Agent skill

ML Paper Writing

by nanoAgentTeam in nanoAgentTeam/research-claw

A skill your agent uses when writing or revising any ML/AI paper (conference or journal) to apply shared writing quality, citation verification, reviewer-aligned checks, and pre-submission gates.

MITAuto-check passedResearch & Science

Install ML Paper Writing

skills CLI
$ npx skills add nanoAgentTeam/research-claw --skill ml-paper-writing -a claude-code

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

GitHub CLI
$ gh skill install nanoAgentTeam/research-claw ml-paper-writing --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/nanoAgentTeam/research-claw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/config/.skills/ml-paper-writing .claude/skills/ml-paper-writing && 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
ml-paper-writing
GitHub stars
293
Token cost
~708 tokens
SKILL.md length
299 words
Files
6 (incl. references)
Skills in repo
14
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when writing or revising any ML/AI paper (conference or journal) to apply shared writing quality, citation verification, reviewer-aligned checks, and pre-submission gates.

  • Works in 5 steps: Clarify Scope → Apply Writing Quality Workflow → Apply Citation Integrity Workflow → …
  • Revising any ML/AI paper (conference
  • SKILL.md covers Purpose, Coverage Boundary, Required Reference Files and Execution Workflow, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

ML Paper Writing is an agent skill from nanoAgentTeam/research-claw. Use when writing or revising any ML/AI paper (conference or journal) to apply shared writing quality, citation verification, reviewer-aligned checks, and pre-submission gates.

Its SKILL.md is about 710 tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including reference files (for example `references/checklists.md`, `references/citation-workflow.md` and `references/reviewer-guidelines.md`).

It sits in Research & Science, covering Scientific writing and Citation management. The repository describes itself as: A self-hosted AI assistant for academic research — manages your papers, searches literature, tracks deadlines, and answers you on the channels you already use. The licence is MIT.

When your agent uses it

  • Revising any ML/AI paper (conference
  • Journal) to apply shared writing quality
  • Citation verification
  • Reviewer-aligned checks

Example prompts

  • “/ml-paper-writing”

Requirements

  • Pre-approved tools (allowed-tools): read_file, write_file, str_replace, bash

Workflow steps

5 steps, taken from the step headings in SKILL.md.

  1. Clarify Scope
  2. Apply Writing Quality Workflow
  3. Apply Citation Integrity Workflow
  4. Apply Reviewer Lens
  5. Run Submission Gates

What it can do on your machine

Read from SKILL.md and the folder at commit ce3a4ac. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • read_file
    • write_file
    • str_replace
    • bash

    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

ML Paper Writing loads about 708 tokens when it runs, and up to ~16k if it reads all its reference files. Until then it costs about 48 tokens; SKILL.md has 299 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~48
When it runs · the whole SKILL.md, loaded when a task matches
~708
With references · SKILL.md plus every file in references/, read only if the agent opens them
~16k

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 nanoAgentTeam/research-claw at commit ce3a4ac, republished under its MIT licence (© nanoAgentTeam). 299 words, ~708 tokens.

Download SKILL.mdSave it as .claude/skills/ml-paper-writing/SKILL.md (or your agent's skills folder). This skill also uses 5 other files; get the full folder from GitHub.
name
ml-paper-writing
description
Use when writing or revising any ML/AI paper (conference or journal) to apply shared writing quality, citation verification, reviewer-aligned checks, and pre-submission gates.
allowed-tools
read_file, write_file, str_replace, bash

[SKILL: ML PAPER COMMON WORKFLOW]

Activate when: user asks to write/revise/check any ML/AI paper, regardless of venue (conference or journal).

Purpose

This skill is the shared, venue-agnostic layer. Venue-specific skills should handle template/macros/page limits, while this skill handles writing quality, citation integrity, reviewer alignment, and submission checks.

Coverage Boundary

  • This skill covers common writing/citation/review SOP for both conferences and journals.
  • This skill does not provide journal-specific template setup (.cls/.sty/.bst, submission system steps, journal-only formatting policies).
  • For journals, pair this skill with the journal's official author guide or a journal-specific venue skill.

Required Reference Files

Use these references from references/ as the source of truth:

  1. writing-guide.md — paper narrative and section-level writing quality
  2. citation-workflow.md — verified citation workflow and hallucination prevention
  3. reviewer-guidelines.md — reviewer evaluation lenses and rebuttal-oriented checks
  4. checklists.md — mandatory checklist gates before submission

Execution Workflow

Step 1: Clarify Scope
  • Confirm paper type: conference or journal
  • Confirm current stage: first draft / revision / camera-ready
  • Confirm what is venue-specific vs common writing work
Step 2: Apply Writing Quality Workflow
  • Use writing-guide.md to enforce:
    • clear contribution framing
    • precise claims and evidence alignment
    • section-level coherence (abstract, intro, method, results, limitations)
Step 3: Apply Citation Integrity Workflow
  • Follow citation-workflow.md strictly
  • Never fabricate citations from memory
  • If citation cannot be verified, mark as explicit placeholder and report it
Step 4: Apply Reviewer Lens
  • Use reviewer-guidelines.md to evaluate:
    • technical soundness
    • novelty/significance
    • clarity and reproducibility
  • Add missing evidence/ablation/limitations where needed
Step 5: Run Submission Gates
  • Use checklists.md and complete all applicable items
  • If any required item is missing, block "ready to submit" status and list the gaps

Handoff Rule to Venue Skills

  • Venue skills own:
    • template selection and setup (.cls/.sty/.bst)
    • anonymization mode and page limits
    • venue-specific required sections and package restrictions
  • This skill owns common writing/citation/review/checklist quality gates.

Use both layers together: ml-paper-writing + target venue skill.

© nanoAgentTeam, 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 5 other files (references) in config/.skills/ml-paper-writing of nanoAgentTeam/research-claw.

  • SKILL.md
  • references/checklists.md
  • references/citation-workflow.md
  • references/reviewer-guidelines.md
  • references/sources.md
  • references/writing-guide.md

Open the folder on GitHubat commit ce3a4ac

Compare with similar skills

ML Paper Writing 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.

ML Paper Writing compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
ML Paper Writing this skillnanoAgentTeam/research-claw293—~708Automated safety check: PassMIT
Citation Verification GuideGalaxy-Dawn/claude-scholar5.7k2 repos~1.9kAutomated safety check: PassMIT
Citation ManagementK-Dense-AI/claude-scientific-writer2.4k2 repos~3.9kAutomated safety check: NotesMIT
Academic Paper Writing PipelineImbad0202/academic-research-skills51k—~16kAutomated safety check: PassCustom licence
Academic HumanizerAIScientists-Dev/academic-humanizer1.9k1 repos~4.2kAutomated safety check: PassMIT
Academic Research Suite for CodexImbad0202/academic-research-skills-codex12k—~12kAutomated safety check: PassCustom licence

Similar skills

  • Citation Verification Guide

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  • Colm

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  • Conference Research

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  • Cvpr Iccv Eccv

    nanoAgentTeam/research-claw

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  • Iclr

    nanoAgentTeam/research-claw

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Questions about ML Paper Writing

What does ML Paper Writing do?

A skill your agent uses when writing or revising any ML/AI paper (conference or journal) to apply shared writing quality, citation verification, reviewer-aligned checks, and pre-submission gates. ML Paper Writing is an agent skill from nanoAgentTeam/research-claw. Use when writing or revising any ML/AI paper (conference or journal) to apply shared writing quality, citation verification, reviewer-aligned checks, and pre-submission gates.

When should I use ML Paper Writing?

ML Paper Writing fits situations like: revising any ML/AI paper (conference; journal) to apply shared writing quality; citation verification; reviewer-aligned checks.

How do I install ML Paper Writing in Claude Code?

Run `npx skills add nanoAgentTeam/research-claw --skill ml-paper-writing -a claude-code`. Or copy the skill folder (config/.skills/ml-paper-writing in nanoAgentTeam/research-claw) into .claude/skills/ml-paper-writing in your project. Claude Code loads it when a task matches its description.

How do I install ML Paper Writing in Codex?

Run `npx skills add nanoAgentTeam/research-claw --skill ml-paper-writing -a codex`. Or copy the skill folder (config/.skills/ml-paper-writing in nanoAgentTeam/research-claw) into .agents/skills/ml-paper-writing in your project. Codex loads it when a task matches its description.

Can I use ML Paper Writing 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 nanoAgentTeam/research-claw --skill ml-paper-writing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ml-paper-writing, .gemini/skills/ml-paper-writing, .github/skills/ml-paper-writing and .opencode/skills/ml-paper-writing in your project.

What does ML Paper Writing need to run?

SKILL.md names no scripts, command-line tools or credentials: ML Paper Writing is instructions for the agent only. Its frontmatter pre-approves these tools: read_file, write_file, str_replace, bash.

Does ML Paper Writing 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 ML Paper Writing 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 ML Paper Writing use?

ML Paper Writing 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 ML Paper Writing use?

About 708 tokens (SKILL.md is roughly 2.8k 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 15k tokens, read only when the agent opens those files.

What are the alternatives to ML Paper Writing?

Skills that share tags, products or a category with ML Paper Writing: Citation Verification Guide (Galaxy-Dawn/claude-scholar, 5.7k stars), Citation Management (K-Dense-AI/claude-scientific-writer, 2.4k stars), Academic Paper Writing Pipeline (Imbad0202/academic-research-skills, 51k stars) and Academic Humanizer (AIScientists-Dev/academic-humanizer, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains ML Paper Writing?

nanoAgentTeam (a GitHub organization) maintains it in nanoAgentTeam/research-claw, which has 293 GitHub stars. The repository holds 14 skills in this directory. The repository was last updated on June 8, 2026.

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