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Agent skill

Research Stage Publication

by Optima-CityU in Optima-CityU/LLM4AD_Next

Publish the current revision of an LLM4AD research workflow stage, including after a user edits and replaces an earlier conversation turn.

BSD-3-ClauseAuto-check passed

Install Research Stage Publication

skills CLI
$ npx skills add Optima-CityU/LLM4AD_Next --skill research-stage-publication -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install Optima-CityU/LLM4AD_Next research-stage-publication --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/Optima-CityU/LLM4AD_Next.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/research-stage-publication .claude/skills/research-stage-publication && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
research-stage-publication
GitHub stars
574
Token cost
~253 tokens
SKILL.md length
123 words
Files
1
Skills in repo
24
Repo updated
First seen
Licence
BSD-3-Clause

At a glance

Publish the current revision of an LLM4AD research workflow stage, including after a user edits and replaces an earlier conversation turn.

  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Research Stage Publication is an agent skill from Optima-CityU/LLM4AD_Next. Publish the current revision of an LLM4AD research workflow stage, including after a user edits and replaces an earlier conversation turn.

Its SKILL.md is about 250 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: A next-generation automatic algorithm design platform, making automated algorithm design more accessible and easier to use. The licence is BSD-3-Clause.

Example prompts

  • “/research-stage-publication”

What it can do on your machine

Read from SKILL.md and the folder at commit e3d3f7b. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Research Stage Publication loads about 253 tokens when it runs. Until then it costs about 41 tokens; SKILL.md has 123 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~41
When it runs · the whole SKILL.md, loaded when a task matches
~253

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from Optima-CityU/LLM4AD_Next at commit e3d3f7b, republished under its BSD-3-Clause licence (© Optima-CityU). 123 words, ~253 tokens.

Download SKILL.mdSave it as .claude/skills/research-stage-publication/SKILL.md (or your agent's skills folder).
name
research-stage-publication
description
Publish the current revision of an LLM4AD research workflow stage, including after a user edits and replaces an earlier conversation turn.

Research Stage Publication

Use the current visible conversation and current workspace files as the complete source of truth for this revision. Work that disappeared because the user edited an earlier message does not count as the current stage result.

Complete the enabled domain Skill, then call publish_stage_result once for the current revision even if this stage may have published an earlier revision. Do not skip publication based on an earlier result that is absent from the current conversation. Reusing the domain Skill's stable idempotency key is valid: exact retries are deduplicated, while a changed artifact replaces the stage result.

If validation fails, correct the current artifact and retry as directed by the domain Skill. A successful tool response is the only publication-completion signal.

© Optima-CityU, BSD-3-Clause. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/research-stage-publication of Optima-CityU/LLM4AD_Next.

Open the folder on GitHubat commit e3d3f7b

Compare with similar skills

Research Stage Publication next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Research Stage Publication compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Research Stage Publication this skillOptima-CityU/LLM4AD_Next574—~253Automated safety check: PassBSD-3-Clause
Publishcode-yeongyu/oh-my-openagent70k—~5.5kAutomated safety check: WarnCustom licence
Social Publisheraffaan-m/ECC277k1 repos~1.1kAutomated safety check: PassMIT
Publishyc-software/qm15k—~2.2kAutomated safety check: WarnMIT
Social Publishingwshobson/agents40k—~914Automated safety check: PassMIT
PublishQ00/ouroboros6.2k—~2.7kAutomated safety check: PassMIT

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More from Optima-CityU/LLM4AD_Next

All 24 skills in this repo

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  • Llm4ad Task Builder

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  • Document Knowledge Organizer

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    Organize one or more Markdown source documents into high-fidelity, editable knowledge blocks.

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  • Proposal Final Review

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    A skill your agent uses when assembling a completed staged Typst proposal and checking its evidence, logic, citations, structure, and export readiness.

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  • Proposal Foundation Feasibility

    Optima-CityU/LLM4AD_Next

    A skill your agent uses when documenting a proposal's research foundation, available conditions, team support, feasibility, and risk controls from author-supplied facts.

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  • Proposal Innovation Plan

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Questions about Research Stage Publication

What does Research Stage Publication do?

Publish the current revision of an LLM4AD research workflow stage, including after a user edits and replaces an earlier conversation turn. Research Stage Publication is an agent skill from Optima-CityU/LLM4AD_Next. Publish the current revision of an LLM4AD research workflow stage, including after a user edits and replaces an earlier conversation turn.

How do I install Research Stage Publication in Claude Code?

Run `npx skills add Optima-CityU/LLM4AD_Next --skill research-stage-publication -a claude-code`. Or copy the skill folder (skills/research-stage-publication in Optima-CityU/LLM4AD_Next) into .claude/skills/research-stage-publication in your project. Claude Code loads it when a task matches its description.

How do I install Research Stage Publication in Codex?

Run `npx skills add Optima-CityU/LLM4AD_Next --skill research-stage-publication -a codex`. Or copy the skill folder (skills/research-stage-publication in Optima-CityU/LLM4AD_Next) into .agents/skills/research-stage-publication in your project. Codex loads it when a task matches its description.

Can I use Research Stage Publication in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Optima-CityU/LLM4AD_Next --skill research-stage-publication -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/research-stage-publication, .gemini/skills/research-stage-publication, .github/skills/research-stage-publication and .opencode/skills/research-stage-publication in your project.

What does Research Stage Publication need to run?

SKILL.md names no scripts, command-line tools or credentials: Research Stage Publication is instructions for the agent only.

Does Research Stage Publication access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Research Stage Publication safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Research Stage Publication use?

Research Stage Publication is published under the BSD-3-Clause licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Research Stage Publication use?

About 253 tokens (SKILL.md is roughly 1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Research Stage Publication?

Skills that share tags, products or a category with Research Stage Publication: Publish (code-yeongyu/oh-my-openagent, 70k stars), Social Publisher (affaan-m/ECC, 277k stars), Publish (yc-software/qm, 15k stars) and Social Publishing (wshobson/agents, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Research Stage Publication?

Optima-CityU (a GitHub organization) maintains it in Optima-CityU/LLM4AD_Next, which has 574 GitHub stars. The repository holds 24 skills in this directory. The repository was last updated on October 9, 2026.

Source: Optima-CityU/LLM4AD_Next on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.