Summarize
openclaw/openclaw
Summarize or transcribe URLs, YouTube/videos, podcasts, articles, transcripts, PDFs, and local files.
Summarize an existing author rebuttal into a copy-ready message addressed to the Area Chair or conference chair.
BSD-3-ClauseAuto-check passed
Install Ac Summary
$ npx skills add Optima-CityU/LLM4AD_Next --skill ac-summary -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Optima-CityU/LLM4AD_Next ac-summary --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Optima-CityU/LLM4AD_Next.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/autorebuttal/ac-summary .claude/skills/ac-summary && rm -rf skills-srcUse ~/.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/
Install the "ac-summary" agent skill from https://github.com/Optima-CityU/LLM4AD_Next/tree/main/skills/autorebuttal/ac-summary into .claude/skills/ac-summary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ac-summary", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Optima-CityU/LLM4AD_Next/tree/main/skills/autorebuttal/ac-summaryType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Optima-CityU/LLM4AD_Next --skill ac-summary -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Optima-CityU/LLM4AD_Next ac-summary --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Optima-CityU/LLM4AD_Next.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/autorebuttal/ac-summary .agents/skills/ac-summary && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ac-summary" agent skill from https://github.com/Optima-CityU/LLM4AD_Next/tree/main/skills/autorebuttal/ac-summary into .agents/skills/ac-summary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ac-summary", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Optima-CityU/LLM4AD_Next --skill ac-summary -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Optima-CityU/LLM4AD_Next ac-summary --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Optima-CityU/LLM4AD_Next.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/autorebuttal/ac-summary .cursor/skills/ac-summary && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "ac-summary" agent skill from https://github.com/Optima-CityU/LLM4AD_Next/tree/main/skills/autorebuttal/ac-summary into .cursor/skills/ac-summary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ac-summary", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Optima-CityU/LLM4AD_Next.git --path skills/autorebuttal/ac-summary--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Optima-CityU/LLM4AD_Next --skill ac-summary -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Optima-CityU/LLM4AD_Next ac-summary --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Optima-CityU/LLM4AD_Next.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/autorebuttal/ac-summary .gemini/skills/ac-summary && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "ac-summary" agent skill from https://github.com/Optima-CityU/LLM4AD_Next/tree/main/skills/autorebuttal/ac-summary into .gemini/skills/ac-summary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ac-summary", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Optima-CityU/LLM4AD_Next ac-summaryInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Optima-CityU/LLM4AD_Next --skill ac-summary -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Optima-CityU/LLM4AD_Next.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/autorebuttal/ac-summary .github/skills/ac-summary && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "ac-summary" agent skill from https://github.com/Optima-CityU/LLM4AD_Next/tree/main/skills/autorebuttal/ac-summary into .github/skills/ac-summary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ac-summary", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Optima-CityU/LLM4AD_Next --skill ac-summary -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Optima-CityU/LLM4AD_Next ac-summary --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Optima-CityU/LLM4AD_Next.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/autorebuttal/ac-summary .opencode/skills/ac-summary && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "ac-summary" agent skill from https://github.com/Optima-CityU/LLM4AD_Next/tree/main/skills/autorebuttal/ac-summary into .opencode/skills/ac-summary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ac-summary", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
ac-summary- GitHub stars
- 574
- Token cost
- ~372 tokens
- SKILL.md length
- 164 words
- Files
- 1
- Skills in repo
- 24
- Repo updated
- First seen
- Licence
- BSD-3-Clause
At a glance
Summarize an existing author rebuttal into a copy-ready message addressed to the Area Chair or conference chair.
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Ac Summary is an agent skill from Optima-CityU/LLM4AD_Next. Summarize an existing author rebuttal into a copy-ready message addressed to the Area Chair or conference chair.
Its SKILL.md is about 370 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
- “/ac-summary”
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
Ac Summary loads about 372 tokens when it runs. Until then it costs about 31 tokens; SKILL.md has 164 words of instructions outside code blocks.
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). 164 words, ~372 tokens.
Download SKILL.mdSave it as
.claude/skills/ac-summary/SKILL.md (or your agent's skills folder).- name
- ac-summary
- description
- Summarize an existing author rebuttal into a copy-ready message addressed to the Area Chair or conference chair.
<!-- LLM4AD extension of the YoujunZhao/AutoRebuttal adaptation; see /app/skills/autorebuttal-shared/ATTRIBUTION.md. -->AC / Chair message
Read /workspace/.research/rebuttal/context.json before drafting. Use the
published context.rendered.text and its final response blocks as the source
for what the author actually answered. Consult the baseline and paper only to
understand the review themes and check factual wording. If the Rebuttal still
contains author placeholders or unresolved items, describe them honestly;
do not present them as completed work.
Write a message from the author to the AC or chair, not a meta-review in the chair's voice. Synthesize the main cross-reviewer concerns, the concrete answers already present in the Rebuttal, and any material limitation the AC should know. Avoid copying the entire reviewer-by-reviewer response or inventing new experiments, evidence, score predictions, or commitments. Follow an author-supplied venue format or language if given. Conversation presentation preferences do not govern this submission text.
Publish {"summary": "brief author-facing description", "message": "copy-ready AC message"}
once with publish_stage_result and idempotency key ac-summary-v1.
The message is a separate deliverable; do not edit the existing Rebuttal or
the uploaded paper.
© 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/autorebuttal/ac-summary of Optima-CityU/LLM4AD_Next.
Open the folder on GitHubat commit e3d3f7b
Compare with similar skills
Ac Summary 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Ac Summary this skillOptima-CityU/LLM4AD_Next | 574 | — | ~372 | Automated safety check: Pass | BSD-3-Clause | |
| Summarizeopenclaw/openclaw | 392k | 1 repos | ~531 | Automated safety check: Pass | MIT | |
| Messages Opsaffaan-m/ECC | 276k | 1 repos | ~724 | Automated safety check: Pass | MIT | |
| Hermes Agent Skill AuthoringNousResearch/hermes-agent | 252k | — | ~3.6k | Automated safety check: Pass | MIT | |
| Copy Editingcoreyhaines31/marketingskills | 54k | 1 repos | ~4.5k | Automated safety check: Pass | MIT | |
| Research Summarizeralirezarezvani/claude-skills | 28k | 1 repos | ~2.7k | Automated safety check: Pass | MIT |
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Messages Ops
affaan-m/ECC
Evidence-first live messaging workflow for ECC. An agent skill from affaan-m/ECC.
Hermes Agent Skill Authoring
NousResearch/hermes-agent
Author in-repo SKILL.md files: frontmatter and structure. An agent skill from NousResearch/hermes-agent.
Copy Editing
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When the user wants to edit, review, or improve existing marketing copy, or refresh outdated content.
Research Summarizer
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Structured research summarization agent skill for non-dev users.
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Questions about Ac Summary
What does Ac Summary do?
Summarize an existing author rebuttal into a copy-ready message addressed to the Area Chair or conference chair. Ac Summary is an agent skill from Optima-CityU/LLM4AD_Next. Summarize an existing author rebuttal into a copy-ready message addressed to the Area Chair or conference chair.
How do I install Ac Summary in Claude Code?
Run `npx skills add Optima-CityU/LLM4AD_Next --skill ac-summary -a claude-code`. Or copy the skill folder (skills/autorebuttal/ac-summary in Optima-CityU/LLM4AD_Next) into .claude/skills/ac-summary in your project. Claude Code loads it when a task matches its description.
How do I install Ac Summary in Codex?
Run `npx skills add Optima-CityU/LLM4AD_Next --skill ac-summary -a codex`. Or copy the skill folder (skills/autorebuttal/ac-summary in Optima-CityU/LLM4AD_Next) into .agents/skills/ac-summary in your project. Codex loads it when a task matches its description.
Can I use Ac Summary 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 ac-summary -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ac-summary, .gemini/skills/ac-summary, .github/skills/ac-summary and .opencode/skills/ac-summary in your project.
What does Ac Summary need to run?
SKILL.md names no scripts, command-line tools or credentials: Ac Summary is instructions for the agent only.
Does Ac Summary 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 Ac Summary 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 Ac Summary use?
Ac Summary 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 Ac Summary use?
About 372 tokens (SKILL.md is roughly 1.5k 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 Ac Summary?
Skills that share tags, products or a category with Ac Summary: Summarize (openclaw/openclaw, 392k stars), Messages Ops (affaan-m/ECC, 276k stars), Hermes Agent Skill Authoring (NousResearch/hermes-agent, 252k stars) and Copy Editing (coreyhaines31/marketingskills, 54k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Ac Summary?
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.