Repository
Optima-CityU/LLM4AD_Next agent skills
- skills
- 24
- GitHub stars
- 570
GitHub description: “A next-generation automatic algorithm design platform, making automated algorithm design more accessible and easier to use”
- Stars
- 570 (42 forks)
- Licence
- BSD-3-Clause
- Last push
- Oct 2026
- Created
- Jun 2026
- Homepage
- llm4ad-next.cn
- alpha-evolve
- alphacode
- openevolve
- openloop
- open-loop
- open-evolve
- deepmind
- discovery
- discovery-loop
- evolution-strategies
- evolutionary-algorithm
- evolutionary-computation
- llm4ad
- optimization
- alphaevolve
- genetic-algorithm
Install all skills
npx skills add Optima-CityU/LLM4AD_NextAdd --skill <name> for a single skill and -a <agent> to choose the agent (see the agent guides).
Skills in Optima-CityU/LLM4AD_Next, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | A skill your agent uses when establishing a research proposal's project foundation, submission constraints, and presentation system before section drafting begins. | Optima-CityU/ | 570 | — | ~1.8k | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 2 | A skill your agent uses when a user wants to build an LLM4ADNext task package — a runnable directory that lets the LLM4AD platform evolve an algorithm for their problem. | Optima-CityU/ | 570 | — | ~3.7k | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 3 | Organize one or more Markdown source documents into high-fidelity, editable knowledge blocks. | Optima-CityU/ | 570 | — | ~695 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 4 | A skill your agent uses when assembling a completed staged Typst proposal and checking its evidence, logic, citations, structure, and export readiness. | Optima-CityU/ | 570 | — | ~774 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 5 | A skill your agent uses when documenting a proposal's research foundation, available conditions, team support, feasibility, and risk controls from author-supplied facts. | Optima-CityU/ | 570 | — | ~613 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 6 | A skill your agent uses when distilling a proposal's innovations and defining milestones, annual plans, contingency points, and expected outcomes. | Optima-CityU/ | 570 | — | ~578 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 7 | A skill your agent uses when researching, organizing, and citing the evidence base for a research proposal after its project foundation is established. | Optima-CityU/ | 570 | — | ~828 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 8 | A skill your agent uses when translating established proposal objectives into research methods, a technical route, formal definitions, and an evaluation plan. | Optima-CityU/ | 570 | — | ~598 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 9 | A skill your agent uses when defining a proposal's objective hierarchy, research content, work packages, and key scientific or technical problems. | Optima-CityU/ | 570 | — | ~563 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 10 | A skill your agent uses when developing a proposal's research purpose, necessity, significance, application value, and practical problem framing from verified evidence. | Optima-CityU/ | 570 | — | ~642 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 11 | Discover an evolvable algorithm from an uploaded paper, build and validate its complete LLM4ADNext task package, and publish that exact runnable package for project management. | Optima-CityU/ | 570 | — | ~1.2k | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 12 | Diverse Island Genetic Algorithm skill. An agent skill from Optima-CityU/LLM4AD_Next. | Optima-CityU/ | 570 | — | ~855 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 13 | 13.Dyca DyCA (Dynamic Clustering Algorithm) method skill. An agent skill from Optima-CityU/LLM4AD_Next. | Optima-CityU/ | 570 | — | ~738 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 14 | 14.Funsearch FunSearch (Program Search) method skill. An agent skill from Optima-CityU/LLM4AD_Next. | Optima-CityU/ | 570 | — | ~604 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 15 | 15.Island Ga Island Genetic Algorithm (IslandGA) method skill. An agent skill from Optima-CityU/LLM4AD_Next. | Optima-CityU/ | 570 | — | ~822 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 16 | 16.Meoh Multi-objective Evolution of Heuristics (MEoH) method skill. | Optima-CityU/ | 570 | — | ~661 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 17 | 17.Moead MOEA/D (Multi-objective Evolutionary Algorithm based on Decomposition) method skill. | Optima-CityU/ | 570 | — | ~733 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 18 | 18.Nsga2 NSGA-II multi-objective evolutionary method skill. An agent skill from Optima-CityU/LLM4AD_Next. | Optima-CityU/ | 570 | — | ~629 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 19 | 19.Reevo Reflective Evolution (ReEvo) method skill. An agent skill from Optima-CityU/LLM4AD_Next. | Optima-CityU/ | 570 | — | ~650 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 20 | 20.Autorebuttal Automatically plan, draft, and compliance-check a complete evidence-grounded rebuttal from a confirmed baseline. | Optima-CityU/ | 570 | — | ~728 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 21 | Build and confirm the complete paper, review, constraint, concern, and reviewer-card baseline before rebuttal generation. | Optima-CityU/ | 570 | — | ~915 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 22 | 22.Ac Summary Summarize an existing author rebuttal into a copy-ready message addressed to the Area Chair or conference chair. | Optima-CityU/ | 570 | — | ~372 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 23 | Publish the current revision of an LLM4AD research workflow stage, including after a user edits and replaces an earlier conversation turn. | Optima-CityU/ | 570 | — | ~253 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
| 24 | Use before a multi-step document restructuring task to map the source, preserve important relationships, and decide whether child documents are justified. | Optima-CityU/ | 570 | — | ~262 | Automated safety check: Pass | BSD-3-Clause | 5 days ago |
Questions, answered from the data.
What is the best skill in Optima-CityU/LLM4AD_Next?
Proposal Foundation Layout from Optima-CityU/LLM4AD_Next ranks first of the 24 skills in Optima-CityU/LLM4AD_Next listed here, with the highest score: its repository has 570 GitHub stars, its SKILL.md loads about 1.8k tokens and it passes the automated safety check with no findings. Next come Llm4ad Task Builder and Document Knowledge Organizer.
Are the skills in Optima-CityU/LLM4AD_Next official?
None yet. All 24 skills in Optima-CityU/LLM4AD_Next listed here come from community repositories; a skill counts as official when the product's own GitHub organization publishes it.
How do I install all skills from Optima-CityU/LLM4AD_Next?
Run npx skills add Optima-CityU/LLM4AD_Next in your project: the open-source skills CLI installs the repository's skills into your coding agent's skills folder. To install a single skill, open its page here for the exact command.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.