ac-summary

Summarize an existing author rebuttal into a copy-ready message addressed to the Area Chair or conference chair.

IndexedBSD-3-Clause★ 677

Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/optima-cityu-ac-summary

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About

Summarize an existing author rebuttal into a copy-ready message addressed to the Area Chair or conference chair.

Use cases: writing, writing-editing

Reviews

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools: No tools found
Secrets: None asked for
Install scripts: None found

Network hosts it talks to 1

codeload.github.com · found in install command

Files it touches

~/.claude/skills/ac-summary

What's inside

Skill name: ac-summary
Description: Summarize an existing author rebuttal into a copy-ready message addressed to the Area Chair or conference chair.
License: BSD-3-Clause
Instructions: 25 lines in SKILL.md · view on GitHub

Files (1)

SKILL.md

SKILL.md (first lines)

<!-- 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.

From Optima-CityU/LLM4AD_Next, BSD-3-Clause.

Signals

Stars: 677
Forks: 44
Open issues: 1
Last commit (this folder): Sep 24, 2026 (1 month ago)
Last release: Sep 29, 2026 (1 month ago)

From GitHub (fetched Oct 24, 2026).

Details

License: BSD-3-Clause
Repository: github.com/Optima-CityU/LLM4AD_Next
Website: llm4ad-next.cn
First seen: Oct 24, 2026
Last checked: Oct 24, 2026
Source: GitHub github-graphql

More from Optima-CityU

Cite this page

ac-summary skill. Agent Mart. https://agentmart.dev/skills/optima-cityu-ac-summary (last updated 2026-10-24)