit A · 674 stars
diverse-island-ga SKILL.md skill
optima-cityu/llm4ad_next · skills/algo-design/diverse-island-ga/SKILL.md · Diverse Island Genetic Algorithm skill. USE WHEN the user explicitly requests Diverse Island GA / diversity-oriented…
git:20260908.f40b41b · audit A · 674 stars
dyca SKILL.md skill
optima-cityu/llm4ad_next · skills/algo-design/dyca/SKILL.md · DyCA (Dynamic Clustering Algorithm) method skill. USE WHEN the user explicitly requests DyCA / dynamic clustering…
git:20260908.f40b41b · audit A · 674 stars
eoh SKILL.md skill
optima-cityu/llm4ad_next · skills/algo-design/eoh/SKILL.md · Evolution of Heuristics (EOH) method skill. USE WHEN the user explicitly requests EoH / Evolution of Heuristics, or…
git:20260825.2005c66 · audit A · 674 stars
funsearch SKILL.md skill
optima-cityu/llm4ad_next · skills/algo-design/funsearch/SKILL.md · FunSearch (Program Search) method skill. USE WHEN the user explicitly requests FunSearch / Program Search, or wants…
git:20260825.2005c66 · audit A · 674 stars
island-ga SKILL.md skill
optima-cityu/llm4ad_next · skills/algo-design/island-ga/SKILL.md · Island Genetic Algorithm (IslandGA) method skill. USE WHEN the user explicitly requests IslandGA / island genetic…
git:20260908.f40b41b · audit A · 674 stars
mcts-ahd SKILL.md skill
optima-cityu/llm4ad_next · skills/algo-design/mcts-ahd/SKILL.md · Monte Carlo Tree Search for Automatic Heuristic Design (MCTS-AHD) method skill. USE WHEN the user explicitly requests…
git:20260825.2005c66 · audit A · 674 stars
meoh SKILL.md skill
optima-cityu/llm4ad_next · skills/algo-design/meoh/SKILL.md · Multi-objective Evolution of Heuristics (MEoH) method skill. USE WHEN the user explicitly requests MEoH /…
git:20260825.2005c66 · audit A · 674 stars
moead SKILL.md skill
optima-cityu/llm4ad_next · skills/algo-design/moead/SKILL.md · MOEA/D (Multi-objective Evolutionary Algorithm based on Decomposition) method skill. USE WHEN the user explicitly…
git:20260825.2005c66 · audit A · 674 stars
nsga2 SKILL.md skill
optima-cityu/llm4ad_next · skills/algo-design/nsga2/SKILL.md · NSGA-II multi-objective evolutionary method skill. USE WHEN the user explicitly requests NSGA-II / Non-dominated…
git:20260825.2005c66 · audit A · 674 stars
reevo SKILL.md skill
optima-cityu/llm4ad_next · skills/algo-design/reevo/SKILL.md · Reflective Evolution (ReEvo) method skill. USE WHEN the user explicitly requests ReEvo / Reflective Evolution, or wants…
git:20260825.2005c66 · audit A · 674 stars
algorithm-discovery SKILL.md skill
optima-cityu/llm4ad_next · skills/autodiscovery/algorithm-discovery/SKILL.md · Discover an evolvable algorithm from an uploaded paper, build and validate its complete LLM4AD_Next task package, and…
git:20260924.8f1c5c6 · audit A · 674 stars
ac-summary SKILL.md skill
optima-cityu/llm4ad_next · skills/autorebuttal/ac-summary/SKILL.md · Summarize an existing author rebuttal into a copy-ready message addressed to the Area Chair or conference chair.
git:20260924.8f1c5c6 · audit A · 674 stars
autorebuttal SKILL.md skill
optima-cityu/llm4ad_next · skills/autorebuttal/autorebuttal/SKILL.md · Automatically plan, draft, and compliance-check a complete evidence-grounded rebuttal from a confirmed baseline.
git:20260924.8f1c5c6 · audit A · 674 stars
rebuttal-baseline SKILL.md skill
optima-cityu/llm4ad_next · skills/autorebuttal/rebuttal-baseline/SKILL.md · Build and confirm the complete paper, review, constraint, concern, and reviewer-card baseline before rebuttal…
git:20260924.8f1c5c6 · audit A · 674 stars
document-knowledge-organizer SKILL.md skill
optima-cityu/llm4ad_next · skills/document-knowledge-organizer/SKILL.md · Organize one or more Markdown source documents into high-fidelity, editable knowledge blocks. Use when an agent must…
git:20260901.bd88404 · audit A · 674 stars
llm4ad-task-builder SKILL.md skill
optima-cityu/llm4ad_next · skills/llm4ad-task-builder/SKILL.md · Use when a user wants to build an LLM4AD_Next task package — a runnable directory that lets the LLM4AD platform evolve…
git:20260924.8f1c5c6 · audit A · 674 stars
proposal-final-review SKILL.md skill
optima-cityu/llm4ad_next · skills/openair-proposal/proposal-final-review/SKILL.md · Use when assembling a completed staged Typst proposal and checking its evidence, logic, citations, structure, and…
git:20260918.48d1548 · audit A · 674 stars
proposal-foundation-feasibility SKILL.md skill
optima-cityu/llm4ad_next · skills/openair-proposal/proposal-foundation-feasibility/SKILL.md · Use when documenting a proposal's research foundation, available conditions, team support, feasibility, and risk…
git:20260918.48d1548 · audit A · 674 stars
proposal-foundation-layout SKILL.md skill
optima-cityu/llm4ad_next · skills/openair-proposal/proposal-foundation-layout/SKILL.md · Use when establishing a research proposal's project foundation, submission constraints, and presentation system before…
git:20260918.48d1548 · audit A · 674 stars
proposal-innovation-plan SKILL.md skill
optima-cityu/llm4ad_next · skills/openair-proposal/proposal-innovation-plan/SKILL.md · Use when distilling a proposal's innovations and defining milestones, annual plans, contingency points, and expected…
git:20260918.48d1548 · audit A · 674 stars
proposal-literature-evidence SKILL.md skill
optima-cityu/llm4ad_next · skills/openair-proposal/proposal-literature-evidence/SKILL.md · Use when researching, organizing, and citing the evidence base for a research proposal after its project foundation is…
git:20260918.48d1548 · audit A · 674 stars
proposal-methods SKILL.md skill
optima-cityu/llm4ad_next · skills/openair-proposal/proposal-methods/SKILL.md · Use when translating established proposal objectives into research methods, a technical route, formal definitions, and…
git:20260918.48d1548 · audit A · 674 stars
proposal-objectives SKILL.md skill
optima-cityu/llm4ad_next · skills/openair-proposal/proposal-objectives/SKILL.md · Use when defining a proposal's objective hierarchy, research content, work packages, and key scientific or technical…
git:20260918.48d1548 · audit A · 674 stars
proposal-rationale SKILL.md skill
optima-cityu/llm4ad_next · skills/openair-proposal/proposal-rationale/SKILL.md · Use when developing a proposal's research purpose, necessity, significance, application value, and practical problem…
git:20260918.48d1548 · audit A · 674 stars
research-stage-publication SKILL.md skill
optima-cityu/llm4ad_next · skills/research-stage-publication/SKILL.md · Publish the current revision of an LLM4AD research workflow stage, including after a user edits and replaces an earlier…
git:20260924.8f1c5c6 · audit A · 674 stars
typst-author SKILL.md skill
optima-cityu/llm4ad_next · skills/typst-author/SKILL.md · Generate idiomatic Typst (.typ) code, edit and troubleshoot Typst documents and projects, and answer Typst…
git:20260918.48d1548 · audit A · 674 stars
llm4ad-task-builder SKILL.md skill
optima-cityu/llm4ad_next · src/llm4ad/agent/skills/llm4ad-task-builder/SKILL.md · Use when a user wants to build an LLM4AD_Next task package — a runnable directory that lets the LLM4AD platform evolve…
git:20260924.8f1c5c6 · audit A · 674 stars