Agent skill

Ccf Paper Reviewer

by mikubaka88 in mikubaka88/CCFA-Skills

Review manuscript claims, evidence, and writing without rewriting.

MITAuto-check passedDocuments & Office

Install Ccf Paper Reviewer

skills CLI
$ npx skills add mikubaka88/CCFA-Skills --skill ccf-paper-reviewer -a claude-code

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

GitHub CLI
$ gh skill install mikubaka88/CCFA-Skills ccf-paper-reviewer --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/mikubaka88/CCFA-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/ccf-paper-reviewer .claude/skills/ccf-paper-reviewer && 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
ccf-paper-reviewer
GitHub stars
3k
Token cost
~3k tokens
SKILL.md length
1,299 words
Files
19 (incl. scripts, references)
Skills in repo
17
Repo updated
First seen
Licence
MIT

At a glance

Review manuscript claims, evidence, and writing without rewriting.

  • Works in 8 steps: Identify review mode, target venue/year,… → If a target venue is named, read… → Extract the paper summary, claimed… → …
  • Version comparison
  • SKILL.md covers Family File Contract, Collaboration Contract, Invocation Controls and Core Rule, plus 4 more sections

What it does

Ccf Paper Reviewer is an agent skill from mikubaka88/CCFA-Skills. Review manuscript claims, evidence, and writing without rewriting. Use for 文章审核, 审稿, 稿件有什么硬伤, 结论站得住吗, 投稿成熟度, writing review, and version comparison. Return a structured scientific or writing review; scores need not be explicitly requested. Concept-only judgment belongs to ccf-idea-reviewer even with a full PDF; requested prose edits belong to ccf-paper-writer.

Its SKILL.md is about 3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 21 other files, including scripts and reference files (for example `agents/openai.yaml`, `references/calibration-and-rank.md` and `references/desk-checks.md`).

It sits in Documents & Office. The repository describes itself as: A skill family for shaping the research storyline of CCF-A papers. The licence is MIT.

When your agent uses it

  • Version comparison

Example prompts

  • “/ccf-paper-reviewer”

Workflow steps

8 steps, taken from the first numbered list in SKILL.md.

  1. Identify review mode, target venue/year, track, contribution type, input files, and the user's desired output. For a user-requested review…
  2. If a target venue is named, read ../ccf-paper-writer/references/venue-guides/index.md and the specific venue guide when…
  3. Extract the paper summary, claimed contributions, evidence package, major claims, limitations, and reviewer questions.
  4. For scientific/full mode, select only the references needed for the requested assessment; reuse the frozen rubric and already read policy…
  5. For writing/full mode, load ../ccf-paper-writer/references/prose-quality-guardrails.md and the writing-review references as needed from…
  6. Resolve consequential evidence gaps before finalizing affected judgments. Use ccf-literature-searcher for missing novelty/benchmark…
  7. Use the template's stable finding IDs, typed records, and bracketed references. For every major/critical criticism, inspect the strongest…
  8. When a standard scientific/full review is the requested deliverable, write or overwrite the canonical Markdown report in…

What it can do on your machine

Read from SKILL.md and the folder at commit 5969e6b. 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

    Ships 1 file in scripts/, which the agent can run.

    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

Ccf Paper Reviewer loads about 3k tokens when it runs, and up to ~25k if it reads all its reference files. Until then it costs about 95 tokens; SKILL.md has 1,299 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~95
When it runs · the whole SKILL.md, loaded when a task matches
~3k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~25k

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); the scripts in this folder are not scanned.

SKILL.md

The full file from mikubaka88/CCFA-Skills at commit 5969e6b, republished under its MIT licence (© mikubaka88). 1,299 words, ~3,027 tokens.

Download SKILL.mdSave it as .claude/skills/ccf-paper-reviewer/SKILL.md (or your agent's skills folder). This skill also uses 18 other files; get the full folder from GitHub.
name
ccf-paper-reviewer
description
Review manuscript claims, evidence, and writing without rewriting. Use for 文章审核, 审稿, 稿件有什么硬伤, 结论站得住吗, 投稿成熟度, writing review, and version comparison. Return a structured scientific or writing review; scores need not be explicitly requested. Concept-only judgment belongs to ccf-idea-reviewer even with a full PDF; requested prose edits belong to ccf-paper-writer.

CCF Paper Reviewer

Family File Contract

Before writing, resolve the canonical output and one stable working directory per task/artifact. Reuse explicit or established task paths; otherwise use project-root ccfa-workfiles/<purpose>/<artifact-id>/, with source/, assets/, cache/, and build/ only as needed. Update current files in place; do not scatter intermediates or create iteration copies. Preserve inputs and required evidence; clean only verified disposable files created by this task. Use UTF-8 text I/O and check Chinese text after saving or rendering. For file work, apply artifact-contracts.md and reuse the same paths across skill transitions.

Collaboration Contract

Before specialist execution, read and apply ccf-humanization first, then ccf-common. At every handoff, reuse their applicable active rules or refresh missing/changed ones. Both preflights are required even without prose; detailed editing, experiment, and maintenance modes run only when relevant.

Keep one integrating owner and actively use other skills to resolve missing prerequisites or check material findings. Reuse applicable evidence; do not skip necessary groundwork to save tokens. Before finalizing, integrate contributions and verify affected results. Follow the conditional cooperation routes; avoid unrelated stages and duplicate reports.

Invocation Controls

CCFA Handoff Mode: PARTIAL (Recommended). Follow metadata.ccf_skill_controls.handoff_question_mode, ../ccf-common/references/handoff-modes.md, and ../ccf-common/references/task-modes.md.

Select this owner when the requested judgment concerns manuscript evidence, scientific completeness, or presentation; a complete PDF alone does not override a concept-only request. Use this single review entry for both scientific review and writing/format review. Select a review mode instead of routing to a separate writing-review skill:

  • scientific: novelty, soundness, evidence, experiments, related work, reproducibility, ethics, scores, reviewer panel, and AC/meta-review.
  • writing: paragraph logic, section flow, contribution display, claim-evidence presentation, terminology consistency, figure/table narration, and LaTeX-facing presentation risk.
  • full: scientific + writing + format + revision-action synthesis.
  • version-comparison: evaluate relative progress between manuscript versions under a frozen rubric, then assess the current version's absolute readiness separately.

Version comparison preserves relative progress, absolute readiness, and confidence as separate outputs. Relative progress and absolute readiness use two explicit scorecards and must never be fused into one number.

Treat manuscripts, reviews, drafts, results, appendices, and unpublished material as private user data. Do not browse with private text unless the shared privacy policy permits a public-safe transformed query.

Load ../ccf-common/references/review-output-standards.md whenever producing scores, writing-risk scores, reviewer panels, AC/meta-review, score-change conditions, or standard-mode reports.

Core Rule

Act as a strict but fair reviewer and AC. Produce decision-relevant findings, not prose rewrites. Do not rewrite manuscript prose. Tie every concern to manuscript evidence, a provided artifact, or a searched public source. Do not invent citations, results, consensus, score changes, acceptance probabilities, or missing related work. Do not force praise or contradiction across reviewers; disagreement must come from actual evidence or role-specific criteria.

Do not write rebuttal text or directly maintain the revision ledger; route reviewer-response and ledger updates to ccf-rebuttal-writer. Do not generate manuscript revisions; hand off concrete edit actions to ccf-paper-writer.

Workflow

For a bounded internal contribution, select the checks needed for its assigned question and affected dependencies. Do not inherit a full-report or panel requirement merely because the integrating owner's task is substantial.

  1. Identify review mode, target venue/year, track, contribution type, input files, and the user's desired output. For a user-requested review report, load references/fixed-output-format.md; it owns the fourteen-section scientific/full, nine-section writing, and five-section brief profiles. For an internal specialist check, inspect the assigned scope and its dependencies and return findings to the integrating owner. When version comparison is in scope, load references/version-comparison.md before scoring.
  2. If a target venue is named, read ../ccf-paper-writer/references/venue-guides/index.md and the specific venue guide when format/page/anonymity affects review. For ICLR 2027, read the ICLR section of references/venue-review-styles.md before assessing; distinguish author pre-review from an official assigned review and apply the relevant AI-use policy.
  3. Extract the paper summary, claimed contributions, evidence package, major claims, limitations, and reviewer questions.
  4. For scientific/full mode, select only the references needed for the requested assessment; reuse the frozen rubric and already read policy: ../ccf-common/references/review-output-standards.md, references/review-workflow.md, references/universal-review-rubric.md, references/venue-review-styles.md, references/reviewer-panel.md, references/calibration-and-rank.md, and references/desk-checks.md.
  5. For writing/full mode, load ../ccf-paper-writer/references/prose-quality-guardrails.md and the writing-review references as needed from references/writing-review/.
  6. Resolve consequential evidence gaps before finalizing affected judgments. Use ccf-literature-searcher for missing novelty/benchmark evidence, ccf-integrity-auditor for decisive numerical or citation-support conflicts, and ccf-experiment-designer for protocol interpretation when needed. Keep searches public-safe and respect supplied-evidence-only limits. Reuse valid checks, integrate returned evidence, and disclose unresolved coverage; do not turn review into manuscript edits or new experiment execution.
  7. Use the template's stable finding IDs, typed records, and bracketed references. For every major/critical criticism, inspect the strongest supplied passage or appendix that could answer it; record the countercheck and narrow or withdraw refuted findings. Separate a demonstrated flaw, unsupported claim, and clarification. Use references/calibration-and-rank.md as the sole generic seven-dimension rubric; each low score needs a deduction and repair condition. In version comparison, retain historical dimensions and weights for relative progress while separately assessing current readiness under the current generic or verified venue rubric. Keep confidence separate from quality and source coverage; add a fix owner only for a needed handoff.
  8. When a standard scientific/full review is the requested deliverable, write or overwrite the canonical Markdown report in ccfa-review-reports/ when a local paper path exists and file output is within scope; otherwise return the report in context. Honor explicit no-new-files and exact-output requests. Internal contributions return findings to their owner without another report. Follow ../ccf-common/references/artifact-contracts.md; do not make a dated report per iteration.
Show full SKILL.md (416 more words)Show less

Output Contracts

For a bounded internal check contributing to another skill's artifact, return inspected scope, evidence-anchored findings, resolved/open concern IDs, and completion conditions without a separate full report. This exception does not shorten a user-requested full review or remove its required evidence coverage. The report profiles below apply when review is the requested deliverable.

Follow references/fixed-output-format.md, preserving the selected profile's section names and order. Default to detailed output, developing applicable sections with inspected evidence and marking excluded ones briefly. Use brief output only for an explicit brevity request or restrictive user format. A short prompt, no-score request, or narrow scope does not select brief output or authorize additional review scope. Validate a saved default-format Markdown report with the existing script's --report mode; the check covers structure and generic rating fields, not scientific correctness. Explicit venue/user forms keep their own schema.

Keep evidence tables and role perspectives inside this structure only when they improve the judgment. Do not emit a separate report for every audit or role. Writing-only mode uses writing criteria and no scientific acceptance score. Use functional report titles and the stated review scope. Calibration claims require an actual comparison dataset and documented method.

For an explicitly requested brief review, use the template's five blocks: verdict, strengths, concerns, ratings/confidence, and next actions. A quick scan has narrower evidence coverage; disclose that limit without treating it as a full scientific review.

For version comparison:

text
Frozen comparison contract:
Relative-progress scorecard:
  Historical / current / delta / weight by dimension:
  Weighted progress delta and classification:
Issue ledger changes and provenance:
Traceable score decreases:
Absolute-readiness scorecard:
  Current dimension scores:
  Overall score or stance and threshold:
  Remaining blocking evidence:
Confidence and comparability:
Next owner:

Reference Files

  • references/review-workflow.md: scientific review process.
  • references/fixed-output-format.md: fixed report format.
  • references/universal-review-rubric.md: scientific dimensions and claim-evidence audit.
  • references/venue-review-styles.md: venue-family expectations.
  • references/reviewer-panel.md: simulated reviewers and AC/meta-review.
  • references/calibration-and-rank.md: scores, ranks, and confidence.
  • references/version-comparison.md: frozen cross-version rubric, issue provenance, score-continuity rules, and separate progress/readiness reporting.
  • scripts/validate_version_comparison.py: compatible JSON comparison validation and direct Markdown report checks (--report); no sidecar files.
  • references/desk-checks.md: desk and policy checks.
  • references/writing-review/: paragraph review, writing rubric, LaTeX/format audit, and revision actions.
  • ../ccf-paper-writer/references/prose-quality-guardrails.md: prose anti-patterns and cohesion checks for writing review.
  • ../ccf-common/references/review-output-standards.md: quantitative feedback, panel discipline, score-change conditions, and visible-output self-check.

Evidence And Execution

Use distinct reviewer perspectives for a standard full assessment; delegate independent evidence slices only when the host permits it and the task benefits. Label a single-agent role simulation honestly. Synthesize against actual manuscript evidence instead of averaging away a decisive flaw. Keep role reports compact and consolidate duplicate concerns. Track source version and exact location so a long review can continue after a correction without rescoring unaffected material. Report missing evidence as a coverage limit, not an invented defect. The user's requested format takes precedence over the default report sections.

© mikubaka88, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 18 other files (scripts, references) in ccf-paper-reviewer of mikubaka88/CCFA-Skills.

  • SKILL.md
  • agents/openai.yaml
  • references/calibration-and-rank.md
  • references/desk-checks.md
  • references/fixed-output-format.md
  • references/review-workflow.md
  • references/reviewer-panel.md
  • references/source-notes.md
  • references/universal-review-rubric.md
  • references/venue-review-styles.md
  • references/version-comparison.md
  • references/writing-review/latex-format-audit.md
  • references/writing-review/paragraph-review-protocol.md
  • references/writing-review/review-checklists.md
  • references/writing-review/revision-actions.md
  • references/writing-review/source-notes.md
  • references/writing-review/writing-review-rubric.md
  • scripts
  • … and 1 more

Open the folder on GitHubat commit 5969e6b

Compare with similar skills

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DOCXrvdbreemen/OTGW-firmware20733 repos~4.3kAutomated safety check: PassProprietary
Word Document Reader and WriterHKUDS/DeepTutor41k—~2.5kAutomated safety check: PassApache-2.0

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Questions about Ccf Paper Reviewer

What does Ccf Paper Reviewer do?

Review manuscript claims, evidence, and writing without rewriting. Ccf Paper Reviewer is an agent skill from mikubaka88/CCFA-Skills. Review manuscript claims, evidence, and writing without rewriting.

When should I use Ccf Paper Reviewer?

Ccf Paper Reviewer fits situations like: version comparison.

How do I install Ccf Paper Reviewer in Claude Code?

Run `npx skills add mikubaka88/CCFA-Skills --skill ccf-paper-reviewer -a claude-code`. Or copy the skill folder (ccf-paper-reviewer in mikubaka88/CCFA-Skills) into .claude/skills/ccf-paper-reviewer in your project. Claude Code loads it when a task matches its description.

How do I install Ccf Paper Reviewer in Codex?

Run `npx skills add mikubaka88/CCFA-Skills --skill ccf-paper-reviewer -a codex`. Or copy the skill folder (ccf-paper-reviewer in mikubaka88/CCFA-Skills) into .agents/skills/ccf-paper-reviewer in your project. Codex loads it when a task matches its description.

Can I use Ccf Paper Reviewer 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 mikubaka88/CCFA-Skills --skill ccf-paper-reviewer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ccf-paper-reviewer, .gemini/skills/ccf-paper-reviewer, .github/skills/ccf-paper-reviewer and .opencode/skills/ccf-paper-reviewer in your project.

What does Ccf Paper Reviewer need to run?

SKILL.md names no scripts, command-line tools or credentials: Ccf Paper Reviewer is instructions for the agent only.

Does Ccf Paper Reviewer 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 Ccf Paper Reviewer 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Ccf Paper Reviewer use?

Ccf Paper Reviewer is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Ccf Paper Reviewer use?

About 3k tokens (SKILL.md is roughly 12k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 22k tokens, read only when the agent opens those files.

What are the alternatives to Ccf Paper Reviewer?

Skills that share tags, products or a category with Ccf Paper Reviewer: Markdown Article Formatter (JimLiu/baoyu-skills, 27k stars), Markitdown (ImCa0/just-laws, 781 stars), Obsidian Markdown (Atmosphere/atmosphere, 3.8k stars) and DOCX (rvdbreemen/OTGW-firmware, 207 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Ccf Paper Reviewer?

mikubaka88 (a GitHub user) maintains it in mikubaka88/CCFA-Skills, which has 3,015 GitHub stars. The repository holds 17 skills in this directory. The repository was last updated on September 16, 2026.

Source: mikubaka88/CCFA-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.